{"id":10470,"date":"2026-07-23T11:05:59","date_gmt":"2026-07-23T10:05:59","guid":{"rendered":"https:\/\/haqaa3.obreal.org\/data-module-5\/"},"modified":"2026-10-29T14:34:41","modified_gmt":"2026-10-29T13:34:41","slug":"data-module-5","status":"publish","type":"page","link":"https:\/\/haqaa3.obreal.org\/pt-pt\/data-module-5\/","title":{"rendered":"Data Module 5"},"content":{"rendered":"<style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id10470_8e5c3a-a6{margin-top:0px;}.kb-row-layout-id10470_8e5c3a-a6 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id10470_8e5c3a-a6 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id10470_8e5c3a-a6 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:var( --global-content-width, 1290px );padding-left:var(--global-content-edge-padding);padding-right:var(--global-content-edge-padding);padding-top:var(--global-kb-spacing-3xl, 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.kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id10470_e564a7-e4 > .kt-row-column-wrap{padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id10470_e564a7-e4 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column10470_1668bf-bd > .kt-inside-inner-col,.kadence-column10470_1668bf-bd > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_1668bf-bd > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_1668bf-bd > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_1668bf-bd > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_1668bf-bd > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_1668bf-bd{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_1668bf-bd > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_1668bf-bd > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_1668bf-bd\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-id10470_59a62c-f8 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id10470_59a62c-f8 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id10470_59a62c-f8 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-none, 0rem );padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:0px;padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:0px;grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id10470_59a62c-f8 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id10470_59a62c-f8 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id10470_59a62c-f8 > .kt-row-column-wrap{padding-bottom:0px;grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id10470_59a62c-f8 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-row kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column10470_20cca7-c3 > .kt-inside-inner-col{display:flex;}.kadence-column10470_20cca7-c3 > .kt-inside-inner-col,.kadence-column10470_20cca7-c3 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_20cca7-c3 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_20cca7-c3 > .kt-inside-inner-col{flex-direction:column;align-items:flex-start;}.kadence-column10470_20cca7-c3 > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column10470_20cca7-c3 > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column10470_20cca7-c3 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_20cca7-c3 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_20cca7-c3{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_20cca7-c3 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:flex-start;}}@media all and (max-width: 767px){.kadence-column10470_20cca7-c3 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:flex-start;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_20cca7-c3\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading10470_c4cb46-c8, .wp-block-kadence-advancedheading.kt-adv-heading10470_c4cb46-c8[data-kb-block=\"kb-adv-heading10470_c4cb46-c8\"]{text-align:right;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading10470_c4cb46-c8[data-kb-block=\"kb-adv-heading10470_c4cb46-c8\"]{display:flex;gap:0.25em;justify-content:right;align-items:center;}.wp-block-kadence-advancedheading.kt-adv-heading10470_c4cb46-c8[data-kb-block=\"kb-adv-heading10470_c4cb46-c8\"] .kb-adv-heading-icon svg{width:1em;height:1em;}.wp-block-kadence-advancedheading.kt-adv-heading10470_c4cb46-c8 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_c4cb46-c8[data-kb-block=\"kb-adv-heading10470_c4cb46-c8\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_c4cb46-c8 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_c4cb46-c8[data-kb-block=\"kb-adv-heading10470_c4cb46-c8\"] img.kb-inline-image{width:150px;vertical-align:baseline;}.wp-block-kadence-advancedheading.kt-adv-heading10470_c4cb46-c8[data-kb-block=\"kb-adv-heading10470_c4cb46-c8\"] a, .kt-adv-heading-link10470_c4cb46-c8, .kt-adv-heading-link10470_c4cb46-c8 .kt-adv-heading10470_c4cb46-c8[data-kb-block=\"kb-adv-heading10470_c4cb46-c8\"]{color:var(--global-palette9, #ffffff);}.wp-block-kadence-advancedheading.kt-adv-heading10470_c4cb46-c8[data-kb-block=\"kb-adv-heading10470_c4cb46-c8\"] a:hover, .kt-adv-heading-link10470_c4cb46-c8:hover, .kt-adv-heading-link10470_c4cb46-c8:hover .kt-adv-heading10470_c4cb46-c8[data-kb-block=\"kb-adv-heading10470_c4cb46-c8\"]{color:var(--global-palette2, #2B6CB0);}.wp-block-kadence-advancedheading.kt-adv-heading10470_c4cb46-c8[data-kb-block=\"kb-adv-heading10470_c4cb46-c8\"] a, a.kb-advanced-heading-link.kt-adv-heading-link10470_c4cb46-c8{text-decoration:none;}<\/style><a class=\"kb-advanced-heading-link kt-adv-heading-link10470_c4cb46-c8 hls-none\" href=\"https:\/\/haqaa3.obreal.org\/pt-pt\/formacoes\/\"><p class=\"kt-adv-heading10470_c4cb46-c8 wp-block-kadence-advancedheading kt-adv-heading-has-icon hls-none has-theme-palette9-color has-text-color\" data-kb-block=\"kb-adv-heading10470_c4cb46-c8\"><span class=\"kb-svg-icon-wrap kb-adv-heading-icon kb-svg-icon-fe_arrowLeft kb-adv-heading-icon-side-left\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"19\" y1=\"12\" x2=\"5\" y2=\"12\"\/><polyline points=\"12 19 5 12 12 5\"\/><\/svg><\/span><span class=\"kb-adv-text-inner\"><strong>FORMA\u00c7\u00d5ES HAQAA<\/strong><\/span><\/p><\/a><\/div><\/div>\n\n\n<style>.kadence-column10470_d0a2d0-d2 > .kt-inside-inner-col,.kadence-column10470_d0a2d0-d2 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_d0a2d0-d2 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_d0a2d0-d2 > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_d0a2d0-d2 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_d0a2d0-d2 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_d0a2d0-d2{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_d0a2d0-d2 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_d0a2d0-d2 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_d0a2d0-d2\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading10470_e34a95-cc, .wp-block-kadence-advancedheading.kt-adv-heading10470_e34a95-cc[data-kb-block=\"kb-adv-heading10470_e34a95-cc\"]{text-align:left;font-size:var(--global-kb-font-size-xl, 3rem);font-style:normal;font-family:var( --global-body-font-family, inherit );text-transform:uppercase;}.wp-block-kadence-advancedheading.kt-adv-heading10470_e34a95-cc mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_e34a95-cc[data-kb-block=\"kb-adv-heading10470_e34a95-cc\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_e34a95-cc img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_e34a95-cc[data-kb-block=\"kb-adv-heading10470_e34a95-cc\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading10470_e34a95-cc wp-block-kadence-advancedheading has-theme-palette-9-color has-text-color\" data-kb-block=\"kb-adv-heading10470_e34a95-cc\"><strong><strong><strong>Forma\u00e7\u00e3o online em Dados de Ensino Superior<\/strong><\/strong><\/strong><\/p>\n\n\n<style>.kt-svg-icons10470_af3a2a-29 .kt-svg-item-0 .kb-svg-icon-wrap{color:var(--global-palette4, #2D3748);font-size:50px;}.wp-block-kadence-icon.kt-svg-icons10470_af3a2a-29{justify-content:flex-start;}<\/style>\n<div class=\"wp-block-kadence-icon kt-svg-icons kt-svg-icons10470_af3a2a-29 alignnone\"><style>.kt-svg-item-10470_d75c48-d3 .kb-svg-icon-wrap, .kt-svg-style-stacked.kt-svg-item-10470_d75c48-d3 .kb-svg-icon-wrap{color:var(--global-palette9, #ffffff);font-size:50px;}<\/style>\n<div class=\"wp-block-kadence-single-icon kt-svg-style-default kt-svg-icon-wrap kt-svg-item-10470_d75c48-d3\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowDown\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"\/><polyline points=\"19 12 12 19 5 12\"\/><\/svg><\/span><\/div>\n<\/div>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n<\/div><\/div>\n\n<style>.kb-row-layout-id10470_6c3bc9-6c > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id10470_6c3bc9-6c > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id10470_6c3bc9-6c > .kt-row-column-wrap{column-gap:var(--global-kb-gap-sm, 1rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:24px;padding-right:40px;padding-bottom:24px;padding-left:40px;grid-template-columns:minmax(0, calc(15% - ((var(--global-kb-gap-sm, 1rem) * 1 )\/2)))minmax(0, calc(85% - ((var(--global-kb-gap-sm, 1rem) * 1 )\/2)));}.kb-row-layout-id10470_6c3bc9-6c > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id10470_6c3bc9-6c > .kt-row-column-wrap{grid-template-columns:repeat(2, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id10470_6c3bc9-6c > .kt-row-column-wrap{padding-right:0px;padding-left:0px;grid-template-columns:minmax(0, 1fr) minmax(0, 2fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id10470_6c3bc9-6c alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-right-golden kt-row-valign-top\">\n<style>#wrapper.site{overflow:clip;}.kadence-column10470_50b65a-03{--kb-section-setting-offset:100px;}.kadence-column10470_50b65a-03 > .kt-inside-inner-col,.kadence-column10470_50b65a-03 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_50b65a-03 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_50b65a-03 > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_50b65a-03 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_50b65a-03 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_50b65a-03{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_50b65a-03 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_50b65a-03 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_50b65a-03 kb-section-is-sticky\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-navigation7366-cpt-id{--kb-nav-top-link-background-active-ancestor:var(--global-palette2, #2B6CB0);--kb-nav-dropdown-link-color:var(--global-palette1, #3182CE);--kb-nav-dropdown-link-color-hover:var(--global-palette2, #2B6CB0);--kb-nav-dropdown-link-color-active:var(--global-palette2, #2B6CB0);--kb-nav-dropdown-link-color-active-ancestor:var(--global-palette2, #2B6CB0);--kb-nav-dropdown-background:var(--global-palette9, 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#ffffff);--kb-nav-top-link-background:var(--global-palette1, #3182CE);--kb-nav-top-link-background-hover:var(--global-palette2, #2B6CB0);--kb-nav-top-link-background-active:var(--global-palette2, #2B6CB0);}.wp-block-kadence-navigation7366-cpt-id > .navigation > .menu-container > .menu > .wp-block-kadence-navigation-link > .kb-link-wrap{font-weight:bold;}@media all and (max-width: 1024px){.wp-block-kadence-navigation7366-cpt-id{--kb-nav-top-not-last-link-border-right:var(--kb-nav-link-border-right);}}@media all and (max-width: 1024px){.header-tablet-transparent .wp-block-kadence-navigation7366-cpt-id{--kb-nav-top-not-last-link-border-right:var(--kb-nav-link-border-right);}}@media all and (max-width: 1024px){.item-is-stuck .wp-block-kadence-navigation7366-cpt-id{--kb-nav-top-not-last-link-border-right:var(--kb-nav-link-border-right);}}@media all and (max-width: 767px){.wp-block-kadence-navigation7366-cpt-id{--kb-nav-top-not-last-link-border-right:var(--kb-nav-link-border-right);}.header-mobile-transparent .wp-block-kadence-navigation7366-cpt-id{--kb-nav-top-not-last-link-border-right:var(--kb-nav-link-border-right);}.item-is-stuck .wp-block-kadence-navigation7366-cpt-id{--kb-nav-top-not-last-link-border-right:var(--kb-nav-link-border-right);}}<\/style><div class=\"wp-block-kadence-navigation7366-cpt-id kb-nav-desktop-horizontal-layout-standard kb-nav-tablet-horizontal-layout-standard kb-nav-mobile-horizontal-layout-standard navigation-desktop-layout-fill-stretch-false navigation-tablet-layout-fill-stretch-false navigation-mobile-layout-fill-stretch-false navigation-desktop-orientation-vertical navigation-tablet-orientation-vertical navigation-mobile-orientation-vertical wp-block-kadence-navigation\" data-scroll-spy=\"1\" data-scroll-spy-id=\"6af7baf3dec48\"><nav class=\"navigation navigation-desktop-style-standard navigation-tablet-style-standard navigation-mobile-style-standard navigation-desktop-dropdown-animation-none navigation-tablet-dropdown-animation-none navigation-mobile-dropdown-animation-none navigation-desktop-collapse-sub-menus-true navigation-tablet-collapse-sub-menus-true navigation-mobile-collapse-sub-menus-true navigation-desktop-parent-toggles-menus-false navigation-tablet-parent-toggles-menus-false navigation-mobile-parent-toggles-menus-false navigation-desktop-parent-active-true navigation-tablet-parent-active-false navigation-mobile-parent-active-false\"><div class=\"menu-container\"><ul class=\"kb-navigation menu collapse-sub-nav-desktop-true collapse-sub-nav-tablet-true collapse-sub-nav-mobile-true\">\n<style>.kb-nav-link-hh7h04iha > .kb-link-wrap.kb-link-wrap.kb-link-wrap.kb-link-wrap{--kb-nav-link-highlight-order:3;--kb-nav-link-highlight-icon-order:3;}.kb-nav-link-hh7h04iha > .kb-link-wrap.kb-link-wrap.kb-link-wrap.kb-link-wrap{--kb-nav-link-media-max-width:px;}<\/style><li class=\"wp-block-kadence-navigation-link kb-nav-link-hh7h04iha menu-item\"><div class=\"kb-link-wrap\"><a class=\"kb-nav-link-content\" href=\"https:\/\/haqaa3.obreal.org\/data-initial-module\/\">INITIAL MODULE<\/a><\/div><\/li>\n\n<style>.kb-nav-link-q90yca1wp > .kb-link-wrap.kb-link-wrap.kb-link-wrap.kb-link-wrap{--kb-nav-link-highlight-order:3;--kb-nav-link-highlight-icon-order:3;}.kb-nav-link-q90yca1wp > .kb-link-wrap.kb-link-wrap.kb-link-wrap.kb-link-wrap{--kb-nav-link-media-max-width:px;}<\/style><li class=\"wp-block-kadence-navigation-link kb-nav-link-q90yca1wp menu-item\"><div class=\"kb-link-wrap\"><a class=\"kb-nav-link-content\" href=\"https:\/\/haqaa3.obreal.org\/data-module-1\/\">MODULE 1<\/a><\/div><\/li>\n\n<style>.kb-nav-link-ip357qs07 > .kb-link-wrap.kb-link-wrap.kb-link-wrap.kb-link-wrap{--kb-nav-link-highlight-order:3;--kb-nav-link-highlight-icon-order:3;}.kb-nav-link-ip357qs07 > .kb-link-wrap.kb-link-wrap.kb-link-wrap.kb-link-wrap{--kb-nav-link-media-max-width:px;}<\/style><li class=\"wp-block-kadence-navigation-link kb-nav-link-ip357qs07 menu-item\"><div class=\"kb-link-wrap\"><a class=\"kb-nav-link-content\" href=\"https:\/\/haqaa3.obreal.org\/data-module-2\/\">MODULE 2<\/a><\/div><\/li>\n\n<style>.kb-nav-link-x45uxawk4 > .kb-link-wrap.kb-link-wrap.kb-link-wrap.kb-link-wrap{--kb-nav-link-highlight-order:3;--kb-nav-link-highlight-icon-order:3;}.kb-nav-link-x45uxawk4 > .kb-link-wrap.kb-link-wrap.kb-link-wrap.kb-link-wrap{--kb-nav-link-media-max-width:px;}<\/style><li class=\"wp-block-kadence-navigation-link kb-nav-link-x45uxawk4 menu-item\"><div class=\"kb-link-wrap\"><a class=\"kb-nav-link-content\" href=\"https:\/\/haqaa3.obreal.org\/data-module-3\/\">MODULE 3<\/a><\/div><\/li>\n\n<style>.kb-nav-link-yp3bo4mt8 > .kb-link-wrap.kb-link-wrap.kb-link-wrap.kb-link-wrap{--kb-nav-link-highlight-order:3;--kb-nav-link-highlight-icon-order:3;}.kb-nav-link-yp3bo4mt8 > .kb-link-wrap.kb-link-wrap.kb-link-wrap.kb-link-wrap{--kb-nav-link-media-max-width:px;}<\/style><li class=\"wp-block-kadence-navigation-link kb-nav-link-yp3bo4mt8 menu-item\"><div class=\"kb-link-wrap\"><a class=\"kb-nav-link-content\" href=\"https:\/\/haqaa3.obreal.org\/data-module-4\/\">MODULE 4<\/a><\/div><\/li>\n\n<style>.kb-nav-link-j6k9a8rh4 > .kb-link-wrap.kb-link-wrap.kb-link-wrap.kb-link-wrap{--kb-nav-link-highlight-order:3;--kb-nav-link-highlight-icon-order:3;}.kb-nav-link-j6k9a8rh4 > .kb-link-wrap.kb-link-wrap.kb-link-wrap.kb-link-wrap{--kb-nav-link-media-max-width:px;}<\/style><li class=\"wp-block-kadence-navigation-link kb-nav-link-j6k9a8rh4 menu-item\"><div class=\"kb-link-wrap\"><a class=\"kb-nav-link-content\" href=\"https:\/\/haqaa3.obreal.org\/data-module-5\/\">MODULE 5<\/a><\/div><\/li>\n<\/ul><\/div><\/nav><\/div><\/div><\/div>\n\n\n<style>.kadence-column10470_8e840c-72 > .kt-inside-inner-col,.kadence-column10470_8e840c-72 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_8e840c-72 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_8e840c-72 > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_8e840c-72 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_8e840c-72 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_8e840c-72{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_8e840c-72 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_8e840c-72 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_8e840c-72\"><div class=\"kt-inside-inner-col\"><style>.kadence-column10470_8bf23c-19 > .kt-inside-inner-col{padding-top:40px;padding-bottom:40px;}.kadence-column10470_8bf23c-19 > .kt-inside-inner-col,.kadence-column10470_8bf23c-19 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_8bf23c-19 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_8bf23c-19 > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_8bf23c-19 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_8bf23c-19 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_8bf23c-19{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_8bf23c-19 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_8bf23c-19 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_8bf23c-19\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading10470_b6f114-19, .wp-block-kadence-advancedheading.kt-adv-heading10470_b6f114-19[data-kb-block=\"kb-adv-heading10470_b6f114-19\"]{font-size:var(--global-kb-font-size-xxl, 4rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading10470_b6f114-19 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_b6f114-19[data-kb-block=\"kb-adv-heading10470_b6f114-19\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_b6f114-19 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_b6f114-19[data-kb-block=\"kb-adv-heading10470_b6f114-19\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h1 class=\"kt-adv-heading10470_b6f114-19 wp-block-kadence-advancedheading has-theme-palette-1-color has-text-color\" data-kb-block=\"kb-adv-heading10470_b6f114-19\">MODULE 5 <\/h1>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading10470_72c107-29, .wp-block-kadence-advancedheading.kt-adv-heading10470_72c107-29[data-kb-block=\"kb-adv-heading10470_72c107-29\"]{font-size:var(--global-kb-font-size-lg, 2rem);font-style:normal;text-transform:uppercase;}.wp-block-kadence-advancedheading.kt-adv-heading10470_72c107-29 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_72c107-29[data-kb-block=\"kb-adv-heading10470_72c107-29\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_72c107-29 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_72c107-29[data-kb-block=\"kb-adv-heading10470_72c107-29\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading10470_72c107-29 wp-block-kadence-advancedheading has-theme-palette-1-color has-text-color\" data-kb-block=\"kb-adv-heading10470_72c107-29\">Integra\u00e7\u00e3o Tecnol\u00f3gica, Feedback &amp; Learning Analytics<\/h2>\n\n\n<style class=\"wp-block-hidden-desktop wp-block-hidden-mobile wp-block-hidden-tablet\">.wp-block-kadence-advancedheading.kt-adv-heading10470_4428c2-6f, .wp-block-kadence-advancedheading.kt-adv-heading10470_4428c2-6f[data-kb-block=\"kb-adv-heading10470_4428c2-6f\"]{font-size:var(--global-kb-font-size-xl, 3rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading10470_4428c2-6f mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_4428c2-6f[data-kb-block=\"kb-adv-heading10470_4428c2-6f\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_4428c2-6f img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_4428c2-6f[data-kb-block=\"kb-adv-heading10470_4428c2-6f\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading10470_4428c2-6f wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading10470_4428c2-6f\">Em breve<\/h2>\n\n\n<style>.kadence-column10470_3e7182-21 > .kt-inside-inner-col,.kadence-column10470_3e7182-21 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_3e7182-21 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_3e7182-21 > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_3e7182-21 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_3e7182-21 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_3e7182-21{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_3e7182-21 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_3e7182-21 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_3e7182-21\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading10470_b98788-1c, .wp-block-kadence-advancedheading.kt-adv-heading10470_b98788-1c[data-kb-block=\"kb-adv-heading10470_b98788-1c\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading10470_b98788-1c mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_b98788-1c[data-kb-block=\"kb-adv-heading10470_b98788-1c\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_b98788-1c img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_b98788-1c[data-kb-block=\"kb-adv-heading10470_b98788-1c\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading10470_b98788-1c wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading10470_b98788-1c\">Bem-vindos ao M\u00f3dulo 5. Este m\u00f3dulo se encontra no meio do cora\u00e7\u00e3o da moderniza\u00e7\u00e3o da gest\u00e3o de ensino superior lhe ensinando como recolher o poder dos dados n\u00e3o apenas por complac\u00eancia, mas para a verdadeira transforma\u00e7\u00e3o do ensino superior. Ao longo das pr\u00f3ximas semanas, abordaremos o desafio cr\u00edticos dos silos de dados, onde os sistemas essenciais como os Sistemas de Gest\u00e3o de Aprendizagem (Learning Management Systems, LMS), estruturas de Garantia de Qualidade, e Sistemas nacionais de Informa\u00e7\u00e3o da Gest\u00e3o de Ensino Superior (national Higher Education Management Information Systems) operam em isola\u00e7\u00e3o total uns dos outros. Voc\u00ea descobrir\u00e1 como passar a sua institui\u00e7\u00e3o da recolhida de dados fragmentados para um ecossistema baseado em evid\u00eancias baseado em evid\u00eancias onde os fluxos de dados autom\u00e1ticos fortalece diretamente o desempenho institucional e o apoio estudantil. As li\u00e7\u00f5es no m\u00f3dulo 5 est\u00e3o divididas em duas semanas. Na primeira semana, voc\u00ea far\u00e1 a li\u00e7\u00e3o 1 e 2, e as li\u00e7\u00f5es 3 a 5 ser\u00e3o feitas na segunda semana.     <\/p>\n\n\n<style>.kb-row-layout-id10470_98471c-71 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id10470_98471c-71 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id10470_98471c-71 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id10470_98471c-71 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id10470_98471c-71 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id10470_98471c-71 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id10470_98471c-71 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column10470_39d363-1d > .kt-inside-inner-col{border-top:0px solid var(--global-palette1, #3182CE);border-right:0px solid var(--global-palette1, #3182CE);border-bottom:0px solid var(--global-palette1, #3182CE);border-left:0px solid var(--global-palette1, #3182CE);}.kadence-column10470_39d363-1d > .kt-inside-inner-col,.kadence-column10470_39d363-1d > .kt-inside-inner-col:before{border-top-left-radius:30px;border-top-right-radius:30px;border-bottom-right-radius:30px;border-bottom-left-radius:30px;}.kadence-column10470_39d363-1d > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_39d363-1d > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_39d363-1d > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_39d363-1d > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_39d363-1d{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_39d363-1d > .kt-inside-inner-col{border-top:0px solid var(--global-palette1, #3182CE);border-right:0px solid var(--global-palette1, #3182CE);border-bottom:0px solid var(--global-palette1, #3182CE);border-left:0px solid var(--global-palette1, #3182CE);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_39d363-1d > .kt-inside-inner-col{border-top:0px solid var(--global-palette1, #3182CE);border-right:0px solid var(--global-palette1, #3182CE);border-bottom:0px solid var(--global-palette1, #3182CE);border-left:0px solid var(--global-palette1, #3182CE);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_39d363-1d\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading10470_4a4f12-70, .wp-block-kadence-advancedheading.kt-adv-heading10470_4a4f12-70[data-kb-block=\"kb-adv-heading10470_4a4f12-70\"]{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading10470_4a4f12-70 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_4a4f12-70[data-kb-block=\"kb-adv-heading10470_4a4f12-70\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_4a4f12-70 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_4a4f12-70[data-kb-block=\"kb-adv-heading10470_4a4f12-70\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading10470_4a4f12-70 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading10470_4a4f12-70\"><strong>Agenda:<\/strong> 7 de Outubro de 2026 \u2013 20 de Outubro de 2026<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading10470_0c16ae-bc, .wp-block-kadence-advancedheading.kt-adv-heading10470_0c16ae-bc[data-kb-block=\"kb-adv-heading10470_0c16ae-bc\"]{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading10470_0c16ae-bc mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_0c16ae-bc[data-kb-block=\"kb-adv-heading10470_0c16ae-bc\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_0c16ae-bc img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_0c16ae-bc[data-kb-block=\"kb-adv-heading10470_0c16ae-bc\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading10470_0c16ae-bc wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading10470_0c16ae-bc\"><strong>Compromisso de tempo:<\/strong> Este m\u00f3dulo requer uma estimativa de 12 horas de estudo, distribu\u00eddas ao longo de 2 semanas. (~6 hours\/week)  <\/p>\n\n\n<style>.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_a35354-6a:not(.this-stops-third-party-issues){margin-top:0px;margin-bottom:0px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_a35354-6a ul.kt-svg-icon-list:not(.this-prevents-issues):not(.this-stops-third-party-issues):not(.tijsloc){margin-top:0px;margin-right:0px;margin-bottom:var(--global-kb-spacing-sm, 1.5rem);margin-left:0px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_a35354-6a ul.kt-svg-icon-list{grid-row-gap:5px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_a35354-6a .kb-svg-icon-wrap{color:var(--global-palette1, #3182CE);}.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_a35354-6a ul.kt-svg-icon-list .kt-svg-icon-list-item-wrap .kt-svg-icon-list-single{margin-right:10px;}.kt-svg-icon-list-items10470_a35354-6a ul.kt-svg-icon-list .kt-svg-icon-list-level-0 .kt-svg-icon-list-single svg{font-size:20px;}<\/style>\n<div class=\"wp-block-kadence-iconlist kt-svg-icon-list-items kt-svg-icon-list-items10470_a35354-6a kt-svg-icon-list-columns-1 alignnone\"><ul class=\"kt-svg-icon-list\"><style>.kt-svg-icon-list-item-10470_762c56-d7 .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-10470_762c56-d7\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_check kt-svg-icon-list-single\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><polyline points=\"20 6 9 17 4 12\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">V\u00eddeo aulas &amp; lms demos t\u00e9cnicas: ~3.0 horas<\/span><\/li>\n\n\n<style>.kt-svg-icon-list-item-10470_dacb68-07 .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-10470_dacb68-07\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_check kt-svg-icon-list-single\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><polyline points=\"20 6 9 17 4 12\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">Leituras principais &amp; estruturas \u00e9ticas: ~3.0 horas<\/span><\/li>\n\n\n<style>.kt-svg-icon-list-item-10470_94bfa6-81 .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-10470_94bfa6-81\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_check kt-svg-icon-list-single\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><polyline points=\"20 6 9 17 4 12\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">Palestras sincr\u00f3nicas ao vivo (2 sess\u00f5es de 1.5hr): 3.0 horas<\/span><\/li>\n\n\n<style>.kt-svg-icon-list-item-10470_33462f-b4 .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-10470_33462f-b4\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_check kt-svg-icon-list-single\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><polyline points=\"20 6 9 17 4 12\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">Exerc\u00edcios Pr\u00e1ticos &amp; Plano de a\u00e7\u00e3o de integra\u00e7\u00e3o: ~3.0 horas<\/span><\/li>\n<\/ul><\/div>\n<\/div><\/div>\n\n<\/div><\/div>\n\n<style>.kb-row-layout-id10470_bb6f6b-b1 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id10470_bb6f6b-b1 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id10470_bb6f6b-b1 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id10470_bb6f6b-b1 > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}.kb-row-layout-id10470_bb6f6b-b1 > .kt-row-column-wrap{grid-template-columns:repeat(3, minmax(0, 1fr));}.kb-row-layout-id10470_bb6f6b-b1 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id10470_bb6f6b-b1 > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}}@media all and (max-width: 1024px){.kb-row-layout-id10470_bb6f6b-b1 > .kt-row-column-wrap{grid-template-columns:repeat(3, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id10470_bb6f6b-b1 > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}.kb-row-layout-id10470_bb6f6b-b1 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id10470_bb6f6b-b1 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-3-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column10470_c747e8-48 > .kt-inside-inner-col,.kadence-column10470_c747e8-48 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_c747e8-48 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_c747e8-48 > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_c747e8-48 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_c747e8-48 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_c747e8-48{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_c747e8-48 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_c747e8-48 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_c747e8-48\"><div class=\"kt-inside-inner-col\"><style>.kadence-video-popup10470_3a9572-2f .kadence-video-popup-wrap{border-top-color:rgba(255,255,255,0.8);border-top-style:solid;border-right-color:rgba(255,255,255,0.8);border-right-style:solid;border-bottom-color:rgba(255,255,255,0.8);border-bottom-style:solid;border-left-color:rgba(255,255,255,0.8);border-left-style:solid;}.kadence-video-popup10470_3a9572-2f .kadence-video-popup-wrap .kt-video-svg-icon{color:#ffffff;}.kadence-video-popup10470_3a9572-2f .kadence-video-popup-wrap .kt-video-svg-icon > svg{stroke-width:2;}.kadence-video-popup10470_3a9572-2f .kadence-video-popup-wrap .kadence-video-overlay{opacity:0.3;;mix-blend-mode:none;;background:#000000;;}.kadence-video-popup10470_3a9572-2f .kadence-video-popup-wrap:hover .kadence-video-overlay{opacity:0.5;;}.glightbox-kadence-dark.kadence-popup-10470_3a9572-2f .goverlay{background:#000000;opacity:0.8;}.glightbox-container.kadence-popup-10470_3a9572-2f .gclose path, .glightbox-container.kadence-popup-10470_3a9572-2f .gnext path, .glightbox-container.kadence-popup-10470_3a9572-2f .gprev path{fill:#ffffff;}.glightbox-container.kadence-popup-10470_3a9572-2f .gslide-video, .glightbox-container.kadence-popup-10470_3a9572-2f .gvideo-local{max-width:900px !important;}@media all and (max-width: 1024px){.kadence-video-popup10470_3a9572-2f .kadence-video-popup-wrap{border-top-color:rgba(255,255,255,0.8);border-top-style:solid;border-right-color:rgba(255,255,255,0.8);border-right-style:solid;border-bottom-color:rgba(255,255,255,0.8);border-bottom-style:solid;border-left-color:rgba(255,255,255,0.8);border-left-style:solid;}}@media all and (max-width: 767px){.kadence-video-popup10470_3a9572-2f .kadence-video-popup-wrap{border-top-color:rgba(255,255,255,0.8);border-top-style:solid;border-right-color:rgba(255,255,255,0.8);border-right-style:solid;border-bottom-color:rgba(255,255,255,0.8);border-bottom-style:solid;border-left-color:rgba(255,255,255,0.8);border-left-style:solid;}}<\/style>\n<div class=\"wp-block-kadence-videopopup kadence-video-popup10470_3a9572-2f\"><div class=\"kadence-video-popup-wrap kadence-video-noshadow\"><div class=\"kadence-video-intrinsic \"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/10\/DATA-M5-V1-PT-1.jpg\" alt=\"\" width=\"1280\" height=\"720\" class=\"kadence-video-poster wp-image-10647\" srcset=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/10\/DATA-M5-V1-PT-1.jpg 1280w, https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/10\/DATA-M5-V1-PT-1-300x169.jpg 300w, https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/10\/DATA-M5-V1-PT-1-1024x576.jpg 1024w, https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/10\/DATA-M5-V1-PT-1-768x432.jpg 768w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><div class=\"kadence-video-overlay\"><\/div><a class=\"kadence-video-popup-link kadence-video-type-external\" href=\"https:\/\/youtu.be\/_gIc0iqDONM\" role=\"button\" data-popup-class=\"kadence-popup-10470_3a9572-2f\" data-effect=\"none\" data-popup-id=\"kadence-local-video-10470_3a9572-2f\" data-popup-auto=\"true\" data-youtube-cookies=\"true\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fas_play kt-video-svg-icon kt-video-svg-icon-style-default kt-video-svg-icon-fas play kt-video-play-animation-none kt-video-svg-icon-size-auto\"><svg viewBox=\"0 0 448 512\"  fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  role=\"img\"><title>Play<\/title><path d=\"M424.4 214.7L72.4 6.6C43.8-10.3 0 6.1 0 47.9V464c0 37.5 40.7 60.1 72.4 41.3l352-208c31.4-18.5 31.5-64.1 0-82.6z\"\/><\/svg><\/span><\/a><\/div><\/div><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column10470_7142fd-d4 > .kt-inside-inner-col,.kadence-column10470_7142fd-d4 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_7142fd-d4 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_7142fd-d4 > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_7142fd-d4 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_7142fd-d4 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_7142fd-d4{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_7142fd-d4 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_7142fd-d4 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_7142fd-d4\"><div class=\"kt-inside-inner-col\"><\/div><\/div>\n\n\n<style>.kadence-column10470_e0e5fe-e8 > .kt-inside-inner-col,.kadence-column10470_e0e5fe-e8 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_e0e5fe-e8 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_e0e5fe-e8 > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_e0e5fe-e8 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_e0e5fe-e8 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_e0e5fe-e8{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_e0e5fe-e8 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_e0e5fe-e8 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_e0e5fe-e8\"><div class=\"kt-inside-inner-col\"><\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column10470_01a8c2-1c > .kt-inside-inner-col{padding-top:20px;padding-bottom:40px;}.kadence-column10470_01a8c2-1c > .kt-inside-inner-col{border-top:3px solid var(--global-palette1, #3182CE);}.kadence-column10470_01a8c2-1c > .kt-inside-inner-col,.kadence-column10470_01a8c2-1c > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_01a8c2-1c > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_01a8c2-1c > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_01a8c2-1c > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_01a8c2-1c > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_01a8c2-1c{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_01a8c2-1c > .kt-inside-inner-col{border-top:3px solid var(--global-palette1, #3182CE);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_01a8c2-1c > .kt-inside-inner-col{border-top:3px solid var(--global-palette1, #3182CE);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_01a8c2-1c\" id=\"LESSON1\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading10470_99ecdf-03, .wp-block-kadence-advancedheading.kt-adv-heading10470_99ecdf-03[data-kb-block=\"kb-adv-heading10470_99ecdf-03\"]{font-size:var(--global-kb-font-size-lg, 2rem);font-style:normal;text-transform:uppercase;}.wp-block-kadence-advancedheading.kt-adv-heading10470_99ecdf-03[data-kb-block=\"kb-adv-heading10470_99ecdf-03\"]{display:flex;gap:0.25em;align-items:center;}.wp-block-kadence-advancedheading.kt-adv-heading10470_99ecdf-03[data-kb-block=\"kb-adv-heading10470_99ecdf-03\"] .kb-adv-heading-icon svg{width:1em;height:1em;}.wp-block-kadence-advancedheading.kt-adv-heading10470_99ecdf-03[data-kb-block=\"kb-adv-heading10470_99ecdf-03\"] .kb-adv-heading-icon{font-size:48px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_99ecdf-03 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_99ecdf-03[data-kb-block=\"kb-adv-heading10470_99ecdf-03\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_99ecdf-03 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_99ecdf-03[data-kb-block=\"kb-adv-heading10470_99ecdf-03\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style><h2 class=\"kt-adv-heading10470_99ecdf-03 wp-block-kadence-advancedheading kt-adv-heading-has-icon has-theme-palette1-color has-text-color\" data-kb-block=\"kb-adv-heading10470_99ecdf-03\"><span class=\"kb-svg-icon-wrap kb-adv-heading-icon kb-svg-icon-fas_chevron-circle-right kb-adv-heading-icon-side-left\"><svg viewBox=\"0 0 512 512\"  fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm113.9 231L234.4 103.5c-9.4-9.4-24.6-9.4-33.9 0l-17 17c-9.4 9.4-9.4 24.6 0 33.9L285.1 256 183.5 357.6c-9.4 9.4-9.4 24.6 0 33.9l17 17c9.4 9.4 24.6 9.4 33.9 0L369.9 273c9.4-9.4 9.4-24.6 0-34z\"\/><\/svg><\/span><span class=\"kb-adv-text-inner\">LI\u00c7\u00c3O 1: Elaborar Sistemas de Dados Integrados<\/span><\/h2>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading10470_f83453-db, .wp-block-kadence-advancedheading.kt-adv-heading10470_f83453-db[data-kb-block=\"kb-adv-heading10470_f83453-db\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading10470_f83453-db mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_f83453-db[data-kb-block=\"kb-adv-heading10470_f83453-db\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_f83453-db img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_f83453-db[data-kb-block=\"kb-adv-heading10470_f83453-db\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading10470_f83453-db wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading10470_f83453-db\">Come\u00e7amos nossa jornada com diagnosticando um problema que atinge muitas universidades: a exist\u00eancia de silos de dados desconectados entre eles, gerenciados por departamentos separados que usam diferentes formatos e identificadores. Esta sess\u00e3o sincronizadora se concentra nas funda\u00e7\u00f5es e na arquitetura estrat\u00e9gica da integra\u00e7\u00e3o de dados. Voc\u00ea explorar\u00e1 as conex\u00f5es t\u00e9cnicas, como as APIs e identificadores \u00fanicos compartilhados, que permetem que sistemas como Moodle, HEMIS, e ferramentas de Garantia de Qualidade possam usar a mesma linguagem. Mais importante, voc\u00ea aprender\u00e1 como conceber solu\u00e7\u00f5es pr\u00e1ticas e basadas em tecnologia que permetem transformar estes componentes isolados em um sistema de loop fechado em que as atividades do estudante possam informar imediatamente indicadores de qualidade e relat\u00f3rios nacionais.   <\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading10470_23f9a7-fc, .wp-block-kadence-advancedheading.kt-adv-heading10470_23f9a7-fc[data-kb-block=\"kb-adv-heading10470_23f9a7-fc\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading10470_23f9a7-fc mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_23f9a7-fc[data-kb-block=\"kb-adv-heading10470_23f9a7-fc\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_23f9a7-fc img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_23f9a7-fc[data-kb-block=\"kb-adv-heading10470_23f9a7-fc\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading10470_23f9a7-fc wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading10470_23f9a7-fc\">Neste v\u00eddeo, a Kathryn Bailey estabelece a vis\u00e3o t\u00e9cnica e estrat\u00e9gica principal para a primeira semana, destacando como avan\u00e7ar al\u00e9m da entrada manual de dados para criar fluxos autom\u00e1ticos e em tempo real. Ela explica como enla\u00e7ar a atividade estudantil em sua LMS diretamente com os indicadores de garantia de qualidade institucional para fazer as revis\u00f5es administrativas r\u00e1pidas, cont\u00ednuas e baseadas em evid\u00eancias. Este v\u00eddeo se dedica a lhe guiar pelas sess\u00f5es sincr\u00f4nicas e asincr\u00f4nicas da Semana 1. Detalha a transi\u00e7\u00e3o de silos de dados para sistemas integrados e se concreta em anal\u00edticas de aprendizagem e \u00e9ticas de LMS.   <\/p>\n\n\n<style>.kb-row-layout-id10470_287fbb-3b > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id10470_287fbb-3b > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id10470_287fbb-3b > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id10470_287fbb-3b > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}.kb-row-layout-id10470_287fbb-3b > .kt-row-column-wrap{grid-template-columns:repeat(3, minmax(0, 1fr));}.kb-row-layout-id10470_287fbb-3b > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id10470_287fbb-3b > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}}@media all and (max-width: 1024px){.kb-row-layout-id10470_287fbb-3b > .kt-row-column-wrap{grid-template-columns:repeat(3, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id10470_287fbb-3b > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}.kb-row-layout-id10470_287fbb-3b > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id10470_287fbb-3b alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-3-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column10470_5a7ad7-39 > .kt-inside-inner-col,.kadence-column10470_5a7ad7-39 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_5a7ad7-39 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_5a7ad7-39 > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_5a7ad7-39 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_5a7ad7-39 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_5a7ad7-39{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_5a7ad7-39 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_5a7ad7-39 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_5a7ad7-39\"><div class=\"kt-inside-inner-col\"><style>.kadence-video-popup10470_708c03-aa .kadence-video-popup-wrap{border-top-color:rgba(255,255,255,0.8);border-top-style:solid;border-right-color:rgba(255,255,255,0.8);border-right-style:solid;border-bottom-color:rgba(255,255,255,0.8);border-bottom-style:solid;border-left-color:rgba(255,255,255,0.8);border-left-style:solid;}.kadence-video-popup10470_708c03-aa .kadence-video-popup-wrap .kt-video-svg-icon{color:#ffffff;}.kadence-video-popup10470_708c03-aa .kadence-video-popup-wrap .kt-video-svg-icon > svg{stroke-width:2;}.kadence-video-popup10470_708c03-aa .kadence-video-popup-wrap .kadence-video-overlay{opacity:0.3;;mix-blend-mode:none;;background:#000000;;}.kadence-video-popup10470_708c03-aa .kadence-video-popup-wrap:hover .kadence-video-overlay{opacity:0.5;;}.glightbox-kadence-dark.kadence-popup-10470_708c03-aa .goverlay{background:#000000;opacity:0.8;}.glightbox-container.kadence-popup-10470_708c03-aa .gclose path, .glightbox-container.kadence-popup-10470_708c03-aa .gnext path, .glightbox-container.kadence-popup-10470_708c03-aa .gprev path{fill:#ffffff;}.glightbox-container.kadence-popup-10470_708c03-aa .gslide-video, .glightbox-container.kadence-popup-10470_708c03-aa .gvideo-local{max-width:900px !important;}@media all and (max-width: 1024px){.kadence-video-popup10470_708c03-aa .kadence-video-popup-wrap{border-top-color:rgba(255,255,255,0.8);border-top-style:solid;border-right-color:rgba(255,255,255,0.8);border-right-style:solid;border-bottom-color:rgba(255,255,255,0.8);border-bottom-style:solid;border-left-color:rgba(255,255,255,0.8);border-left-style:solid;}}@media all and (max-width: 767px){.kadence-video-popup10470_708c03-aa .kadence-video-popup-wrap{border-top-color:rgba(255,255,255,0.8);border-top-style:solid;border-right-color:rgba(255,255,255,0.8);border-right-style:solid;border-bottom-color:rgba(255,255,255,0.8);border-bottom-style:solid;border-left-color:rgba(255,255,255,0.8);border-left-style:solid;}}<\/style>\n<div class=\"wp-block-kadence-videopopup kadence-video-popup10470_708c03-aa\"><div class=\"kadence-video-popup-wrap kadence-video-noshadow\"><div class=\"kadence-video-intrinsic \"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/10\/DATA-M5-V2-PT.jpg\" alt=\"\" width=\"1280\" height=\"720\" class=\"kadence-video-poster wp-image-10648\" srcset=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/10\/DATA-M5-V2-PT.jpg 1280w, https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/10\/DATA-M5-V2-PT-300x169.jpg 300w, https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/10\/DATA-M5-V2-PT-1024x576.jpg 1024w, https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/10\/DATA-M5-V2-PT-768x432.jpg 768w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><div class=\"kadence-video-overlay\"><\/div><a class=\"kadence-video-popup-link kadence-video-type-external\" href=\"https:\/\/youtu.be\/yoVVBFoKI_4\" role=\"button\" data-popup-class=\"kadence-popup-10470_708c03-aa\" data-effect=\"none\" data-popup-id=\"kadence-local-video-10470_708c03-aa\" data-popup-auto=\"true\" data-youtube-cookies=\"true\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fas_play kt-video-svg-icon kt-video-svg-icon-style-default kt-video-svg-icon-fas play kt-video-play-animation-none kt-video-svg-icon-size-auto\"><svg viewBox=\"0 0 448 512\"  fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  role=\"img\"><title>Play<\/title><path d=\"M424.4 214.7L72.4 6.6C43.8-10.3 0 6.1 0 47.9V464c0 37.5 40.7 60.1 72.4 41.3l352-208c31.4-18.5 31.5-64.1 0-82.6z\"\/><\/svg><\/span><\/a><\/div><\/div><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column10470_0a04c3-fe > .kt-inside-inner-col,.kadence-column10470_0a04c3-fe > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_0a04c3-fe > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_0a04c3-fe > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_0a04c3-fe > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_0a04c3-fe > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_0a04c3-fe{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_0a04c3-fe > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_0a04c3-fe > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_0a04c3-fe\"><div class=\"kt-inside-inner-col\"><\/div><\/div>\n\n\n<style>.kadence-column10470_7131c1-1a > .kt-inside-inner-col,.kadence-column10470_7131c1-1a > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_7131c1-1a > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_7131c1-1a > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_7131c1-1a > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_7131c1-1a > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_7131c1-1a{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_7131c1-1a > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_7131c1-1a > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_7131c1-1a\"><div class=\"kt-inside-inner-col\"><\/div><\/div>\n\n<\/div><\/div>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading10470_b9222b-f7, .wp-block-kadence-advancedheading.kt-adv-heading10470_b9222b-f7[data-kb-block=\"kb-adv-heading10470_b9222b-f7\"]{font-style:normal;text-transform:uppercase;}.wp-block-kadence-advancedheading.kt-adv-heading10470_b9222b-f7 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_b9222b-f7[data-kb-block=\"kb-adv-heading10470_b9222b-f7\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_b9222b-f7 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_b9222b-f7[data-kb-block=\"kb-adv-heading10470_b9222b-f7\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading10470_b9222b-f7 wp-block-kadence-advancedheading has-theme-palette-1-color has-text-color\" data-kb-block=\"kb-adv-heading10470_b9222b-f7\">Materiais de Leitura<\/h2>\n\n\n<style>.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_11059f-a4:not(.this-stops-third-party-issues){margin-top:0px;margin-bottom:0px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_11059f-a4 ul.kt-svg-icon-list:not(.this-prevents-issues):not(.this-stops-third-party-issues):not(.tijsloc){margin-top:0px;margin-right:0px;margin-bottom:var(--global-kb-spacing-sm, 1.5rem);margin-left:0px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_11059f-a4 ul.kt-svg-icon-list{grid-row-gap:5px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_11059f-a4 .kb-svg-icon-wrap{color:var(--global-palette1, #3182CE);}.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_11059f-a4 ul.kt-svg-icon-list .kt-svg-icon-list-item-wrap .kt-svg-icon-list-single{margin-right:10px;}.kt-svg-icon-list-items10470_11059f-a4 ul.kt-svg-icon-list .kt-svg-icon-list-level-0 .kt-svg-icon-list-single svg{font-size:20px;}<\/style>\n<div class=\"wp-block-kadence-iconlist kt-svg-icon-list-items kt-svg-icon-list-items10470_11059f-a4 kt-svg-icon-list-columns-1 alignnone kt-list-icon-aligntop\"><ul class=\"kt-svg-icon-list\"><style>.kt-svg-icon-list-item-10470_b0aba0-3a .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-10470_b0aba0-3a\"><a href=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/white-paper-learning-analytics.pdf\" class=\"kt-svg-icon-link\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowDown kt-svg-icon-list-single\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"\/><polyline points=\"19 12 12 19 5 12\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">CIRCLE U. (2022) Legal and Ethical Aspects of Using Learning Analytics from a University Perspective. Brussel, Belgium: European University Alliance. <\/span><\/a><\/li>\n\n\n<style>.kt-svg-icon-list-item-10470_c8c84a-4b .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-10470_c8c84a-4b\"><a href=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/TL_LA-Briefing-Paper_WEB.pdf\" class=\"kt-svg-icon-link\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowDown kt-svg-icon-list-single\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"\/><polyline points=\"19 12 12 19 5 12\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">O\u2019FARRELL, L. (2017) Using Learning Analytics To Support the Enhancement of Teaching And Learning in Higher Education. Dublin: National Forum for the Enhancement of Teaching and Learning in Higher Education <\/span><\/a><\/li>\n\n\n<style>.kt-svg-icon-list-item-10470_06d3d5-95 .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-10470_06d3d5-95\"><a href=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/SiyaphumelelaEdited.pdf\" class=\"kt-svg-icon-link\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowDown kt-svg-icon-list-single\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"\/><polyline points=\"19 12 12 19 5 12\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">PRINSLOO, P. (2017) Guidelines on the Ethical Use of Student Data: A Draft Narrative Framework. Pretoria: University of South Africa. <\/span><\/a><\/li>\n\n\n<style>.kt-svg-icon-list-item-10470_da265c-29 .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-10470_da265c-29\"><a href=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/anne_la_reportcclicence.pdf\" class=\"kt-svg-icon-link\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowDown kt-svg-icon-list-single\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"\/><polyline points=\"19 12 12 19 5 12\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">BONNIN, G. and BOYER, A. (2017) Higher Education and the Revolution of Learning Analytics. Oslo, Norway: International Council for Open and Distance Education. <\/span><\/a><\/li>\n\n\n<style>.kt-svg-icon-list-item-10470_dae2e6-8e .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-10470_dae2e6-8e\"><a href=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/HAQAA3-Module-5-Lesson-1.pptx\" class=\"kt-svg-icon-link\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowDown kt-svg-icon-list-single\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"\/><polyline points=\"19 12 12 19 5 12\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">PPT<\/span><\/a><\/li>\n<\/ul><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column10470_674159-e3 > .kt-inside-inner-col{padding-top:20px;padding-bottom:40px;}.kadence-column10470_674159-e3 > .kt-inside-inner-col{border-top:3px solid var(--global-palette1, #3182CE);}.kadence-column10470_674159-e3 > .kt-inside-inner-col,.kadence-column10470_674159-e3 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_674159-e3 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_674159-e3 > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_674159-e3 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_674159-e3 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_674159-e3{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_674159-e3 > .kt-inside-inner-col{border-top:3px solid var(--global-palette1, #3182CE);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_674159-e3 > .kt-inside-inner-col{border-top:3px solid var(--global-palette1, #3182CE);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_674159-e3\" id=\"LESSON2\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading10470_c886ab-e7, .wp-block-kadence-advancedheading.kt-adv-heading10470_c886ab-e7[data-kb-block=\"kb-adv-heading10470_c886ab-e7\"]{font-size:var(--global-kb-font-size-lg, 2rem);font-style:normal;text-transform:uppercase;}.wp-block-kadence-advancedheading.kt-adv-heading10470_c886ab-e7[data-kb-block=\"kb-adv-heading10470_c886ab-e7\"]{display:flex;gap:0.25em;align-items:center;}.wp-block-kadence-advancedheading.kt-adv-heading10470_c886ab-e7[data-kb-block=\"kb-adv-heading10470_c886ab-e7\"] .kb-adv-heading-icon svg{width:1em;height:1em;}.wp-block-kadence-advancedheading.kt-adv-heading10470_c886ab-e7[data-kb-block=\"kb-adv-heading10470_c886ab-e7\"] .kb-adv-heading-icon{font-size:48px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_c886ab-e7 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_c886ab-e7[data-kb-block=\"kb-adv-heading10470_c886ab-e7\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_c886ab-e7 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_c886ab-e7[data-kb-block=\"kb-adv-heading10470_c886ab-e7\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style><h2 class=\"kt-adv-heading10470_c886ab-e7 wp-block-kadence-advancedheading kt-adv-heading-has-icon has-theme-palette1-color has-text-color\" data-kb-block=\"kb-adv-heading10470_c886ab-e7\"><span class=\"kb-svg-icon-wrap kb-adv-heading-icon kb-svg-icon-fas_chevron-circle-right kb-adv-heading-icon-side-left\"><svg viewBox=\"0 0 512 512\"  fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm113.9 231L234.4 103.5c-9.4-9.4-24.6-9.4-33.9 0l-17 17c-9.4 9.4-9.4 24.6 0 33.9L285.1 256 183.5 357.6c-9.4 9.4-9.4 24.6 0 33.9l17 17c9.4 9.4 24.6 9.4 33.9 0L369.9 273c9.4-9.4 9.4-24.6 0-34z\"\/><\/svg><\/span><span class=\"kb-adv-text-inner\">LI\u00c7\u00c3O 2: Anal\u00edticas de LMS em A\u00e7\u00e3o e Estruturas \u00c9ticas<\/span><\/h2>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading10470_948166-45, .wp-block-kadence-advancedheading.kt-adv-heading10470_948166-45[data-kb-block=\"kb-adv-heading10470_948166-45\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading10470_948166-45 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_948166-45[data-kb-block=\"kb-adv-heading10470_948166-45\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_948166-45 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_948166-45[data-kb-block=\"kb-adv-heading10470_948166-45\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading10470_948166-45 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading10470_948166-45\">Sua LMS \u00e9 a sua ferramenta mais poderosa por\u00e9m mais subutilizado para o apoio estudantil pro-ativo, contendo dados comportamentais que podem identificar estudantes com dificuldades semanas antes das provas. Esta sess\u00e3o asincr\u00f4nica lhe acompanha atrav\u00e9s uma hierarquia de ferramentas anal\u00edticas, passando de logs integrados e notifica\u00e7\u00f5es autom\u00e1ticas at\u00e9 motores de an\u00e1lises preditivas no Moodle. Pelo fato que tal poder administrativo h\u00e1 de ser usado de forma respons\u00e1vel, voc\u00ea tamb\u00e9m explorar\u00e1 estruturas \u00e9ticas cruciais e c\u00f3digos de pr\u00e1tica anal\u00edticos de aprendizagem. Voc\u00ea aprender\u00e1 a aplicar crit\u00e9rios \u00e9ticos estritos, como a transpar\u00eancia, limita\u00e7\u00e3o de prop\u00f3sito, e consentimento informado, garantido que o seu uso de dados seja s\u00f3lido estrategicamente e construido em base de uma funda\u00e7\u00e3o de confian\u00e7a. Antes de prosseguir com a li\u00e7\u00e3o dois, <strong>animamos os participantes a reassistir a segunda parte do v\u00eddeo de Kathryn Bailey sobre as anal\u00edticas de LMS. <\/strong>    <\/p>\n\n\n<style>.kb-row-layout-id10470_1d2cd0-fc > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id10470_1d2cd0-fc > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id10470_1d2cd0-fc > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id10470_1d2cd0-fc > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}.kb-row-layout-id10470_1d2cd0-fc > .kt-row-column-wrap{grid-template-columns:repeat(3, minmax(0, 1fr));}.kb-row-layout-id10470_1d2cd0-fc > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id10470_1d2cd0-fc > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}}@media all and (max-width: 1024px){.kb-row-layout-id10470_1d2cd0-fc > .kt-row-column-wrap{grid-template-columns:repeat(3, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id10470_1d2cd0-fc > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}.kb-row-layout-id10470_1d2cd0-fc > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id10470_1d2cd0-fc alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-3-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column10470_f973e2-cb > .kt-inside-inner-col,.kadence-column10470_f973e2-cb > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_f973e2-cb > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_f973e2-cb > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_f973e2-cb > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_f973e2-cb > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_f973e2-cb{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_f973e2-cb > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_f973e2-cb > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_f973e2-cb\"><div class=\"kt-inside-inner-col\"><style>.kadence-video-popup10470_073ef5-d7 .kadence-video-popup-wrap{border-top-color:rgba(255,255,255,0.8);border-top-style:solid;border-right-color:rgba(255,255,255,0.8);border-right-style:solid;border-bottom-color:rgba(255,255,255,0.8);border-bottom-style:solid;border-left-color:rgba(255,255,255,0.8);border-left-style:solid;}.kadence-video-popup10470_073ef5-d7 .kadence-video-popup-wrap .kt-video-svg-icon{color:#ffffff;}.kadence-video-popup10470_073ef5-d7 .kadence-video-popup-wrap .kt-video-svg-icon > svg{stroke-width:2;}.kadence-video-popup10470_073ef5-d7 .kadence-video-popup-wrap .kadence-video-overlay{opacity:0.3;;mix-blend-mode:none;;background:#000000;;}.kadence-video-popup10470_073ef5-d7 .kadence-video-popup-wrap:hover .kadence-video-overlay{opacity:0.5;;}.glightbox-kadence-dark.kadence-popup-10470_073ef5-d7 .goverlay{background:#000000;opacity:0.8;}.glightbox-container.kadence-popup-10470_073ef5-d7 .gclose path, .glightbox-container.kadence-popup-10470_073ef5-d7 .gnext path, .glightbox-container.kadence-popup-10470_073ef5-d7 .gprev path{fill:#ffffff;}.glightbox-container.kadence-popup-10470_073ef5-d7 .gslide-video, .glightbox-container.kadence-popup-10470_073ef5-d7 .gvideo-local{max-width:900px !important;}@media all and (max-width: 1024px){.kadence-video-popup10470_073ef5-d7 .kadence-video-popup-wrap{border-top-color:rgba(255,255,255,0.8);border-top-style:solid;border-right-color:rgba(255,255,255,0.8);border-right-style:solid;border-bottom-color:rgba(255,255,255,0.8);border-bottom-style:solid;border-left-color:rgba(255,255,255,0.8);border-left-style:solid;}}@media all and (max-width: 767px){.kadence-video-popup10470_073ef5-d7 .kadence-video-popup-wrap{border-top-color:rgba(255,255,255,0.8);border-top-style:solid;border-right-color:rgba(255,255,255,0.8);border-right-style:solid;border-bottom-color:rgba(255,255,255,0.8);border-bottom-style:solid;border-left-color:rgba(255,255,255,0.8);border-left-style:solid;}}<\/style>\n<div class=\"wp-block-kadence-videopopup kadence-video-popup10470_073ef5-d7\"><div class=\"kadence-video-popup-wrap kadence-video-noshadow\"><div class=\"kadence-video-intrinsic \"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/10\/DATA-M5-V3-PT.jpg\" alt=\"\" width=\"1280\" height=\"720\" class=\"kadence-video-poster wp-image-10652\" srcset=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/10\/DATA-M5-V3-PT.jpg 1280w, https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/10\/DATA-M5-V3-PT-300x169.jpg 300w, https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/10\/DATA-M5-V3-PT-1024x576.jpg 1024w, https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/10\/DATA-M5-V3-PT-768x432.jpg 768w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><div class=\"kadence-video-overlay\"><\/div><a class=\"kadence-video-popup-link kadence-video-type-external\" href=\"https:\/\/youtu.be\/yoVVBFoKI_4\" role=\"button\" data-popup-class=\"kadence-popup-10470_073ef5-d7\" data-effect=\"none\" data-popup-id=\"kadence-local-video-10470_073ef5-d7\" data-popup-auto=\"true\" data-youtube-cookies=\"true\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fas_play kt-video-svg-icon kt-video-svg-icon-style-default kt-video-svg-icon-fas play kt-video-play-animation-none kt-video-svg-icon-size-auto\"><svg viewBox=\"0 0 448 512\"  fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  role=\"img\"><title>Play<\/title><path d=\"M424.4 214.7L72.4 6.6C43.8-10.3 0 6.1 0 47.9V464c0 37.5 40.7 60.1 72.4 41.3l352-208c31.4-18.5 31.5-64.1 0-82.6z\"\/><\/svg><\/span><\/a><\/div><\/div><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column10470_b0f600-16 > .kt-inside-inner-col,.kadence-column10470_b0f600-16 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_b0f600-16 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_b0f600-16 > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_b0f600-16 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_b0f600-16 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_b0f600-16{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_b0f600-16 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_b0f600-16 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_b0f600-16\"><div class=\"kt-inside-inner-col\"><\/div><\/div>\n\n\n<style>.kadence-column10470_5305fb-f7 > .kt-inside-inner-col,.kadence-column10470_5305fb-f7 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_5305fb-f7 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_5305fb-f7 > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_5305fb-f7 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_5305fb-f7 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_5305fb-f7{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_5305fb-f7 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_5305fb-f7 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_5305fb-f7\"><div class=\"kt-inside-inner-col\"><\/div><\/div>\n\n<\/div><\/div>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading10470_60d5ae-ad, .wp-block-kadence-advancedheading.kt-adv-heading10470_60d5ae-ad[data-kb-block=\"kb-adv-heading10470_60d5ae-ad\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading10470_60d5ae-ad mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_60d5ae-ad[data-kb-block=\"kb-adv-heading10470_60d5ae-ad\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_60d5ae-ad img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_60d5ae-ad[data-kb-block=\"kb-adv-heading10470_60d5ae-ad\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading10470_60d5ae-ad wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading10470_60d5ae-ad\">Esta aula dever\u00e1 ser feita no seu pr\u00f3prio ritmo, e demostra como extrair a intelig\u00eancia acion\u00e1vel de sua LMS para apoiar o sucesso estudantil de informar o monitoramento de qualidade. Kathryn Bailey explica como agregar dados individuais de estudantes em pain\u00e9is de institui\u00e7\u00f5es de alto n\u00edvel, mostrando como m\u00e9tricas de engajamento localizado podem informar desenhos de programa mais amplos e atribui\u00e7\u00e3o de recursos. Adicionalmente, ela lhe acompanha por casos de estudos reais de universidades para lhe fornecer com um plano \u00e9tico para adaptar medidas de prote\u00e7\u00e3o claras de dados em sua pr\u00f3pria institui\u00e7\u00e3o.  <\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading10470_9d0be7-45, .wp-block-kadence-advancedheading.kt-adv-heading10470_9d0be7-45[data-kb-block=\"kb-adv-heading10470_9d0be7-45\"]{font-style:normal;text-transform:uppercase;}.wp-block-kadence-advancedheading.kt-adv-heading10470_9d0be7-45 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_9d0be7-45[data-kb-block=\"kb-adv-heading10470_9d0be7-45\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_9d0be7-45 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_9d0be7-45[data-kb-block=\"kb-adv-heading10470_9d0be7-45\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading10470_9d0be7-45 wp-block-kadence-advancedheading has-theme-palette-1-color has-text-color\" data-kb-block=\"kb-adv-heading10470_9d0be7-45\">Materiais de Leitura<\/h2>\n\n\n<style>.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_fbafbf-5e:not(.this-stops-third-party-issues){margin-top:0px;margin-bottom:0px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_fbafbf-5e ul.kt-svg-icon-list:not(.this-prevents-issues):not(.this-stops-third-party-issues):not(.tijsloc){margin-top:0px;margin-right:0px;margin-bottom:var(--global-kb-spacing-sm, 1.5rem);margin-left:0px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_fbafbf-5e ul.kt-svg-icon-list{grid-row-gap:5px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_fbafbf-5e .kb-svg-icon-wrap{color:var(--global-palette1, #3182CE);}.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_fbafbf-5e ul.kt-svg-icon-list .kt-svg-icon-list-item-wrap .kt-svg-icon-list-single{margin-right:10px;}.kt-svg-icon-list-items10470_fbafbf-5e ul.kt-svg-icon-list .kt-svg-icon-list-level-0 .kt-svg-icon-list-single svg{font-size:20px;}<\/style>\n<div class=\"wp-block-kadence-iconlist kt-svg-icon-list-items kt-svg-icon-list-items10470_fbafbf-5e kt-svg-icon-list-columns-1 alignnone kt-list-icon-aligntop\"><ul class=\"kt-svg-icon-list\"><style>.kt-svg-icon-list-item-10470_7e2d10-7e .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-10470_7e2d10-7e\"><a href=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/Reading-1-Guidelines-on-the-Ethical-Use-of-Student-Data-A-Draft-Narrative-Framework.pdf\" class=\"kt-svg-icon-link\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowDown kt-svg-icon-list-single\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"\/><polyline points=\"19 12 12 19 5 12\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">Diretizes sobre o Uso \u00c9tico dos Dados de Estudantes &#8211; um Rascunho de Estrutura Narrativa<\/span><\/a><\/li>\n\n\n<style>.kt-svg-icon-list-item-10470_96095d-96 .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-10470_96095d-96\"><a href=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/Reading-2-BU-Learning-Analytics-Code-of-Practice-November-2023-V2.pdf\" class=\"kt-svg-icon-link\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowDown kt-svg-icon-list-single\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"\/><polyline points=\"19 12 12 19 5 12\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">BU C\u00f3digo de Pr\u00e1ticas de Anal\u00edticas de Aprendizagem &#8211; Novembro de 2023<\/span><\/a><\/li>\n<\/ul><\/div>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading10470_e99529-dd, .wp-block-kadence-advancedheading.kt-adv-heading10470_e99529-dd[data-kb-block=\"kb-adv-heading10470_e99529-dd\"]{font-style:normal;text-transform:uppercase;}.wp-block-kadence-advancedheading.kt-adv-heading10470_e99529-dd mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_e99529-dd[data-kb-block=\"kb-adv-heading10470_e99529-dd\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_e99529-dd img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_e99529-dd[data-kb-block=\"kb-adv-heading10470_e99529-dd\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading10470_e99529-dd wp-block-kadence-advancedheading has-theme-palette-1-color has-text-color\" data-kb-block=\"kb-adv-heading10470_e99529-dd\">Tarefa da LI\u00e7\u00e3o 2<\/h2>\n\n\n<style>.wp-block-kadence-advancedbtn.kb-btns10470_83c7e1-3d{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:flex-start;align-items:center;}.kt-btns10470_83c7e1-3d .kt-button{font-weight:normal;font-style:normal;}.kt-btns10470_83c7e1-3d .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns10470_83c7e1-3d .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns10470_83c7e1-3d .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns10470_83c7e1-3d .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns10470_83c7e1-3d .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns10470_83c7e1-3d .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns10470_83c7e1-3d .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns10470_83c7e1-3d\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn10470_69e66b-17.kb-button{width:initial;}<\/style><a class=\"kb-button kt-button button kb-btn10470_69e66b-17 kt-btn-size-small kt-btn-width-type-auto kb-btn-global-fill kt-btn-has-text-true kt-btn-has-svg-false wp-block-kadence-singlebtn\" href=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/M5-Week-1-Assessment.docx\" download=\"\"><span class=\"kt-btn-inner-text\">Instru\u00e7\u00f5es para a tarefa<\/span><\/a><\/div>\n\n\n<div class=\"wp-block-kadence-advanced-form wp-block-kadence-advanced-form8880-cpt-id kb-adv-form-label-style-normal kb-adv-form-input-size-standard kb-form-basic-style\"><form id=\"kb-adv-form-8880-cpt-id\" class=\"kb-advanced-form\" method=\"post\">\n<style>.kb-row-layout-id8880_3d1005-67 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id8880_3d1005-67 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id8880_3d1005-67 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;grid-template-columns:repeat(2, minmax(0, 1fr));}.kb-row-layout-id8880_3d1005-67 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id8880_3d1005-67 > .kt-row-column-wrap{grid-template-columns:repeat(2, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id8880_3d1005-67 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id8880_3d1005-67 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column8880_19fd6c-0f > .kt-inside-inner-col,.kadence-column8880_19fd6c-0f > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column8880_19fd6c-0f > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column8880_19fd6c-0f > .kt-inside-inner-col{flex-direction:column;}.kadence-column8880_19fd6c-0f > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column8880_19fd6c-0f > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column8880_19fd6c-0f{position:relative;}@media all and (max-width: 1024px){.kadence-column8880_19fd6c-0f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column8880_19fd6c-0f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column8880_19fd6c-0f\"><div class=\"kt-inside-inner-col\"><div class=\"kb-adv-form-field kb-adv-form-text-type-input kb-adv-form-infield-type-input kb-field8880ff7132-ca wp-block-kadence-advanced-form-text\"><label class=\"kb-adv-form-label\" for=\"field8880ff7132-ca\">Name<span class=\"kb-adv-form-required\">*<\/span><\/label><input name=\"fieldff7132-ca\" id=\"field8880ff7132-ca\" data-label=\"Name\" type=\"text\" placeholder=\"\" value=\"\" data-type=\"text\" class=\"kb-field kb-text-field\" data-required=\"yes\" required aria-required=\"true\"\/><\/div><\/div><\/div>\n\n\n<style>.kadence-column8880_f22a69-24 > .kt-inside-inner-col,.kadence-column8880_f22a69-24 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column8880_f22a69-24 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column8880_f22a69-24 > .kt-inside-inner-col{flex-direction:column;}.kadence-column8880_f22a69-24 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column8880_f22a69-24 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column8880_f22a69-24{position:relative;}@media all and (max-width: 1024px){.kadence-column8880_f22a69-24 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column8880_f22a69-24 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column8880_f22a69-24\"><div class=\"kt-inside-inner-col\"><div class=\"kb-adv-form-field kb-adv-form-text-type-input kb-adv-form-infield-type-input kb-field8880c815b9-ba wp-block-kadence-advanced-form-text\"><label class=\"kb-adv-form-label\" for=\"field8880c815b9-ba\">Surname<span class=\"kb-adv-form-required\">*<\/span><\/label><input name=\"fieldc815b9-ba\" id=\"field8880c815b9-ba\" data-label=\"Surname\" type=\"text\" placeholder=\"\" value=\"\" data-type=\"text\" class=\"kb-field kb-text-field\" data-required=\"yes\" required aria-required=\"true\"\/><\/div><\/div><\/div>\n\n\n<style>.kadence-column8880_f8310c-03 > .kt-inside-inner-col,.kadence-column8880_f8310c-03 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column8880_f8310c-03 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column8880_f8310c-03 > .kt-inside-inner-col{flex-direction:column;}.kadence-column8880_f8310c-03 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column8880_f8310c-03 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column8880_f8310c-03{position:relative;}@media all and (max-width: 1024px){.kadence-column8880_f8310c-03 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column8880_f8310c-03 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column8880_f8310c-03\"><div class=\"kt-inside-inner-col\"><div class=\"kb-adv-form-field kb-adv-form-text-type-input kb-adv-form-infield-type-input kb-field8880b64439-a0 wp-block-kadence-advanced-form-text\"><label class=\"kb-adv-form-label\" for=\"field8880b64439-a0\">Country<span class=\"kb-adv-form-required\">*<\/span><\/label><input name=\"fieldb64439-a0\" id=\"field8880b64439-a0\" data-label=\"Country\" type=\"text\" placeholder=\"\" value=\"\" data-type=\"text\" class=\"kb-field kb-text-field\" data-required=\"yes\" required aria-required=\"true\"\/><\/div><\/div><\/div>\n\n\n<style>.kadence-column8880_e87c24-c1 > .kt-inside-inner-col,.kadence-column8880_e87c24-c1 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column8880_e87c24-c1 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column8880_e87c24-c1 > .kt-inside-inner-col{flex-direction:column;}.kadence-column8880_e87c24-c1 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column8880_e87c24-c1 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column8880_e87c24-c1{position:relative;}@media all and (max-width: 1024px){.kadence-column8880_e87c24-c1 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column8880_e87c24-c1 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column8880_e87c24-c1\"><div class=\"kt-inside-inner-col\"><div class=\"kb-adv-form-field kb-adv-form-text-type-input kb-adv-form-infield-type-input kb-field88800eb5be-de wp-block-kadence-advanced-form-text\"><label class=\"kb-adv-form-label\" for=\"field88800eb5be-de\">Organization<span class=\"kb-adv-form-required\">*<\/span><\/label><input name=\"field0eb5be-de\" id=\"field88800eb5be-de\" data-label=\"Organization\" type=\"text\" placeholder=\"\" value=\"\" data-type=\"text\" class=\"kb-field kb-text-field\" data-required=\"yes\" required aria-required=\"true\"\/><\/div><\/div><\/div>\n\n<\/div><\/div>\n\n<style>.kb-row-layout-id8880_4d303f-89 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id8880_4d303f-89 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id8880_4d303f-89 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id8880_4d303f-89 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id8880_4d303f-89 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id8880_4d303f-89 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id8880_4d303f-89 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column8880_cbc601-e7 > .kt-inside-inner-col,.kadence-column8880_cbc601-e7 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column8880_cbc601-e7 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column8880_cbc601-e7 > .kt-inside-inner-col{flex-direction:column;}.kadence-column8880_cbc601-e7 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column8880_cbc601-e7 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column8880_cbc601-e7{position:relative;}@media all and (max-width: 1024px){.kadence-column8880_cbc601-e7 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column8880_cbc601-e7 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column8880_cbc601-e7\"><div class=\"kt-inside-inner-col\"><div class=\"kb-adv-form-field kb-adv-form-file-type-input kb-adv-form-infield-type-input kb-field8880120496-4c wp-block-kadence-advanced-form-file\"><label class=\"kb-adv-form-label\" for=\"field8880120496-4c\">Upload the assignment<span class=\"kb-adv-form-required\">*<\/span><\/label><input name=\"field120496-4c\" id=\"field8880120496-4c\" data-label=\"Upload the assignment\" type=\"file\" placeholder=\"\" value=\"\" data-type=\"file\" class=\"kb-field kb-file-field\" data-required=\"yes\" required aria-required=\"true\"\/><\/div><\/div><\/div>\n\n<\/div><\/div>\n\n<style>ul.menu .kb-submit-field .kb-btna7de25-8f.kb-button{width:initial;}.kb-submit-field.kb-fielda7de25-8f{justify-content:flex-start;}<\/style><div class=\"kb-adv-form-field kb-submit-field kb-fielda7de25-8f wp-block-kadence-advanced-form-submit\"><button class=\"kb-button kt-button button kb-adv-form-submit-button kb-btna7de25-8f kt-btn-size-standard kt-btn-width-type-auto kb-btn-global-fill kt-btn-has-text-true kt-btn-has-svg-false\" type=\"submit\"><span class=\"kt-btn-inner-text\">Submit<\/span><\/button><\/div>\n<input type=\"hidden\" name=\"_kb_adv_form_post_id\" value=\"8880\"><input type=\"hidden\" name=\"action\" value=\"kb_process_advanced_form_submit\"><input type=\"hidden\" name=\"_kb_adv_form_id\" value=\"8880-cpt-id\"><\/form><\/div><\/div><\/div>\n\n\n<style>.kadence-column10470_dfb67b-a4 > .kt-inside-inner-col{padding-top:20px;padding-bottom:40px;}.kadence-column10470_dfb67b-a4 > .kt-inside-inner-col{border-top:3px solid var(--global-palette1, #3182CE);}.kadence-column10470_dfb67b-a4 > .kt-inside-inner-col,.kadence-column10470_dfb67b-a4 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_dfb67b-a4 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_dfb67b-a4 > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_dfb67b-a4 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_dfb67b-a4 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_dfb67b-a4{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_dfb67b-a4 > .kt-inside-inner-col{border-top:3px solid var(--global-palette1, #3182CE);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_dfb67b-a4 > .kt-inside-inner-col{border-top:3px solid var(--global-palette1, #3182CE);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_dfb67b-a4\" id=\"LESSON3\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading10470_901218-f6, .wp-block-kadence-advancedheading.kt-adv-heading10470_901218-f6[data-kb-block=\"kb-adv-heading10470_901218-f6\"]{font-size:var(--global-kb-font-size-lg, 2rem);font-style:normal;text-transform:uppercase;}.wp-block-kadence-advancedheading.kt-adv-heading10470_901218-f6[data-kb-block=\"kb-adv-heading10470_901218-f6\"]{display:flex;gap:0.25em;align-items:center;}.wp-block-kadence-advancedheading.kt-adv-heading10470_901218-f6[data-kb-block=\"kb-adv-heading10470_901218-f6\"] .kb-adv-heading-icon svg{width:1em;height:1em;}.wp-block-kadence-advancedheading.kt-adv-heading10470_901218-f6[data-kb-block=\"kb-adv-heading10470_901218-f6\"] .kb-adv-heading-icon{font-size:48px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_901218-f6 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_901218-f6[data-kb-block=\"kb-adv-heading10470_901218-f6\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_901218-f6 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_901218-f6[data-kb-block=\"kb-adv-heading10470_901218-f6\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading10470_901218-f6, .wp-block-kadence-advancedheading.kt-adv-heading10470_901218-f6[data-kb-block=\"kb-adv-heading10470_901218-f6\"]{font-size:var(--global-kb-font-size-lg, 2rem);}}<\/style><h2 class=\"kt-adv-heading10470_901218-f6 wp-block-kadence-advancedheading kt-adv-heading-has-icon has-theme-palette1-color has-text-color\" data-kb-block=\"kb-adv-heading10470_901218-f6\"><span class=\"kb-svg-icon-wrap kb-adv-heading-icon kb-svg-icon-fas_chevron-circle-right kb-adv-heading-icon-side-left\"><svg viewBox=\"0 0 512 512\"  fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm113.9 231L234.4 103.5c-9.4-9.4-24.6-9.4-33.9 0l-17 17c-9.4 9.4-9.4 24.6 0 33.9L285.1 256 183.5 357.6c-9.4 9.4-9.4 24.6 0 33.9l17 17c9.4 9.4 24.6 9.4 33.9 0L369.9 273c9.4-9.4 9.4-24.6 0-34z\"\/><\/svg><\/span><span class=\"kb-adv-text-inner\">LI\u00c7\u00c3O 3: de Feedback para a A\u00e7\u00e3o Estrat\u00e9gica<\/span><\/h2>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading10470_159514-4d, .wp-block-kadence-advancedheading.kt-adv-heading10470_159514-4d[data-kb-block=\"kb-adv-heading10470_159514-4d\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading10470_159514-4d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_159514-4d[data-kb-block=\"kb-adv-heading10470_159514-4d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_159514-4d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_159514-4d[data-kb-block=\"kb-adv-heading10470_159514-4d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading10470_159514-4d wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading10470_159514-4d\">Muitas vezes no ensino superior, o ciclo de feedback se rompe imediatamente depois das enquetes ou opini\u00f5es forem recolhidas. Esta sess\u00e3o \u00e9 fundamentalmente sobre a execu\u00e7\u00e3o e fechar a brecha entre os dados crus de feedback e a\u00e7\u00e3o estrat\u00e9gica significativa. Voc\u00ea explorar\u00e1 a metodologia de integrar diversas fontes de feedback, incluindo avalia\u00e7\u00f5es dos cursos, enquetes estudantis, e estudos de acompanhamento de graduados, para guiar as revis\u00f5es curriculares e invers\u00f5es institucionais. Estudando exemplos do mundo real, como o estudo abrangente de acompanhamento na Arusha Tecnhical College na Tanz\u00e2nia, voc\u00ea ir\u00e1 descobrir como converter feedback qualitativo e quantitativo em decis\u00f5es estrat\u00e9gicas concretas.   <\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading10470_8ad7ad-6c, .wp-block-kadence-advancedheading.kt-adv-heading10470_8ad7ad-6c[data-kb-block=\"kb-adv-heading10470_8ad7ad-6c\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading10470_8ad7ad-6c mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_8ad7ad-6c[data-kb-block=\"kb-adv-heading10470_8ad7ad-6c\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_8ad7ad-6c img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_8ad7ad-6c[data-kb-block=\"kb-adv-heading10470_8ad7ad-6c\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading10470_8ad7ad-6c wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading10470_8ad7ad-6c\">Neste v\u00eddeo, a Professora Juliet Thondhlana introduz o conceito de &#8220;fechar o c\u00edruculo&#8221; transformando o feedback em um ativo poderoso. Ela analisa as metodologias sistem\u00e1ticas usadas pelas institui\u00e7\u00f5es africanas para programar os relatos qualitativos dos estudantes, enla\u00e7ar eles com os dados quantitivos de empregabilidade, e justificar mudan\u00e7as institucionais importantes como redesenhos de curr\u00edculo. Assista esta sess\u00e3o para construir a funda\u00e7\u00e3o tecnol\u00f3gica necess\u00e1ria para avaliar os mecanismos de feedback de sua universidade antes de nossas discuss\u00f5es interativas online.  <\/p>\n\n\n<style>.kb-row-layout-id10470_e77d1d-17 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id10470_e77d1d-17 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id10470_e77d1d-17 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id10470_e77d1d-17 > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}.kb-row-layout-id10470_e77d1d-17 > .kt-row-column-wrap{grid-template-columns:repeat(3, minmax(0, 1fr));}.kb-row-layout-id10470_e77d1d-17 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id10470_e77d1d-17 > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}}@media all and (max-width: 1024px){.kb-row-layout-id10470_e77d1d-17 > .kt-row-column-wrap{grid-template-columns:repeat(3, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id10470_e77d1d-17 > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}.kb-row-layout-id10470_e77d1d-17 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id10470_e77d1d-17 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-3-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column10470_b8fcd5-8e > .kt-inside-inner-col,.kadence-column10470_b8fcd5-8e > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_b8fcd5-8e > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_b8fcd5-8e > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_b8fcd5-8e > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_b8fcd5-8e > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_b8fcd5-8e{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_b8fcd5-8e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_b8fcd5-8e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_b8fcd5-8e\"><div class=\"kt-inside-inner-col\"><style>.kadence-video-popup10470_e03a30-39 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class=\"wp-block-kadence-videopopup kadence-video-popup10470_e03a30-39\"><div class=\"kadence-video-popup-wrap kadence-video-noshadow\"><div class=\"kadence-video-intrinsic \"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/DATA-M5-V4.jpg\" alt=\"\" width=\"1280\" height=\"720\" class=\"kadence-video-poster wp-image-8883\" srcset=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/DATA-M5-V4.jpg 1280w, https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/DATA-M5-V4-300x169.jpg 300w, https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/DATA-M5-V4-1024x576.jpg 1024w, https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/DATA-M5-V4-768x432.jpg 768w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><div class=\"kadence-video-overlay\"><\/div><a class=\"kadence-video-popup-link kadence-video-type-external\" href=\"https:\/\/www.youtube.com\/watch?v=0zBdAVP-Zrc\" role=\"button\" data-popup-class=\"kadence-popup-10470_e03a30-39\" data-effect=\"none\" data-popup-id=\"kadence-local-video-10470_e03a30-39\" data-popup-auto=\"true\" data-youtube-cookies=\"true\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fas_play kt-video-svg-icon kt-video-svg-icon-style-default kt-video-svg-icon-fas play kt-video-play-animation-none kt-video-svg-icon-size-auto\"><svg viewBox=\"0 0 448 512\"  fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  role=\"img\"><title>Play<\/title><path d=\"M424.4 214.7L72.4 6.6C43.8-10.3 0 6.1 0 47.9V464c0 37.5 40.7 60.1 72.4 41.3l352-208c31.4-18.5 31.5-64.1 0-82.6z\"\/><\/svg><\/span><\/a><\/div><\/div><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column10470_48e363-e7 > .kt-inside-inner-col,.kadence-column10470_48e363-e7 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_48e363-e7 > 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.kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_e6eeae-6f > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_e6eeae-6f > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_e6eeae-6f > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_e6eeae-6f > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_e6eeae-6f{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_e6eeae-6f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_e6eeae-6f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_e6eeae-6f\"><div class=\"kt-inside-inner-col\"><\/div><\/div>\n\n<\/div><\/div>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading10470_c916a4-f7, .wp-block-kadence-advancedheading.kt-adv-heading10470_c916a4-f7[data-kb-block=\"kb-adv-heading10470_c916a4-f7\"]{font-style:normal;text-transform:uppercase;}.wp-block-kadence-advancedheading.kt-adv-heading10470_c916a4-f7 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_c916a4-f7[data-kb-block=\"kb-adv-heading10470_c916a4-f7\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_c916a4-f7 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_c916a4-f7[data-kb-block=\"kb-adv-heading10470_c916a4-f7\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading10470_c916a4-f7 wp-block-kadence-advancedheading has-theme-palette-1-color has-text-color\" data-kb-block=\"kb-adv-heading10470_c916a4-f7\">Materiais de Leitura<\/h2>\n\n\n<style>.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_1c3363-eb:not(.this-stops-third-party-issues){margin-top:0px;margin-bottom:0px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_1c3363-eb ul.kt-svg-icon-list:not(.this-prevents-issues):not(.this-stops-third-party-issues):not(.tijsloc){margin-top:0px;margin-right:0px;margin-bottom:var(--global-kb-spacing-sm, 1.5rem);margin-left:0px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_1c3363-eb ul.kt-svg-icon-list{grid-row-gap:5px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_1c3363-eb .kb-svg-icon-wrap{color:var(--global-palette1, #3182CE);}.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_1c3363-eb ul.kt-svg-icon-list .kt-svg-icon-list-item-wrap .kt-svg-icon-list-single{margin-right:10px;}.kt-svg-icon-list-items10470_1c3363-eb ul.kt-svg-icon-list .kt-svg-icon-list-level-0 .kt-svg-icon-list-single svg{font-size:20px;}<\/style>\n<div class=\"wp-block-kadence-iconlist kt-svg-icon-list-items kt-svg-icon-list-items10470_1c3363-eb kt-svg-icon-list-columns-1 alignnone kt-list-icon-aligntop\"><ul class=\"kt-svg-icon-list\"><style>.kt-svg-icon-list-item-10470_1f7608-c9 .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-10470_1f7608-c9\"><a href=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/Reading-3-Using-Moodle-Analytics-to-Support-Learning-at-the-Cambodia-Academy-of-Digital-Technology.pdf\" class=\"kt-svg-icon-link\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowDown kt-svg-icon-list-single\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"\/><polyline points=\"19 12 12 19 5 12\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">Usando as Anal\u00edticas de Moodle para Apoiar o Ensino na Cambodia Academy of Digital Technology<\/span><\/a><\/li>\n\n\n<style>.kt-svg-icon-list-item-10470_614e44-6a .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-10470_614e44-6a\"><a href=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/Reading-4-Driving-results-in-higher-education-with-data.pdf\" class=\"kt-svg-icon-link\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowDown kt-svg-icon-list-single\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"\/><polyline points=\"19 12 12 19 5 12\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">Gerar resultados no ensino superior com dados<\/span><\/a><\/li>\n\n\n<style>.kt-svg-icon-list-item-10470_916f70-79 .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-10470_916f70-79\"><a href=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/Applying-Graduate-Tracer-Surveys-as-an-Integrated-Education-.pdf\" class=\"kt-svg-icon-link\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowDown kt-svg-icon-list-single\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"\/><polyline points=\"19 12 12 19 5 12\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">Ebert, A. et al. (2017) Applying Graduate Tracer Surveys as an Integrated Education Quality Management Tool: A case study of St. Augustine University of Tanzania. <em>Journal of Education and Practice<\/em>, 8(18), pp. 87\u201394.<\/span><\/a><\/li>\n\n\n<style>.kt-svg-icon-list-item-10470_64c69e-d7 .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-10470_64c69e-d7\"><a href=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/HAQAA3-Module-5-Lesson-3.pptx\" class=\"kt-svg-icon-link\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowDown kt-svg-icon-list-single\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"\/><polyline points=\"19 12 12 19 5 12\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">PPT<\/span><\/a><\/li>\n<\/ul><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column10470_aec56a-1f > .kt-inside-inner-col{padding-top:20px;padding-bottom:40px;}.kadence-column10470_aec56a-1f > .kt-inside-inner-col{border-top:3px solid var(--global-palette1, #3182CE);}.kadence-column10470_aec56a-1f > .kt-inside-inner-col,.kadence-column10470_aec56a-1f > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_aec56a-1f > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_aec56a-1f > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_aec56a-1f > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_aec56a-1f > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_aec56a-1f{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_aec56a-1f > .kt-inside-inner-col{border-top:3px solid var(--global-palette1, #3182CE);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_aec56a-1f > .kt-inside-inner-col{border-top:3px solid var(--global-palette1, #3182CE);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_aec56a-1f\" id=\"LESSON4\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading10470_844708-f4, .wp-block-kadence-advancedheading.kt-adv-heading10470_844708-f4[data-kb-block=\"kb-adv-heading10470_844708-f4\"]{font-size:var(--global-kb-font-size-lg, 2rem);font-style:normal;text-transform:uppercase;}.wp-block-kadence-advancedheading.kt-adv-heading10470_844708-f4[data-kb-block=\"kb-adv-heading10470_844708-f4\"]{display:flex;gap:0.25em;align-items:center;}.wp-block-kadence-advancedheading.kt-adv-heading10470_844708-f4[data-kb-block=\"kb-adv-heading10470_844708-f4\"] .kb-adv-heading-icon svg{width:1em;height:1em;}.wp-block-kadence-advancedheading.kt-adv-heading10470_844708-f4[data-kb-block=\"kb-adv-heading10470_844708-f4\"] .kb-adv-heading-icon{font-size:48px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_844708-f4 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_844708-f4[data-kb-block=\"kb-adv-heading10470_844708-f4\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_844708-f4 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_844708-f4[data-kb-block=\"kb-adv-heading10470_844708-f4\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading10470_844708-f4, .wp-block-kadence-advancedheading.kt-adv-heading10470_844708-f4[data-kb-block=\"kb-adv-heading10470_844708-f4\"]{font-size:var(--global-kb-font-size-lg, 2rem);}}<\/style><h2 class=\"kt-adv-heading10470_844708-f4 wp-block-kadence-advancedheading kt-adv-heading-has-icon has-theme-palette1-color has-text-color\" data-kb-block=\"kb-adv-heading10470_844708-f4\"><span class=\"kb-svg-icon-wrap kb-adv-heading-icon kb-svg-icon-fas_chevron-circle-right kb-adv-heading-icon-side-left\"><svg viewBox=\"0 0 512 512\"  fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm113.9 231L234.4 103.5c-9.4-9.4-24.6-9.4-33.9 0l-17 17c-9.4 9.4-9.4 24.6 0 33.9L285.1 256 183.5 357.6c-9.4 9.4-9.4 24.6 0 33.9l17 17c9.4 9.4 24.6 9.4 33.9 0L369.9 273c9.4-9.4 9.4-24.6 0-34z\"\/><\/svg><\/span><span class=\"kb-adv-text-inner\">LI\u00c7\u00c3O 4: Governan\u00e7a, \u00c9tica e Medidas de Prote\u00e7\u00e3o Operacionais<\/span><\/h2>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading10470_fc8b03-d5, .wp-block-kadence-advancedheading.kt-adv-heading10470_fc8b03-d5[data-kb-block=\"kb-adv-heading10470_fc8b03-d5\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading10470_fc8b03-d5 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_fc8b03-d5[data-kb-block=\"kb-adv-heading10470_fc8b03-d5\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_fc8b03-d5 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_fc8b03-d5[data-kb-block=\"kb-adv-heading10470_fc8b03-d5\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading10470_fc8b03-d5 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading10470_fc8b03-d5\">At\u00e9 a infraestrutura mais sofisticada tecnicamente falhar\u00e1 sem governan\u00e7a, \u00e9tica e confian\u00e7a. Esta sess\u00e3o ao vivo e interativa muda o seu foco da tecnologia e integra\u00e7\u00e3o para as medidas de prote\u00e7\u00e3o regularizadas e operacionais que fazem que este projeto seja sustent\u00e1vel. Voc\u00ea ir\u00e1 examinar as estruturas de toma de decis\u00f5es, incluindo as fun\u00e7\u00f5es de comit\u00eas de governan\u00e7a de dados, os propriet\u00e1rios dos dados, e os gestores de dados. Mediante debates colaborativos, voc\u00ea ir\u00e1 dissecar princ\u00edpios de pr\u00e1tica \u00e9ticos e aprender\u00e1s como implementar medidas de prote\u00e7\u00e3o estritamente operacionais como controle de acesso baseado em cargos, anonimato, e trilhas de auditoria robustas.   <\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading10470_095e4a-9f, .wp-block-kadence-advancedheading.kt-adv-heading10470_095e4a-9f[data-kb-block=\"kb-adv-heading10470_095e4a-9f\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading10470_095e4a-9f mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_095e4a-9f[data-kb-block=\"kb-adv-heading10470_095e4a-9f\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_095e4a-9f img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_095e4a-9f[data-kb-block=\"kb-adv-heading10470_095e4a-9f\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading10470_095e4a-9f wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading10470_095e4a-9f\">Este v\u00eddeo grava o nosso workshop colaborativo que se concentra nas estruturas humanas, legais e \u00e9ticas requeridas para governar sistemas integrados. A Professora Juliet Thondhlana lhe guia atrav\u00e9s do processos de construir a confian\u00e7a institucional e montar as pol\u00edticas de medidas de prote\u00e7\u00e3o para proteger a privacidade dos estudantes e dos funcion\u00e1rios. Assistindo esta grava\u00e7\u00e3o, voc\u00ea ir\u00e1 se preparar para enfrentar a governan\u00e7a e os componentes \u00e9ticos do plano de a\u00e7\u00e3o final de integr\u00e7\u00e3o de sua institui\u00e7\u00e3o. Requerimos aos participantes de reassistir o v\u00eddeo da Professora Juliet Thondhlana com aten\u00e7\u00e3o especial a partir do minuto 14 at\u00e9 o final do v\u00eddeo.    <\/p>\n\n\n<style>.kb-row-layout-id10470_8054bc-d7 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id10470_8054bc-d7 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id10470_8054bc-d7 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id10470_8054bc-d7 > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}.kb-row-layout-id10470_8054bc-d7 > .kt-row-column-wrap{grid-template-columns:repeat(3, minmax(0, 1fr));}.kb-row-layout-id10470_8054bc-d7 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id10470_8054bc-d7 > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}}@media all and (max-width: 1024px){.kb-row-layout-id10470_8054bc-d7 > .kt-row-column-wrap{grid-template-columns:repeat(3, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id10470_8054bc-d7 > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}.kb-row-layout-id10470_8054bc-d7 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id10470_8054bc-d7 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-3-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column10470_d585f4-ca > .kt-inside-inner-col,.kadence-column10470_d585f4-ca > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_d585f4-ca > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_d585f4-ca > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_d585f4-ca > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_d585f4-ca > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_d585f4-ca{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_d585f4-ca > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_d585f4-ca > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_d585f4-ca\"><div class=\"kt-inside-inner-col\"><style>.kadence-video-popup10470_2ed706-8e 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class=\"wp-block-kadence-videopopup kadence-video-popup10470_2ed706-8e\"><div class=\"kadence-video-popup-wrap kadence-video-noshadow\"><div class=\"kadence-video-intrinsic \"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/DATA-M5-V5.jpg\" alt=\"\" width=\"1280\" height=\"720\" class=\"kadence-video-poster wp-image-8898\" srcset=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/DATA-M5-V5.jpg 1280w, https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/DATA-M5-V5-300x169.jpg 300w, https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/DATA-M5-V5-1024x576.jpg 1024w, https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/DATA-M5-V5-768x432.jpg 768w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><div class=\"kadence-video-overlay\"><\/div><a class=\"kadence-video-popup-link kadence-video-type-external\" href=\"https:\/\/youtu.be\/K_TgKb6SQWY\" role=\"button\" data-popup-class=\"kadence-popup-10470_2ed706-8e\" data-effect=\"none\" data-popup-id=\"kadence-local-video-10470_2ed706-8e\" data-popup-auto=\"true\" data-youtube-cookies=\"true\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fas_play kt-video-svg-icon kt-video-svg-icon-style-default kt-video-svg-icon-fas play kt-video-play-animation-none kt-video-svg-icon-size-auto\"><svg viewBox=\"0 0 448 512\"  fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  role=\"img\"><title>Play<\/title><path d=\"M424.4 214.7L72.4 6.6C43.8-10.3 0 6.1 0 47.9V464c0 37.5 40.7 60.1 72.4 41.3l352-208c31.4-18.5 31.5-64.1 0-82.6z\"\/><\/svg><\/span><\/a><\/div><\/div><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column10470_41fbee-68 > .kt-inside-inner-col,.kadence-column10470_41fbee-68 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_41fbee-68 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_41fbee-68 > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_41fbee-68 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_41fbee-68 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_41fbee-68{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_41fbee-68 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_41fbee-68 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_41fbee-68\"><div class=\"kt-inside-inner-col\"><\/div><\/div>\n\n\n<style>.kadence-column10470_02fa24-47 > .kt-inside-inner-col,.kadence-column10470_02fa24-47 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_02fa24-47 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_02fa24-47 > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_02fa24-47 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_02fa24-47 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_02fa24-47{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_02fa24-47 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_02fa24-47 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_02fa24-47\"><div class=\"kt-inside-inner-col\"><\/div><\/div>\n\n<\/div><\/div>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading10470_4f3094-07, .wp-block-kadence-advancedheading.kt-adv-heading10470_4f3094-07[data-kb-block=\"kb-adv-heading10470_4f3094-07\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading10470_4f3094-07 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_4f3094-07[data-kb-block=\"kb-adv-heading10470_4f3094-07\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_4f3094-07 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_4f3094-07[data-kb-block=\"kb-adv-heading10470_4f3094-07\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading10470_4f3094-07 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading10470_4f3094-07\"><a href=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/HAQAA3-Module-5-Lesson-4.pptx\">Baixe a Presenta\u00e7\u00e3o de PowerPoint<\/a><\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column10470_751714-9e > .kt-inside-inner-col{padding-top:20px;padding-bottom:40px;}.kadence-column10470_751714-9e > .kt-inside-inner-col{border-top:3px solid var(--global-palette1, #3182CE);}.kadence-column10470_751714-9e > .kt-inside-inner-col,.kadence-column10470_751714-9e > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_751714-9e > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_751714-9e > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_751714-9e > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_751714-9e > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_751714-9e{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_751714-9e > .kt-inside-inner-col{border-top:3px solid var(--global-palette1, #3182CE);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_751714-9e > .kt-inside-inner-col{border-top:3px solid var(--global-palette1, #3182CE);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_751714-9e\" id=\"LESSON5\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading10470_6b4d7a-24, .wp-block-kadence-advancedheading.kt-adv-heading10470_6b4d7a-24[data-kb-block=\"kb-adv-heading10470_6b4d7a-24\"]{font-size:var(--global-kb-font-size-lg, 2rem);font-style:normal;text-transform:uppercase;}.wp-block-kadence-advancedheading.kt-adv-heading10470_6b4d7a-24[data-kb-block=\"kb-adv-heading10470_6b4d7a-24\"]{display:flex;gap:0.25em;align-items:center;}.wp-block-kadence-advancedheading.kt-adv-heading10470_6b4d7a-24[data-kb-block=\"kb-adv-heading10470_6b4d7a-24\"] .kb-adv-heading-icon svg{width:1em;height:1em;}.wp-block-kadence-advancedheading.kt-adv-heading10470_6b4d7a-24[data-kb-block=\"kb-adv-heading10470_6b4d7a-24\"] .kb-adv-heading-icon{font-size:48px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_6b4d7a-24 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_6b4d7a-24[data-kb-block=\"kb-adv-heading10470_6b4d7a-24\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_6b4d7a-24 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_6b4d7a-24[data-kb-block=\"kb-adv-heading10470_6b4d7a-24\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading10470_6b4d7a-24, .wp-block-kadence-advancedheading.kt-adv-heading10470_6b4d7a-24[data-kb-block=\"kb-adv-heading10470_6b4d7a-24\"]{font-size:var(--global-kb-font-size-lg, 2rem);}}<\/style><h2 class=\"kt-adv-heading10470_6b4d7a-24 wp-block-kadence-advancedheading kt-adv-heading-has-icon has-theme-palette1-color has-text-color\" data-kb-block=\"kb-adv-heading10470_6b4d7a-24\"><span class=\"kb-svg-icon-wrap kb-adv-heading-icon kb-svg-icon-fas_chevron-circle-right kb-adv-heading-icon-side-left\"><svg viewBox=\"0 0 512 512\"  fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm113.9 231L234.4 103.5c-9.4-9.4-24.6-9.4-33.9 0l-17 17c-9.4 9.4-9.4 24.6 0 33.9L285.1 256 183.5 357.6c-9.4 9.4-9.4 24.6 0 33.9l17 17c9.4 9.4 24.6 9.4 33.9 0L369.9 273c9.4-9.4 9.4-24.6 0-34z\"\/><\/svg><\/span><span class=\"kb-adv-text-inner\">LI\u00c7\u00c3O 5: Construindo a Canaliza\u00e7\u00e3o de Dados<\/span><\/h2>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading10470_b4c86d-1c, .wp-block-kadence-advancedheading.kt-adv-heading10470_b4c86d-1c[data-kb-block=\"kb-adv-heading10470_b4c86d-1c\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading10470_b4c86d-1c mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_b4c86d-1c[data-kb-block=\"kb-adv-heading10470_b4c86d-1c\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_b4c86d-1c img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_b4c86d-1c[data-kb-block=\"kb-adv-heading10470_b4c86d-1c\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading10470_b4c86d-1c wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading10470_b4c86d-1c\">Se a nossa sess\u00e3o pr\u00e9via se concentra no &#8220;porqu\u00ea&#8221; estrat\u00e9gico e no &#8220;quem&#8221; \u00e9tico, esta sess\u00e3o t\u00e9cnica se concentra no &#8220;como&#8221; arquitect\u00f4nico. Voc\u00ea ir\u00e1 explorar a infraestrutura e os processos subjacentes que fazem poss\u00edvel a integra\u00e7\u00e3o de dados autom\u00e1tica, escal\u00e1vel, e segura. A sess\u00e3o desmitifica conceitos tecnol\u00f3gicos complexos, incluindo as Interfaces de Programa\u00e7\u00e3o de Aplica\u00e7\u00f5es (Application Programming Interfaces, APIs), as mec\u00e2nicas de canaliza\u00e7\u00e3o de Extrair, Transformar e Carregar (Extract, Transform and Load, ETL), e as diferen\u00e7as estrat\u00e9gicas entre os lagos crus de dados e os armaz\u00e9ns de dados estruturados. Voc\u00ea aprender\u00e1 como desenhar um modelo arquitect\u00f4nico funcional para juntar de forma segura a sua LMS, sistemas de informa\u00e7\u00e3o de estudantes, e plataformas de enquete.   <\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading10470_c723ad-a3, .wp-block-kadence-advancedheading.kt-adv-heading10470_c723ad-a3[data-kb-block=\"kb-adv-heading10470_c723ad-a3\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading10470_c723ad-a3 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_c723ad-a3[data-kb-block=\"kb-adv-heading10470_c723ad-a3\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_c723ad-a3 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_c723ad-a3[data-kb-block=\"kb-adv-heading10470_c723ad-a3\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading10470_c723ad-a3 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading10470_c723ad-a3\">Esta \u00faltima aula t\u00e9cnica destaca os sistemas e processos f\u00edsicos necess\u00e1rios para conectar as ilhas digitais de sua universidade. A Professora Juliet Thondhlana explica como identificadores \u00fanicos e dicion\u00e1rios de dados servem como a cola essencial para os fluxos de dados autom\u00e1ticos, garantindo que registro de um estudante se mantenha consistente em todas as plataformas. Assista este v\u00eddeo para ganhar um plano pr\u00e1tico e adapt\u00e1vel que lhe permitir\u00e1 de apresentar de forma confiante propostas de integra\u00e7\u00e3o t\u00e9cnica para os seus diretores de T.I e l\u00edderes institucionais. Requerimos aos participantes de reassistir o v\u00eddeo de Professors Juliet Thondlhana com aten\u00e7\u00e3o especial do minuto 11 at\u00e9 o minuto 15.   <\/p>\n\n\n<style>.kb-row-layout-id10470_13071d-94 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id10470_13071d-94 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id10470_13071d-94 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id10470_13071d-94 > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}.kb-row-layout-id10470_13071d-94 > .kt-row-column-wrap{grid-template-columns:repeat(3, minmax(0, 1fr));}.kb-row-layout-id10470_13071d-94 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id10470_13071d-94 > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}}@media all and (max-width: 1024px){.kb-row-layout-id10470_13071d-94 > .kt-row-column-wrap{grid-template-columns:repeat(3, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id10470_13071d-94 > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}.kb-row-layout-id10470_13071d-94 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id10470_13071d-94 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-3-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column10470_bd996b-92 > .kt-inside-inner-col,.kadence-column10470_bd996b-92 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_bd996b-92 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_bd996b-92 > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_bd996b-92 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_bd996b-92 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_bd996b-92{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_bd996b-92 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_bd996b-92 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_bd996b-92\"><div class=\"kt-inside-inner-col\"><style>.kadence-video-popup10470_0c89bd-09 .kadence-video-popup-wrap{border-top-color:rgba(255,255,255,0.8);border-top-style:solid;border-right-color:rgba(255,255,255,0.8);border-right-style:solid;border-bottom-color:rgba(255,255,255,0.8);border-bottom-style:solid;border-left-color:rgba(255,255,255,0.8);border-left-style:solid;}.kadence-video-popup10470_0c89bd-09 .kadence-video-popup-wrap .kt-video-svg-icon{color:#ffffff;}.kadence-video-popup10470_0c89bd-09 .kadence-video-popup-wrap .kt-video-svg-icon > svg{stroke-width:2;}.kadence-video-popup10470_0c89bd-09 .kadence-video-popup-wrap .kadence-video-overlay{opacity:0.3;;mix-blend-mode:none;;background:#000000;;}.kadence-video-popup10470_0c89bd-09 .kadence-video-popup-wrap:hover .kadence-video-overlay{opacity:0.5;;}.glightbox-kadence-dark.kadence-popup-10470_0c89bd-09 .goverlay{background:#000000;opacity:0.8;}.glightbox-container.kadence-popup-10470_0c89bd-09 .gclose path, .glightbox-container.kadence-popup-10470_0c89bd-09 .gnext path, 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class=\"wp-block-kadence-videopopup kadence-video-popup10470_0c89bd-09\"><div class=\"kadence-video-popup-wrap kadence-video-noshadow\"><div class=\"kadence-video-intrinsic \"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/DATA-M5-V6.jpg\" alt=\"\" width=\"1280\" height=\"720\" class=\"kadence-video-poster wp-image-8904\" srcset=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/DATA-M5-V6.jpg 1280w, https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/DATA-M5-V6-300x169.jpg 300w, https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/DATA-M5-V6-1024x576.jpg 1024w, https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/DATA-M5-V6-768x432.jpg 768w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/><div class=\"kadence-video-overlay\"><\/div><a class=\"kadence-video-popup-link kadence-video-type-external\" href=\"https:\/\/youtu.be\/lUs5Jd-3zjs\" role=\"button\" data-popup-class=\"kadence-popup-10470_0c89bd-09\" data-effect=\"none\" data-popup-id=\"kadence-local-video-10470_0c89bd-09\" data-popup-auto=\"true\" data-youtube-cookies=\"true\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fas_play kt-video-svg-icon kt-video-svg-icon-style-default kt-video-svg-icon-fas play kt-video-play-animation-none kt-video-svg-icon-size-auto\"><svg viewBox=\"0 0 448 512\"  fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  role=\"img\"><title>Play<\/title><path d=\"M424.4 214.7L72.4 6.6C43.8-10.3 0 6.1 0 47.9V464c0 37.5 40.7 60.1 72.4 41.3l352-208c31.4-18.5 31.5-64.1 0-82.6z\"\/><\/svg><\/span><\/a><\/div><\/div><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column10470_f054c9-72 > .kt-inside-inner-col,.kadence-column10470_f054c9-72 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_f054c9-72 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_f054c9-72 > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_f054c9-72 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_f054c9-72 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_f054c9-72{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_f054c9-72 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_f054c9-72 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_f054c9-72\"><div class=\"kt-inside-inner-col\"><\/div><\/div>\n\n\n<style>.kadence-column10470_5339b7-9e > .kt-inside-inner-col,.kadence-column10470_5339b7-9e > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column10470_5339b7-9e > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column10470_5339b7-9e > .kt-inside-inner-col{flex-direction:column;}.kadence-column10470_5339b7-9e > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column10470_5339b7-9e > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column10470_5339b7-9e{position:relative;}@media all and (max-width: 1024px){.kadence-column10470_5339b7-9e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column10470_5339b7-9e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column10470_5339b7-9e\"><div class=\"kt-inside-inner-col\"><\/div><\/div>\n\n<\/div><\/div>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading10470_4a42ba-a2, .wp-block-kadence-advancedheading.kt-adv-heading10470_4a42ba-a2[data-kb-block=\"kb-adv-heading10470_4a42ba-a2\"]{font-style:normal;text-transform:uppercase;}.wp-block-kadence-advancedheading.kt-adv-heading10470_4a42ba-a2 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_4a42ba-a2[data-kb-block=\"kb-adv-heading10470_4a42ba-a2\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_4a42ba-a2 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_4a42ba-a2[data-kb-block=\"kb-adv-heading10470_4a42ba-a2\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading10470_4a42ba-a2 wp-block-kadence-advancedheading has-theme-palette-1-color has-text-color\" data-kb-block=\"kb-adv-heading10470_4a42ba-a2\">Materiais de Leitura<\/h2>\n\n\n<style>.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_1b8fce-ae:not(.this-stops-third-party-issues){margin-top:0px;margin-bottom:0px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_1b8fce-ae ul.kt-svg-icon-list:not(.this-prevents-issues):not(.this-stops-third-party-issues):not(.tijsloc){margin-top:0px;margin-right:0px;margin-bottom:var(--global-kb-spacing-sm, 1.5rem);margin-left:0px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_1b8fce-ae ul.kt-svg-icon-list{grid-row-gap:5px;}.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_1b8fce-ae .kb-svg-icon-wrap{color:var(--global-palette1, #3182CE);}.wp-block-kadence-iconlist.kt-svg-icon-list-items10470_1b8fce-ae ul.kt-svg-icon-list .kt-svg-icon-list-item-wrap .kt-svg-icon-list-single{margin-right:10px;}.kt-svg-icon-list-items10470_1b8fce-ae ul.kt-svg-icon-list .kt-svg-icon-list-level-0 .kt-svg-icon-list-single svg{font-size:20px;}<\/style>\n<div class=\"wp-block-kadence-iconlist kt-svg-icon-list-items kt-svg-icon-list-items10470_1b8fce-ae kt-svg-icon-list-columns-1 alignnone kt-list-icon-aligntop\"><ul class=\"kt-svg-icon-list\"><style>.kt-svg-icon-list-item-10470_a314a5-c3 .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-10470_a314a5-c3\"><a href=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/TL_LA-Briefing-Paper_WEB-1.pdf\" class=\"kt-svg-icon-link\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowDown kt-svg-icon-list-single\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"\/><polyline points=\"19 12 12 19 5 12\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">MAGUIRE, T. (2018) Learning Analytics Platform Guide. Dublin: National Forum for the Enhancement of Teaching and Learning in Higher Education. <\/span><\/a><\/li>\n\n\n<style>.kt-svg-icon-list-item-10470_f2dcb4-d2 .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-10470_f2dcb4-d2\"><a href=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/OECD-DIGITAL-EDUCATION-OUTLOOK-2023.pdf\" class=\"kt-svg-icon-link\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowDown kt-svg-icon-list-single\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"\/><polyline points=\"19 12 12 19 5 12\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">OECD (2023) Learning management systems and other digital tools for system and institutional management: OECD Digital Education Outlook 2023. Paris: OECD Publishing. <\/span><\/a><\/li>\n\n\n<style>.kt-svg-icon-list-item-10470_b15227-27 .kt-svg-icon-list-text mark.kt-highlight{background-color:unset;font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}<\/style>\n<li class=\"wp-block-kadence-listitem kt-svg-icon-list-item-wrap kt-svg-icon-list-item-10470_b15227-27\"><a href=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/HAQAA3-Module-5-Lesson-5.pptx\" class=\"kt-svg-icon-link\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"kb-svg-icon-wrap kb-svg-icon-fe_arrowDown kt-svg-icon-list-single\"><svg viewBox=\"0 0 24 24\"  fill=\"none\" stroke=\"currentColor\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"  aria-hidden=\"true\"><line x1=\"12\" y1=\"5\" x2=\"12\" y2=\"19\"\/><polyline points=\"19 12 12 19 5 12\"\/><\/svg><\/span><span class=\"kt-svg-icon-list-text\">Apresenta\u00e7\u00e3o de PowerPoint do M\u00f3dulo 5, Li\u00e7\u00e3o 5<\/span><\/a><\/li>\n<\/ul><\/div>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading10470_58c712-06, .wp-block-kadence-advancedheading.kt-adv-heading10470_58c712-06[data-kb-block=\"kb-adv-heading10470_58c712-06\"]{font-style:normal;text-transform:uppercase;}.wp-block-kadence-advancedheading.kt-adv-heading10470_58c712-06 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading10470_58c712-06[data-kb-block=\"kb-adv-heading10470_58c712-06\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading10470_58c712-06 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading10470_58c712-06[data-kb-block=\"kb-adv-heading10470_58c712-06\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading10470_58c712-06 wp-block-kadence-advancedheading has-theme-palette-1-color has-text-color\" data-kb-block=\"kb-adv-heading10470_58c712-06\">Tarefa da Li\u00e7\u00e3o 5<\/h2>\n\n\n<style>.wp-block-kadence-advancedbtn.kb-btns10470_c87a93-98{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:flex-start;align-items:center;}.kt-btns10470_c87a93-98 .kt-button{font-weight:normal;font-style:normal;}.kt-btns10470_c87a93-98 .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns10470_c87a93-98 .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns10470_c87a93-98 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns10470_c87a93-98 .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns10470_c87a93-98 .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns10470_c87a93-98 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns10470_c87a93-98 .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns10470_c87a93-98\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn10470_f62efd-df.kb-button{width:initial;}<\/style><a class=\"kb-button kt-button button kb-btn10470_f62efd-df kt-btn-size-small kt-btn-width-type-auto kb-btn-global-fill kt-btn-has-text-true kt-btn-has-svg-false wp-block-kadence-singlebtn\" href=\"https:\/\/haqaa3.obreal.org\/wp-content\/uploads\/2026\/07\/M5-Week-2-Assessment.docx\" download=\"\"><span class=\"kt-btn-inner-text\">Instru\u00e7\u00f5es para a tarefa<\/span><\/a><\/div>\n\n\n<div class=\"wp-block-kadence-advanced-form wp-block-kadence-advanced-form8920-cpt-id kb-adv-form-label-style-normal kb-adv-form-input-size-standard kb-form-basic-style\"><form id=\"kb-adv-form-8920-cpt-id\" class=\"kb-advanced-form\" method=\"post\">\n<style>.kb-row-layout-id8920_d70a4f-10 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id8920_d70a4f-10 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id8920_d70a4f-10 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;grid-template-columns:repeat(2, minmax(0, 1fr));}.kb-row-layout-id8920_d70a4f-10 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id8920_d70a4f-10 > .kt-row-column-wrap{grid-template-columns:repeat(2, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id8920_d70a4f-10 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id8920_d70a4f-10 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column8920_e24299-10 > .kt-inside-inner-col,.kadence-column8920_e24299-10 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column8920_e24299-10 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column8920_e24299-10 > .kt-inside-inner-col{flex-direction:column;}.kadence-column8920_e24299-10 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column8920_e24299-10 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column8920_e24299-10{position:relative;}@media all and (max-width: 1024px){.kadence-column8920_e24299-10 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column8920_e24299-10 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column8920_e24299-10\"><div class=\"kt-inside-inner-col\"><div class=\"kb-adv-form-field kb-adv-form-text-type-input kb-adv-form-infield-type-input kb-field8920ff7132-ca wp-block-kadence-advanced-form-text\"><label class=\"kb-adv-form-label\" for=\"field8920ff7132-ca\">Name<span class=\"kb-adv-form-required\">*<\/span><\/label><input name=\"fieldff7132-ca\" id=\"field8920ff7132-ca\" data-label=\"Name\" type=\"text\" placeholder=\"\" value=\"\" data-type=\"text\" class=\"kb-field kb-text-field\" data-required=\"yes\" required aria-required=\"true\"\/><\/div><\/div><\/div>\n\n\n<style>.kadence-column8920_45ad67-e5 > .kt-inside-inner-col,.kadence-column8920_45ad67-e5 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column8920_45ad67-e5 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column8920_45ad67-e5 > .kt-inside-inner-col{flex-direction:column;}.kadence-column8920_45ad67-e5 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column8920_45ad67-e5 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column8920_45ad67-e5{position:relative;}@media all and (max-width: 1024px){.kadence-column8920_45ad67-e5 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column8920_45ad67-e5 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column8920_45ad67-e5\"><div class=\"kt-inside-inner-col\"><div class=\"kb-adv-form-field kb-adv-form-text-type-input kb-adv-form-infield-type-input kb-field8920c815b9-ba wp-block-kadence-advanced-form-text\"><label class=\"kb-adv-form-label\" for=\"field8920c815b9-ba\">Surname<span class=\"kb-adv-form-required\">*<\/span><\/label><input name=\"fieldc815b9-ba\" id=\"field8920c815b9-ba\" data-label=\"Surname\" type=\"text\" placeholder=\"\" value=\"\" data-type=\"text\" class=\"kb-field kb-text-field\" data-required=\"yes\" required aria-required=\"true\"\/><\/div><\/div><\/div>\n\n\n<style>.kadence-column8920_ef7503-3f > .kt-inside-inner-col,.kadence-column8920_ef7503-3f > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column8920_ef7503-3f > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column8920_ef7503-3f > .kt-inside-inner-col{flex-direction:column;}.kadence-column8920_ef7503-3f > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column8920_ef7503-3f > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column8920_ef7503-3f{position:relative;}@media all and (max-width: 1024px){.kadence-column8920_ef7503-3f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column8920_ef7503-3f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column8920_ef7503-3f\"><div class=\"kt-inside-inner-col\"><div class=\"kb-adv-form-field kb-adv-form-text-type-input kb-adv-form-infield-type-input kb-field8920b64439-a0 wp-block-kadence-advanced-form-text\"><label class=\"kb-adv-form-label\" for=\"field8920b64439-a0\">Country<span class=\"kb-adv-form-required\">*<\/span><\/label><input name=\"fieldb64439-a0\" id=\"field8920b64439-a0\" data-label=\"Country\" type=\"text\" placeholder=\"\" value=\"\" data-type=\"text\" class=\"kb-field kb-text-field\" data-required=\"yes\" required aria-required=\"true\"\/><\/div><\/div><\/div>\n\n\n<style>.kadence-column8920_b7495a-4c > .kt-inside-inner-col,.kadence-column8920_b7495a-4c > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column8920_b7495a-4c > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column8920_b7495a-4c > .kt-inside-inner-col{flex-direction:column;}.kadence-column8920_b7495a-4c > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column8920_b7495a-4c > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column8920_b7495a-4c{position:relative;}@media all and (max-width: 1024px){.kadence-column8920_b7495a-4c > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column8920_b7495a-4c > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column8920_b7495a-4c\"><div class=\"kt-inside-inner-col\"><div class=\"kb-adv-form-field kb-adv-form-text-type-input kb-adv-form-infield-type-input kb-field89200eb5be-de wp-block-kadence-advanced-form-text\"><label class=\"kb-adv-form-label\" for=\"field89200eb5be-de\">Organization<span class=\"kb-adv-form-required\">*<\/span><\/label><input name=\"field0eb5be-de\" id=\"field89200eb5be-de\" data-label=\"Organization\" type=\"text\" placeholder=\"\" value=\"\" data-type=\"text\" class=\"kb-field kb-text-field\" data-required=\"yes\" required aria-required=\"true\"\/><\/div><\/div><\/div>\n\n<\/div><\/div>\n\n<style>.kb-row-layout-id8920_91517a-88 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id8920_91517a-88 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id8920_91517a-88 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id8920_91517a-88 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id8920_91517a-88 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id8920_91517a-88 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id8920_91517a-88 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column8920_3922cc-09 > .kt-inside-inner-col,.kadence-column8920_3922cc-09 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column8920_3922cc-09 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column8920_3922cc-09 > .kt-inside-inner-col{flex-direction:column;}.kadence-column8920_3922cc-09 > .kt-inside-inner-col > 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