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Denominators Team - Scope of Work

Rationale:

PEPFAR operating units (OUs) are required to geo-prioritize resources to optimize PEPFAR’s impact by focusing efforts on prioritized subnational units (PSNUs) and prioritized age/sex bands and key populations. OUs are also required to track progress towards meeting global HIV program coverage goals (e.g. 90-90-90; 90% of all people living with HIV (PLHIV) know their HIV status, 90% of all people with diagnosed HIV infection receive sustained antiretroviral therapy, 90% percent of all people receiving ART have viral suppression) in targeted PSNUs by five year age/sex bands (ie. <1 M/F, 1-4 M/F, 5-9 M/F, 10-14 M/F, 15-19 M/F… 45-49 M/F, 50+ M/F). Both the micro-targeting and monitoring of PEPFAR-supported programs place increased importance on the availability of reliable, granular epidemiological data and estimates about PLHIV, new HIV infections and priority age/sex bands and key populations. In many cases, novel and/or innovative methods (e.g. modeling and machine learning) are needed to meet these data needs.

Objectives:

Harmonizing accessibility:

To provide leadership in the development of a transparent, appropriate and shareable platform for tools and estimates where analysts, countries and decision makers can easily gain new insights into PEPFAR data using state of the art analytic tools and access important data in time to impact program planning and monitoring and with lowest possible level of effort (LOE). This objective is supported by the following goals:

  • Enhance data accessibility at the time of decision making.
  • Enhance data accessibility to stakeholders.
  • Enhance data accessibility as both a WIP (work in progress) and final product.
  • Enhance data accessibility from multiple sources.
  • Enhance documentation and transparency of methodology for estimation of both WIP and final product data.
  • Streamline processes for selecting appropriate platform for data and tools.

Platform for sharing and developing forward thinking methodologies:

  1. To provide a platform to connect different programmatic ICPI clusters and external stakeholders (field teams, epidemic control teams (ECTs), ST3 (short term task teams) and implementing agency and OGAC leadership to explore possibilities of collaboration and improvements to existing methodologies,
  2. To provide a convening platform for forward thinking methodologies; and
  3. To pro-actively work on innovative and rigorous methodologies, targeting general population, priority population, key populations at sub-national levels and finer age and sex bands.

These objectives are supported by the following goals:

  • Connect different clusters and external stakeholders where appropriate to ensure timely sharing of estimates, methods, data and tools.
  • Connect PEPFAR OUs to tools and methods developed by clusters and technical workgroups.
  • Explore cutting edge methodologies (including but not limited to machine learning, dynamic modeling, network analysis) to develop epidemiological data and estimates for general population, key populations and priority populations—at subnational levels (where applicable) and finer age and sex bands (where applicable).
  • Develop prototypes for innovative methods to share with the stakeholders and iteratively convert successful prototypes into products.
  • Develop training materials and other resources to allow analysts in program clusters, monitoring and evaluation teams at agencies, and field teams to incorporate products into routine work when possible.

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
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Denominators Team - Scope of Work

Rationale:

PEPFAR operating units (OUs) are required to geo-prioritize resources to optimize PEPFAR’s impact by focusing efforts on prioritized subnational units (PSNUs) and prioritized age/sex bands and key populations. OUs are also required to track progress towards meeting global HIV program coverage goals (e.g. 90-90-90; 90% of all people living with HIV (PLHIV) know their HIV status, 90% of all people with diagnosed HIV infection receive sustained antiretroviral therapy, 90% percent of all people receiving ART have viral suppression) in targeted PSNUs by five year age/sex bands (ie. <1 M/F, 1-4 M/F, 5-9 M/F, 10-14 M/F, 15-19 M/F… 45-49 M/F, 50+ M/F). Both the micro-targeting and monitoring of PEPFAR-supported programs place increased importance on the availability of reliable, granular epidemiological data and estimates about PLHIV, new HIV infections and priority age/sex bands and key populations. In many cases, novel and/or innovative methods (e.g. modeling and machine learning) are needed to meet these data needs.

Objectives:

Harmonizing accessibility:

To provide leadership in the development of a transparent, appropriate and shareable platform for tools and estimates where analysts, countries and decision makers can easily gain new insights into PEPFAR data using state of the art analytic tools and access important data in time to impact program planning and monitoring and with lowest possible level of effort (LOE). This objective is supported by the following goals:

  • Enhance data accessibility at the time of decision making.
  • Enhance data accessibility to stakeholders.
  • Enhance data accessibility as both a WIP (work in progress) and final product.
  • Enhance data accessibility from multiple sources.
  • Enhance documentation and transparency of methodology for estimation of both WIP and final product data.
  • Streamline processes for selecting appropriate platform for data and tools.

Platform for sharing and developing forward thinking methodologies:

  1. To provide a platform to connect different programmatic ICPI clusters and external stakeholders (field teams, epidemic control teams (ECTs), ST3 (short term task teams) and implementing agency and OGAC leadership to explore possibilities of collaboration and improvements to existing methodologies,
  2. To provide a convening platform for forward thinking methodologies; and
  3. To pro-actively work on innovative and rigorous methodologies, targeting general population, priority population, key populations at sub-national levels and finer age and sex bands.

These objectives are supported by the following goals:

  • Connect different clusters and external stakeholders where appropriate to ensure timely sharing of estimates, methods, data and tools.
  • Connect PEPFAR OUs to tools and methods developed by clusters and technical workgroups.
  • Explore cutting edge methodologies (including but not limited to machine learning, dynamic modeling, network analysis) to develop epidemiological data and estimates for general population, key populations and priority populations—at subnational levels (where applicable) and finer age and sex bands (where applicable).
  • Develop prototypes for innovative methods to share with the stakeholders and iteratively convert successful prototypes into products.
  • Develop training materials and other resources to allow analysts in program clusters, monitoring and evaluation teams at agencies, and field teams to incorporate products into routine work when possible.

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Denominators Team - Scope of Work

Rationale:

PEPFAR operating units (OUs) are required to geo-prioritize resources to optimize PEPFAR’s impact by focusing efforts on prioritized subnational units (PSNUs) and prioritized age/sex bands and key populations. OUs are also required to track progress towards meeting global HIV program coverage goals (e.g. 90-90-90; 90% of all people living with HIV (PLHIV) know their HIV status, 90% of all people with diagnosed HIV infection receive sustained antiretroviral therapy, 90% percent of all people receiving ART have viral suppression) in targeted PSNUs by five year age/sex bands (ie. <1 M/F, 1-4 M/F, 5-9 M/F, 10-14 M/F, 15-19 M/F… 45-49 M/F, 50+ M/F). Both the micro-targeting and monitoring of PEPFAR-supported programs place increased importance on the availability of reliable, granular epidemiological data and estimates about PLHIV, new HIV infections and priority age/sex bands and key populations. In many cases, novel and/or innovative methods (e.g. modeling and machine learning) are needed to meet these data needs.

Objectives:

Harmonizing accessibility:

To provide leadership in the development of a transparent, appropriate and shareable platform for tools and estimates where analysts, countries and decision makers can easily gain new insights into PEPFAR data using state of the art analytic tools and access important data in time to impact program planning and monitoring and with lowest possible level of effort (LOE). This objective is supported by the following goals:

  • Enhance data accessibility at the time of decision making.
  • Enhance data accessibility to stakeholders.
  • Enhance data accessibility as both a WIP (work in progress) and final product.
  • Enhance data accessibility from multiple sources.
  • Enhance documentation and transparency of methodology for estimation of both WIP and final product data.
  • Streamline processes for selecting appropriate platform for data and tools.

Platform for sharing and developing forward thinking methodologies:

  1. To provide a platform to connect different programmatic ICPI clusters and external stakeholders (field teams, epidemic control teams (ECTs), ST3 (short term task teams) and implementing agency and OGAC leadership to explore possibilities of collaboration and improvements to existing methodologies,
  2. To provide a convening platform for forward thinking methodologies; and
  3. To pro-actively work on innovative and rigorous methodologies, targeting general population, priority population, key populations at sub-national levels and finer age and sex bands.

These objectives are supported by the following goals:

  • Connect different clusters and external stakeholders where appropriate to ensure timely sharing of estimates, methods, data and tools.
  • Connect PEPFAR OUs to tools and methods developed by clusters and technical workgroups.
  • Explore cutting edge methodologies (including but not limited to machine learning, dynamic modeling, network analysis) to develop epidemiological data and estimates for general population, key populations and priority populations—at subnational levels (where applicable) and finer age and sex bands (where applicable).
  • Develop prototypes for innovative methods to share with the stakeholders and iteratively convert successful prototypes into products.
  • Develop training materials and other resources to allow analysts in program clusters, monitoring and evaluation teams at agencies, and field teams to incorporate products into routine work when possible.

About

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Denominators Team - Scope of Work

Rationale:

PEPFAR operating units (OUs) are required to geo-prioritize resources to optimize PEPFAR’s impact by focusing efforts on prioritized subnational units (PSNUs) and prioritized age/sex bands and key populations. OUs are also required to track progress towards meeting global HIV program coverage goals (e.g. 90-90-90; 90% of all people living with HIV (PLHIV) know their HIV status, 90% of all people with diagnosed HIV infection receive sustained antiretroviral therapy, 90% percent of all people receiving ART have viral suppression) in targeted PSNUs by five year age/sex bands (ie. <1 M/F, 1-4 M/F, 5-9 M/F, 10-14 M/F, 15-19 M/F… 45-49 M/F, 50+ M/F). Both the micro-targeting and monitoring of PEPFAR-supported programs place increased importance on the availability of reliable, granular epidemiological data and estimates about PLHIV, new HIV infections and priority age/sex bands and key populations. In many cases, novel and/or innovative methods (e.g. modeling and machine learning) are needed to meet these data needs.

Objectives:

Harmonizing accessibility:

To provide leadership in the development of a transparent, appropriate and shareable platform for tools and estimates where analysts, countries and decision makers can easily gain new insights into PEPFAR data using state of the art analytic tools and access important data in time to impact program planning and monitoring and with lowest possible level of effort (LOE). This objective is supported by the following goals:

  • Enhance data accessibility at the time of decision making.
  • Enhance data accessibility to stakeholders.
  • Enhance data accessibility as both a WIP (work in progress) and final product.
  • Enhance data accessibility from multiple sources.
  • Enhance documentation and transparency of methodology for estimation of both WIP and final product data.
  • Streamline processes for selecting appropriate platform for data and tools.

Platform for sharing and developing forward thinking methodologies:

  1. To provide a platform to connect different programmatic ICPI clusters and external stakeholders (field teams, epidemic control teams (ECTs), ST3 (short term task teams) and implementing agency and OGAC leadership to explore possibilities of collaboration and improvements to existing methodologies,
  2. To provide a convening platform for forward thinking methodologies; and
  3. To pro-actively work on innovative and rigorous methodologies, targeting general population, priority population, key populations at sub-national levels and finer age and sex bands.

These objectives are supported by the following goals:

  • Connect different clusters and external stakeholders where appropriate to ensure timely sharing of estimates, methods, data and tools.
  • Connect PEPFAR OUs to tools and methods developed by clusters and technical workgroups.
  • Explore cutting edge methodologies (including but not limited to machine learning, dynamic modeling, network analysis) to develop epidemiological data and estimates for general population, key populations and priority populations—at subnational levels (where applicable) and finer age and sex bands (where applicable).
  • Develop prototypes for innovative methods to share with the stakeholders and iteratively convert successful prototypes into products.
  • Develop training materials and other resources to allow analysts in program clusters, monitoring and evaluation teams at agencies, and field teams to incorporate products into routine work when possible.

About

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
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Denominators Team - Scope of Work

Rationale:

PEPFAR operating units (OUs) are required to geo-prioritize resources to optimize PEPFAR’s impact by focusing efforts on prioritized subnational units (PSNUs) and prioritized age/sex bands and key populations. OUs are also required to track progress towards meeting global HIV program coverage goals (e.g. 90-90-90; 90% of all people living with HIV (PLHIV) know their HIV status, 90% of all people with diagnosed HIV infection receive sustained antiretroviral therapy, 90% percent of all people receiving ART have viral suppression) in targeted PSNUs by five year age/sex bands (ie. <1 M/F, 1-4 M/F, 5-9 M/F, 10-14 M/F, 15-19 M/F… 45-49 M/F, 50+ M/F). Both the micro-targeting and monitoring of PEPFAR-supported programs place increased importance on the availability of reliable, granular epidemiological data and estimates about PLHIV, new HIV infections and priority age/sex bands and key populations. In many cases, novel and/or innovative methods (e.g. modeling and machine learning) are needed to meet these data needs.

Objectives:

Harmonizing accessibility:

To provide leadership in the development of a transparent, appropriate and shareable platform for tools and estimates where analysts, countries and decision makers can easily gain new insights into PEPFAR data using state of the art analytic tools and access important data in time to impact program planning and monitoring and with lowest possible level of effort (LOE). This objective is supported by the following goals:

  • Enhance data accessibility at the time of decision making.
  • Enhance data accessibility to stakeholders.
  • Enhance data accessibility as both a WIP (work in progress) and final product.
  • Enhance data accessibility from multiple sources.
  • Enhance documentation and transparency of methodology for estimation of both WIP and final product data.
  • Streamline processes for selecting appropriate platform for data and tools.

Platform for sharing and developing forward thinking methodologies:

  1. To provide a platform to connect different programmatic ICPI clusters and external stakeholders (field teams, epidemic control teams (ECTs), ST3 (short term task teams) and implementing agency and OGAC leadership to explore possibilities of collaboration and improvements to existing methodologies,
  2. To provide a convening platform for forward thinking methodologies; and
  3. To pro-actively work on innovative and rigorous methodologies, targeting general population, priority population, key populations at sub-national levels and finer age and sex bands.

These objectives are supported by the following goals:

  • Connect different clusters and external stakeholders where appropriate to ensure timely sharing of estimates, methods, data and tools.
  • Connect PEPFAR OUs to tools and methods developed by clusters and technical workgroups.
  • Explore cutting edge methodologies (including but not limited to machine learning, dynamic modeling, network analysis) to develop epidemiological data and estimates for general population, key populations and priority populations—at subnational levels (where applicable) and finer age and sex bands (where applicable).
  • Develop prototypes for innovative methods to share with the stakeholders and iteratively convert successful prototypes into products.
  • Develop training materials and other resources to allow analysts in program clusters, monitoring and evaluation teams at agencies, and field teams to incorporate products into routine work when possible.

About

Denominators Team

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Stars

1 star

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Denominators Team - Scope of Work

Rationale:

PEPFAR operating units (OUs) are required to geo-prioritize resources to optimize PEPFAR’s impact by focusing efforts on prioritized subnational units (PSNUs) and prioritized age/sex bands and key populations. OUs are also required to track progress towards meeting global HIV program coverage goals (e.g. 90-90-90; 90% of all people living with HIV (PLHIV) know their HIV status, 90% of all people with diagnosed HIV infection receive sustained antiretroviral therapy, 90% percent of all people receiving ART have viral suppression) in targeted PSNUs by five year age/sex bands (ie. <1 M/F, 1-4 M/F, 5-9 M/F, 10-14 M/F, 15-19 M/F… 45-49 M/F, 50+ M/F). Both the micro-targeting and monitoring of PEPFAR-supported programs place increased importance on the availability of reliable, granular epidemiological data and estimates about PLHIV, new HIV infections and priority age/sex bands and key populations. In many cases, novel and/or innovative methods (e.g. modeling and machine learning) are needed to meet these data needs.

Objectives:

Harmonizing accessibility:

To provide leadership in the development of a transparent, appropriate and shareable platform for tools and estimates where analysts, countries and decision makers can easily gain new insights into PEPFAR data using state of the art analytic tools and access important data in time to impact program planning and monitoring and with lowest possible level of effort (LOE). This objective is supported by the following goals:

  • Enhance data accessibility at the time of decision making.
  • Enhance data accessibility to stakeholders.
  • Enhance data accessibility as both a WIP (work in progress) and final product.
  • Enhance data accessibility from multiple sources.
  • Enhance documentation and transparency of methodology for estimation of both WIP and final product data.
  • Streamline processes for selecting appropriate platform for data and tools.

Platform for sharing and developing forward thinking methodologies:

  1. To provide a platform to connect different programmatic ICPI clusters and external stakeholders (field teams, epidemic control teams (ECTs), ST3 (short term task teams) and implementing agency and OGAC leadership to explore possibilities of collaboration and improvements to existing methodologies,
  2. To provide a convening platform for forward thinking methodologies; and
  3. To pro-actively work on innovative and rigorous methodologies, targeting general population, priority population, key populations at sub-national levels and finer age and sex bands.

These objectives are supported by the following goals:

  • Connect different clusters and external stakeholders where appropriate to ensure timely sharing of estimates, methods, data and tools.
  • Connect PEPFAR OUs to tools and methods developed by clusters and technical workgroups.
  • Explore cutting edge methodologies (including but not limited to machine learning, dynamic modeling, network analysis) to develop epidemiological data and estimates for general population, key populations and priority populations—at subnational levels (where applicable) and finer age and sex bands (where applicable).
  • Develop prototypes for innovative methods to share with the stakeholders and iteratively convert successful prototypes into products.
  • Develop training materials and other resources to allow analysts in program clusters, monitoring and evaluation teams at agencies, and field teams to incorporate products into routine work when possible.

About

Denominators Team

Resources

Stars

1 star

Watchers

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Forks

Releases

Packages

Used by

Contributors

Languages

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Denominators Team - Scope of Work

Rationale:

PEPFAR operating units (OUs) are required to geo-prioritize resources to optimize PEPFAR’s impact by focusing efforts on prioritized subnational units (PSNUs) and prioritized age/sex bands and key populations. OUs are also required to track progress towards meeting global HIV program coverage goals (e.g. 90-90-90; 90% of all people living with HIV (PLHIV) know their HIV status, 90% of all people with diagnosed HIV infection receive sustained antiretroviral therapy, 90% percent of all people receiving ART have viral suppression) in targeted PSNUs by five year age/sex bands (ie. <1 M/F, 1-4 M/F, 5-9 M/F, 10-14 M/F, 15-19 M/F… 45-49 M/F, 50+ M/F). Both the micro-targeting and monitoring of PEPFAR-supported programs place increased importance on the availability of reliable, granular epidemiological data and estimates about PLHIV, new HIV infections and priority age/sex bands and key populations. In many cases, novel and/or innovative methods (e.g. modeling and machine learning) are needed to meet these data needs.

Objectives:

Harmonizing accessibility:

To provide leadership in the development of a transparent, appropriate and shareable platform for tools and estimates where analysts, countries and decision makers can easily gain new insights into PEPFAR data using state of the art analytic tools and access important data in time to impact program planning and monitoring and with lowest possible level of effort (LOE). This objective is supported by the following goals:

  • Enhance data accessibility at the time of decision making.
  • Enhance data accessibility to stakeholders.
  • Enhance data accessibility as both a WIP (work in progress) and final product.
  • Enhance data accessibility from multiple sources.
  • Enhance documentation and transparency of methodology for estimation of both WIP and final product data.
  • Streamline processes for selecting appropriate platform for data and tools.

Platform for sharing and developing forward thinking methodologies:

  1. To provide a platform to connect different programmatic ICPI clusters and external stakeholders (field teams, epidemic control teams (ECTs), ST3 (short term task teams) and implementing agency and OGAC leadership to explore possibilities of collaboration and improvements to existing methodologies,
  2. To provide a convening platform for forward thinking methodologies; and
  3. To pro-actively work on innovative and rigorous methodologies, targeting general population, priority population, key populations at sub-national levels and finer age and sex bands.

These objectives are supported by the following goals:

  • Connect different clusters and external stakeholders where appropriate to ensure timely sharing of estimates, methods, data and tools.
  • Connect PEPFAR OUs to tools and methods developed by clusters and technical workgroups.
  • Explore cutting edge methodologies (including but not limited to machine learning, dynamic modeling, network analysis) to develop epidemiological data and estimates for general population, key populations and priority populations—at subnational levels (where applicable) and finer age and sex bands (where applicable).
  • Develop prototypes for innovative methods to share with the stakeholders and iteratively convert successful prototypes into products.
  • Develop training materials and other resources to allow analysts in program clusters, monitoring and evaluation teams at agencies, and field teams to incorporate products into routine work when possible.

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Denominators Team - Scope of Work

Rationale:

PEPFAR operating units (OUs) are required to geo-prioritize resources to optimize PEPFAR’s impact by focusing efforts on prioritized subnational units (PSNUs) and prioritized age/sex bands and key populations. OUs are also required to track progress towards meeting global HIV program coverage goals (e.g. 90-90-90; 90% of all people living with HIV (PLHIV) know their HIV status, 90% of all people with diagnosed HIV infection receive sustained antiretroviral therapy, 90% percent of all people receiving ART have viral suppression) in targeted PSNUs by five year age/sex bands (ie. <1 M/F, 1-4 M/F, 5-9 M/F, 10-14 M/F, 15-19 M/F… 45-49 M/F, 50+ M/F). Both the micro-targeting and monitoring of PEPFAR-supported programs place increased importance on the availability of reliable, granular epidemiological data and estimates about PLHIV, new HIV infections and priority age/sex bands and key populations. In many cases, novel and/or innovative methods (e.g. modeling and machine learning) are needed to meet these data needs.

Objectives:

Harmonizing accessibility:

To provide leadership in the development of a transparent, appropriate and shareable platform for tools and estimates where analysts, countries and decision makers can easily gain new insights into PEPFAR data using state of the art analytic tools and access important data in time to impact program planning and monitoring and with lowest possible level of effort (LOE). This objective is supported by the following goals:

  • Enhance data accessibility at the time of decision making.
  • Enhance data accessibility to stakeholders.
  • Enhance data accessibility as both a WIP (work in progress) and final product.
  • Enhance data accessibility from multiple sources.
  • Enhance documentation and transparency of methodology for estimation of both WIP and final product data.
  • Streamline processes for selecting appropriate platform for data and tools.

Platform for sharing and developing forward thinking methodologies:

  1. To provide a platform to connect different programmatic ICPI clusters and external stakeholders (field teams, epidemic control teams (ECTs), ST3 (short term task teams) and implementing agency and OGAC leadership to explore possibilities of collaboration and improvements to existing methodologies,
  2. To provide a convening platform for forward thinking methodologies; and
  3. To pro-actively work on innovative and rigorous methodologies, targeting general population, priority population, key populations at sub-national levels and finer age and sex bands.

These objectives are supported by the following goals:

  • Connect different clusters and external stakeholders where appropriate to ensure timely sharing of estimates, methods, data and tools.
  • Connect PEPFAR OUs to tools and methods developed by clusters and technical workgroups.
  • Explore cutting edge methodologies (including but not limited to machine learning, dynamic modeling, network analysis) to develop epidemiological data and estimates for general population, key populations and priority populations—at subnational levels (where applicable) and finer age and sex bands (where applicable).
  • Develop prototypes for innovative methods to share with the stakeholders and iteratively convert successful prototypes into products.
  • Develop training materials and other resources to allow analysts in program clusters, monitoring and evaluation teams at agencies, and field teams to incorporate products into routine work when possible.

About

Denominators Team

Resources

Stars

1 star

Watchers

0 watching

Forks

Releases

Packages

Used by

Contributors

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