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Data Value ChainGapsExpected Results
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LevelTypeDetailsShort-termLong-term
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Global data reporting and advocacyGlobalReporting and advocacyGaps in integrating EiE data in SDG4 global reporting/advocacy; lack of methodologies for measuring and reporting global EiE data, incl on education and financing; discrepancies in global EiE dataIncreased harmonization of global EiE data reporting standards and practicesIncreased use of EiE data in global advocacy and SDG4 reporting
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Increased integration of EiE data in SDG4 progress reporting
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Data sharing and useGlobal/Region/CountryData sharingGaps in data sharing; lack of interoperable EMIS/EiE data platforms, esp along hum/dev divideIncreased data sharingIncreased EiE data accessibility
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Increased use of common EiE/EMIS data platforms
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Data analysis and use Gaps in data analysis/visualizations/reporting standardsStandardised reporting templates (operational, donor reporting) for using EiE data Increased use of EiE data and evidence in policies and programs
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Gaps in using data for policies/programs; sharing lessons learnt; TOCs; results frameworksImproved uptake and utilisation of EiE data for education/EiE planning, programming and policy development
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Data production Country/RegionData collection, processing and storingFragmented data collection, with duplication of effortsIncreased joint approaches to needs assessments, reviews, evaluations and research

Better co-ordination and standardisation of data collection processes		Increased availability of relevant, quality and timely EiE data and evidence
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Gaps in real-time/dynamic data capturing
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Reaching communities in remote/insecure areas
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Data/Monitoring StrategyFocus on outputs rather than outcomes; unclear baseline and target setting; gaps in conflict/disaster risk analysis

Increased monitoring of progress towards standardized outcome-level results
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Measurement InitiativesLack of outcome monitoring on MH-PSS/SEL; learning outcomes; protectionIncreased availability and use of common EiE data measurement standards and tools
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Tracking displaced populations and their needs
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Data standardsGlobalEiE Indicators FrameworkLack of core set of priority indicators for EiE harmonized standards and indicators frameworkEiE monitoring and response standards are developed Increased prioritization and collection of standardised EiE data and evidence initiatives/system strengthening.

Greater harmonization of indicators and data collection between actors engaged in the EiE data eco-system
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Enabling environmentGlobal Data Governance and Co-ordinationPoor co-ordination, management and leadership in EiE data production, reporting, sharing and use within/between humanitarian-development sectorsStrengthened EiE data governance mechanisms at global, regional, national levels (within and across levels) Strengthened environment for the production, sharing and use of quality EiE data and evidence
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FinancingLack of financial resources for EiE monitoring and reportingIncreased prioritization of donor funding and resource allocations for EiE data and evidence initiatives
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AdvocacyLack of evidence-based and consistent messaging on EiE data gaps and prioritiesGreater advocacy for prioritisation of EiE data (production, reporting, sharing and use) and financing
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Capacity BuildingLack of human resources; Lack of prioritisation of evidence in organisational cultures, esp in EiEIncreased availability of EiE staff with data competencies
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