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Phase 8 · Evidence trail

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Model Data & Performance Indicators

Define indicators, data ownership, measurement, and evidence workflows.

3 aligned elements · 11 descriptive codes · 206 linked passages · 115 distinct cited works

How the evidence informs this component

Measurable goals, population baselines, data quality, and named responsibility give the measurement phase its rationale. The source trail includes a CRS account of agency mapping responsibilities and an Arizona plan that explicitly specifies a KPI, baseline, targets, and a proposed dashboard. The Phase 8 worksheet and two application artifacts turn that material into indicator ownership, data-care, evidence-register, and support-workflow structures. Those structures demonstrate application rather than a completed field validation.

Follow the connections

Model → Master research themes → Themes → Categories → Descriptive codes → Evidence

Master research themes group the connected recorded themes. Master theme, theme, and category definitions are explanatory reading guides. Code definitions reproduce the codebook. Master grouping is a browsing aid. Branches preserve each code’s exact taxonomy; they do not imply a causal or chronological sequence.

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Descriptive codes & underlying evidence

Select a code to inspect every available cited work and stored passage linked to it. Open a source to read its quotations, citations, documents, and locators.

Why each model element is included

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Supporting source perspectives

Supporting source perspectives

11 distinct works in the focused alignment

Wider quoted source material · 206 passages from 115 reference entries

These are the stored quotations attached to this component’s 11 aligned descriptive codes. They broaden the material available for inspection; each passage is not automatically a separate confirmation of every model requirement. The focused argument and element-level alignment remain explicit below.

Open this panel to browse full quotations, citations, source references, and recorded code associations.

Trace 3 elements through codes, categories, themes, and sources

Every code link opens its quotation, source, locator, recorded category, and recorded theme. The final alignment to the model is explained in the rationale column.

Model elementCode & cited sourceReason for alignmentLink type
Define measures and use casesCommunity-Based Digital Literacy Training(UN-Habitat, 2021, PDF p. 38)Ethnic Minorities and People of Color(California Department of Technology, 2023, PDF p. 94)5G and Wireless Technologies(U.S. House Committee on Energy and Commerce, 2026, PDF p. 91)Broadband as a Public Utility(Hollimon et al., 2025, PDF p. 1)Geographic and Infrastructure Limitations(Hutton, 2022, PDF p. 22)Goals, subgroup baselines, and performance requirements motivate explicit measures.Source-linked rationale
Assign data ownership and accountabilityFederal Government Agencies(Congressional Research Service, 2021b, PDF p. 6)State/Local Governments and Broadband Offices(National Telecommunications and Information Administration, n.d.-a, transcript ¶27)Solution: Public-Private Partnerships(UN-Habitat, 2024, PDF p. 80)The CRS source assigns distinct agency responsibilities for mapping data. The existing Phase 8 worksheet specifies an indicator owner and data care; the matrix makes that responsibility explicit for local application.Inspect the supporting artifact →Source + application artifact
Build dashboards, registers, and support workflowsTelehealth Access Points(Arizona Commerce Authority, 2024, PDF p. 17)Data Inaccuracy/Bad Mapping(Congressional Research Service, 2020a, PDF p. 2)Community Digital Navigators(National Digital Inclusion Alliance, 2024, PDF p. 47)Federal Government Agencies(Congressional Research Service, 2021b, PDF p. 6)The Arizona plan explicitly proposes a dashboard alongside KPI, baseline, and target information. The artifact connects that display to a traceable evidence register and support workflow; those schemas are analytical applications.Inspect the supporting artifact →Source + application artifact

11 selected excerpts from 11 distinct cited works support this analytical discussion. Link to this component #

Supporting artifacts

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Research & development records

These collected records offer a complementary research and development trail. Their component and code connections are analytical mappings; each record retains its source role and locator.

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