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Phase 1 · Evidence trail

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Problem, Population & Causal Framing

Define the problem, population, local context, and causal assumptions.

6 aligned elements · 11 descriptive codes · 312 linked passages · 169 distinct cited works

How the evidence informs this component

The evidence resists a single-variable definition of exclusion. Slivka describes several interacting barriers, while UN-Habitat identifies differentiated populations and dimensions. The model translates that breadth into a disciplined framing task: name the population, investigate local conditions, and keep assumptions separate from observed barriers. The causal map is an analytical deliverable, not a causal effect demonstrated by these excerpts.

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 · 312 passages from 169 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 6 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 the problem and opportunityAffordability(Slivka, 2023, PDF p. 2)Community-Based Digital Literacy Training(UN-Habitat, 2021, PDF p. 38)Broadband as a Public Utility(Hollimon et al., 2025, PDF p. 1)The problem is framed through interacting needs and community priorities.Source-linked rationale
Specify population and equity profileAffordability(UN-Habitat, 2021, PDF p. 17)Ethnic Minorities and People of Color(California Department of Technology, 2023, PDF p. 94)Population differences are retained instead of treating overall access as sufficient.Source-linked rationale
Examine context and local conditionsData Protection and Privacy Laws(UN-Habitat, 2024, PDF p. 57)Trust and Cultural Barriers(Institute for Local Self-Reliance & National Digital Inclusion Alliance, 2022, transcript ¶131)Cybersecurity and Data Protection(Hamilton, 2026, PDF p. 3)Local socioeconomic, cultural, physical, and legal conditions shape practical access.Source-linked rationale
Validate root causes and assumptionsAffordability(Slivka, 2023, PDF p. 2)Digital Devices(Cueto et al., 2025, PDF p. 2)Comparing barriers and a negative outcome case motivates causal questioning; the validation protocol is a model design choice.Model synthesis
Identify evidence gaps and safeguardsData Inaccuracy/Bad Mapping(Congressional Research Service, 2020a, PDF p. 2)Algorithmic and AI Bias(OECD, 2025, PDF p. 11)Mapping limitations reveal uncertainty; adoption risks require safeguards.Source-linked rationale
Preliminary harm and safeguard scanAlgorithmic and AI Bias(OECD, 2025, PDF p. 11)Web Accessibility Standards(PayIt, 2023, PDF p. 5)Potential rights, trust, safety, and accessibility harms justify early review.Source-linked rationale

12 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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Inspect source roles and the complete record register →