A review reports that digital skills gaps span demographic groups and are associated with e-learning acceptance, job performance, and earnings¶

Claim · All claims
Evidence · 1 study · review r? · q2
Currency · newest study 2024 · not yet checked against its sources · not reviewed by a person · recheck by 2029: baselines and conditions change

Subclaims¶

Reading the evidence codes

q is the design tier, i the impact, n the sample, and the kind with its r the rigour judged within that kind: what each code means.

This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.

q2 i? Digital literacy skills impact e-learning acceptance, job performance, earnings, and economic prospects; workers with limited digital skills tend to earn lower incomes. → Zohal Shah 2024 q2 i? Digital skills gaps span age, race, education level, immigrant status, and parental status, and a usage gap exists among adolescents from different socioeconomic backgrounds. → Zohal Shah 2024

Evidence¶

Zohal Shah 2024¶

Zohal Shah, Marilys Galindo, Chioma Aso-Hernandez, Christina Luke Luna, Keun-woo Lee, Josh Weisgrau, Teresa Solorzano, Britney Jacobs. (2024). The Promise of Micro-credentials and Learning and Employment Record Technologies for Youth and K-12 Schools. Digital Promise. https://digitalpromise.dspacedirect.org/items/2a854754-2233-4d09-9112-5b2f668321e8 doi:10.51388/20.500.12265/224

q2 · i? · review · r?

Landscape review section on Technology Access and Adoption, citing Bergson-Shilcock (2020) and Mohammadyari & Singh (2015). The review also cites a "usage gap" among adolescents from different socioeconomic backgrounds (Ren et al., 2022). Review of others' findings, not new data.

"Digital literacy skills critically impact e-learning acceptance, job performance, earnings, and economic prospects"

Studies bearing on this claim¶

Do learners who differ in digital literacy differ in learning, engagement and later outcomes? This table gathers the studies behind this claim and the 11 narrower claims that bear on it: 9 distinct studies (6 associational, 2 review, 1 theoretical), q2–q3, 0 of 9 with an effect size coded. One row per study, codes as each entry records them; no effect is averaged and no verdict is drawn. Built by scripts/synthesize_claim.py from eval/synthesis/; a row that looks wrong is fixed on the claim it comes from.

Study	Design	Effect as recorded	Bears on this claim through
Zohal Shah 2024	q2 · review · r?	i?	this claim
Weaver 2022	q2 / q3 · review · r1	i?	Digital skill gaps are large and racialized among U.S. earners, and digital skill level co (supports); Students without home broadband or who rely only on a cell phone show a digital skill gap (supports)
nsc-1	q2 · theoretical · r2	i?	Digital skill gaps among U.S. workers are pronounced by race, while over 90 percent of job (supports)
Shi 2025	q2 · associational · r2	i?	Technical confidence using digital learning tools is positively associated with lower dist (supports)
Conijn 2022	q2 · associational · r2	i?	Higher internet literacy is associated with lower test anxiety in online exams (supports)
Popa 2026	q2 · associational · r2	i?	Digital skills are the only consistently positive predictor of ICT career aspiration growt (supports); Learning environment indicators only moderately discriminate between countries with high v (supports)
Chow Tak Sang 2026	q2 · associational · r1	i?	Prior digital competence significantly predicts AI literacy after external resources are c (supports); Predictors operate selectively across AI literacy subdimensions: digital competence fails (qualifies)
Stephen Colbran 2026	q3 · associational · r1	i?	Prior chatbot exposure rather than general technological literacy is associated with willi (counts against)
Abderrahim Agnaou; Hayat El Asri 2025	q2 · associational · r?	i?	Student perceptions of LLM influence on collaboration and creativity do not differ signifi (counts against)

Discussion¶

Learner Variables¶

Digital Literacy — predictor: learners who differ on it differ in outcomes

Digital skill gaps among U.S. workers are pronounced by race, while over 90 percent of jobs demand digital skills — a narrower finding that bears on this claim
Digital skill gaps are large and racialized among U.S. earners, and digital skill level correlates with earnings — a narrower finding that bears on this claim
Roughly 30 percent of U.S. students (15 to 16 million) lacked adequate internet or device access in late 2020, with rural, Native American, Black, and Latino students disproportionately affected — related
Roughly 30% of core workplace skills changed in ten years and over 60% of job titles mentioning AI are non-tech roles — related
Nearly 43 million U.S. adults lack the basic English literacy skills required to succeed in the workforce and achieve economic self-sufficiency — related

Page metadata

Field	Value
`type`	`claim`
`id`	`digital-literacy-gaps-span-demographics`
`title`	`A review reports that digital skills gaps span demographic groups and are associated with e-learning acceptance, job performance, and earnings`
`description`	`A review reports that digital skills gaps span demographic groups and are associated with e-learning acceptance, job performance, and earnings`
`status`	`review`
`evidence_strength`	`weak`
`newest_evidence`	`2024`
`recheck_by`	`2029`
`generated`	by `process:wiki-ingest` on `2026-10-09`
`trust`	unverified — no one has confirmed this page's content
`sources`	1 — `zohal-shah-2024`

Frontmatter is the page's machine-readable record — see the Schema & Guide.