Teachers identify attendance, unreliable devices, prior academic gaps, and COVID-related disruption as compounding contextual barriers to persistence¶
Claim · All claims
Evidence · 1 study · qualitativer3·q2
Currency · newest study 2026 · checked against its sources 2026-10-20 (automated, 1 of 1 entry) · not reviewed by a person · recheck by 2031: 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? External constraints such as attendance and device access appeared as compounding barriers beyond the platform itself. → Conrad Borchers 2026
Evidence¶
Conrad Borchers 2026¶
Conrad Borchers. (2026). Framing the 5% Problem: Teachers’ Perspectives on Persistence in Educational Technology. https://arxiv.org/abs/2606.22294 doi:10.48550/arxiv.2606.22294
q2 · i? · qualitative · r3
Contextual and structural barriers theme from the workshop. References to attendance, device access, and other external factors were grouped as contextual barriers; the article notes "Attendance, unreliable devices, prior academic gaps, and COVID-related disruption appeared as compounding external constraints."
"Attendance, unreliable devices, prior academic gaps, and COVID-related disruption appeared as compounding external constraints."
Discussion¶
Learner Variables¶
- Access — predictor: learners who differ on it differ in outcomes
Related Claims¶
- Infrastructure and access constraints were reported in 18 of 54 studies (33%) as the second higher-order technical limitation category — related
- Immediately after closure, New York charter students lacked adequate devices (44.4% on average) more often than adequate internet access (27.0%), while teachers were almost universally equipped — related
- AI in adult education risks reinforcing existing inequalities via the digital divide, particularly for rural, low-income, and marginalized learners — related
- Teachers' technology use increased during COVID-19 remote learning, but infrastructure and device barriers hindered effective integration — related
- During spring 2020 remote instruction, internet connectivity and hardware/software problems interfered with course participation for large shares of undergraduates — related
- High-poverty schools were overrepresented among New York charter schools that had not provided devices to students before building closure (86.8% of non-providers vs 79.3% of the sample) — related
- Middle school mathematics teachers frame low persistence in i-Ready Math as an interaction among motivational, cognitive, and contextual factors, with four recurring themes — a broader claim this one bears on
- Infrastructure inequities — chronic bandwidth limitations, power outages, and device incompatibility — severely disrupt proctored assessments and exacerbate educational disadvantages in low-resource settings — related
- Lack of study space and financial issues are associated with higher test anxiety in online exams, and reliable technology with lower — related
- Digital access among adults on the margins is not a one-time event but an ongoing, contingent accomplishment requiring an assemblage of resources — related
- Integrating scientific visualization into secondary education faces three named problems: basic scientific practices, classroom-format incompatibility, and infrastructure needs — related
- Computing education has historically excluded marginalized student populations, and large inequities in access persist — a broader claim this one bears on
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
contextual-barriers-persistence-theme |
title |
Teachers identify attendance, unreliable devices, prior academic gaps, and COVID-related disruption as compounding contextual barriers to persistence |
description |
Teachers identify attendance, unreliable devices, prior academic gaps, and COVID-related disruption as compounding contextual barriers to persistence |
status |
review |
evidence_strength |
weak |
newest_evidence |
2026 |
source_checked |
2026-10-20 |
recheck_by |
2031 |
generated |
by process:wiki-ingest on 2026-10-10 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — conrad-borchers-2026 |
Frontmatter is the page's machine-readable record — see the Schema & Guide.