Student Success

February guidance is backfill, not a new September rollout. Institutional control statements are not independent assurance or a finding of legal compliance.

One institution and texting opt-ins; pooled numeric-grade effect nonsignificant. No strong spillover or subsequent-term effect; no formal cost-effectiveness analysis. The text's significance description needs qualification against Table 2. Grades are not a direct durable-learning test.

Normative Irish framework, not audit or outcome research. Controls require resources and enforcement; possession of a policy cannot establish compliance, equity or educational effectiveness.

Self-report, not learning or causal evaluation. One institution supplied 5,550 responses. The support-tools accessibility category combines AI with other tools, so it cannot establish AI-specific disability benefit.

Self-selection, low response, one school and 2024 data constrain current generalization. The underlying dataset is not openly released. Scale consistency cannot establish educational efficacy.

Selective promotional case, not causal evaluation. Productization is a possibility, not demonstrated deployment. Event date unknown.

Self-reported achievement, self-selection, unknown response rate and one site. Composite reliability was weak; item-level checks help but do not establish causality. Successful-student identity is an interpretive label, not a validated construct. A 2025 snapshot, not current adoption prevalence.

Working paper, platform collaboration, short incentivized laboratory task; no delayed retention. Subgroup analyses are low-powered and unadjusted for multiplicity. Time to first prompt is an incomplete reading-effort measure.

Working paper; one course, partial participation, self-reported usage and peer spillovers. No delayed learning measure. Abstract rounds differently from Table 3; use the table estimate, not a stronger universal claim.

The study occurred at one selective university with instructors who volunteered their courses, measured outcomes four days after access, and does not establish durable behavior change or safer real-world AI use. The output-analysis measure used a 174-student subset, and the intervention produced no detected gain in responsible-use knowledge or overall output analysis.

The report covers an active labor dispute, not an adjudicated finding of unsafe AI use. AI was one of multiple bargaining and trust issues, attendance estimates were reported rather than independently audited, and the internal trust result came from one faculty and a broadly worded statement. No AI system performance or educational outcome was evaluated.

The synthesis is limited to art and design education and combines experimental, quasi-experimental, and correlational evidence. The public abstract does not expose all heterogeneity and study-quality statistics, effects were smaller for K-12 students than graduate students, and a moderate average effect does not predict results for a particular curriculum or tool.

English-only, excludes grey literature, heterogeneous designs and an older search cutoff. Abstract's single Redefinition claim conflicts with multiple Table 1 labels; exact category counts are not reused.

The source is independent reporting rather than a formal evaluation. Usage and satisfaction figures are university-reported, student concerns are illustrative rather than representative, the activities were optional, and the reporting does not establish that AI caused staffing or modality decisions or changed learning outcomes.

Nonrandom assignment, single setting, no delayed post-test, unisolated tool effects and inconsistent participant/statistical reporting limit confidence. The study describes January–May 2025 activity; no single event date is assigned.

Nonexhaustive conceptual review; hypotheses from adjacent domains are not demonstrated educational effects. Detailed table endpoint failed, so no table-only claims are used; main-text methods and limitations were accessible.

Nonrandom intact classes; bundled reflection and delegation limits; same-course immediate near transfer only. Possible rater unblinding and demand effects. Raw data were not independently audited.

DIR's update is self-reported government implementation evidence. Participation counts do not demonstrate safer systems, improved services, workforce productivity, or public value, and the long-term effect of the framework remains unmeasured.

Conceptual mechanisms and proposed safeguards require testing. Cited studies span different educational contexts; their findings cannot be treated as direct evaluations of this framework.

Preprint; grades are not direct learning measures. Grade parallel trends fail even before COVID, precluding strict causal interpretation. Exposure is inferred from syllabi; model error, grading changes and survey selection remain. Event period spans years.

Single month, single operator-affiliated study, inconsistent sample reporting, small subgroups and uneven course coverage. No causal comparator, interaction-quality evaluation or direct learning outcome.

Observational, selective attrition, brief context-adapted scales and short intervals; weighting cannot remove unobserved selection. No repeated objective achievement measure.

Nonrandom cross-semester comparison; cohort confounding, indirect attribution of edits and no delayed learning test. LLM judging has limited human validation. Optional helpfulness ratings cover about 38% of sampled submissions.

One instructor/course; participation incentives shifted between tools; study-habit substitution was unmeasured. Table 2 uses doubled group counts; regression degrees of freedom require clarification before replication. No causal evidence that adding memory would improve learning.

Abstract reports 71 participants, conflicting with methods' 65. Voluntary participation, one institution, self-report and novelty limit inference; external AI use is unobserved.

This is normative guidance, not an evaluation of products or evidence that suppliers currently meet the requirements; several assurances depend on upstream providers and buyer verification.

Operator account, not evaluation or full standards text. The November 21 approval mention omits the year, so eventDate is null. Training plans do not establish completed rollout.

Single site, post-assignment exclusions, fixed task order and restricted tools limit generalization. Cluster counts total 153 despite 152 volunteers; Task 2 prose conflicts with its table. Do not infer higher-order harm from nonsignificance. Model version and event dates are unspecified.