Provenance record

AI-written admissions essays are widespread but penalized

arXiv cs.CY (Computers and Society) (tier 1, academic) 2026-09-22T04:00:00.000Z Original ↗

Source note: Preprints on societal impact.


Discourse valence
-39
Adverse
confidence 79% · 5 items · range -100 to +10
Adverse readingFavourable reading
Consensus of 5 models from different labs. Spread 110 points, agreement low.
Education and access to expertiseEvaluation and measurementGovernance and regulation
Excerpt as ingested

arXiv:2609.22549v1 Announce Type: new Abstract: AI is rapidly transforming higher education, including the application process, yet relatively little is known about its use and consequences. To help close this gap, we analyze nearly 7{,}500 applications submitted between 2020 and 2025 to a large public policy master's program in the United States. We find that in the 2025 admissions cycle, the majority of applicants submitted at least one essay that was primarily AI-generated---despite an explicit prohibition against using AI. Leveraging the abrupt introduction of ChatGPT in November 2022, we find that the availability of AI assistants improved the writing quality of submitted essays. These improvements, however, came with an apparent AI penalty: Applicants submitting AI-written essays were admitted less often than comparable non-users. To help explain this penalty, we conduct an experiment with admissions officers, finding that they can often recognize AI writing and rate essays they believe to be AI-generated lower than essays they believe to be human generated. These findings indicate that AI is changing both how applicants write and how that writing is evaluated, raising questions about whether admissions practices and policies designed for a pre-AI era remain appropriate.

Every model that read this

ModelProviderStageScoreConf.LatencyPromptWhen
Llama 3.3 70BMetaanalysis -30 70%3601ms v1.0.0 / m1.0.1 2026-09-22 05:41
GPT-4.1 miniOpenAIconsensus +10 85%2737ms v1.0.0 / m1.0.1 2026-09-22 05:42
Claude Sonnet 5Anthropicconsensus -8 72%7823ms v1.0.0 / m1.0.1 2026-09-22 05:42
Gemini 2.5 FlashGoogleconsensus -100 80%2213ms v1.0.0 / m1.0.1 2026-09-22 05:42
Mistral Small 3.1 24BMistral AIconsensus -65 90%10729ms v1.0.0 / m1.0.1 2026-09-22 05:42
Llama 3.3 70B · reading

AI-generated essays are penalized in admissions, but improve writing quality.

evidence: primary horizon: n/a
GPT-4.1 mini · reading

The widespread use of AI-generated essays in admissions signals a societal shift in educational practices. While it improves essay quality, the penalty for AI use reflects challenges in fair evaluation and policy adaptation. This results in mixed implications: enhanced access to writing tools but potentially unfair admissions outcomes and policy difficulties.

evidence: primary horizon: near capability 40 societal 20 existential 0 economic 5
Claude Sonnet 5 · reading

evidence: reported horizon: n/a
Gemini 2.5 Flash · reading

The widespread use of AI in admissions essays, despite prohibitions, undermines the integrity of the application process. While AI improves writing quality, it leads to a penalty for applicants and raises concerns about the fairness of evaluation in a post-AI era.

evidence: reported horizon: n/a
Mistral Small 3.1 24B · reading

AI-generated essays are widespread and penalized. This creates inequity in admissions. Admissions practices may need to change.

evidence: primary horizon: n/a existential 0

Evidence extracted

The chain
SOURCE     arXiv cs.CY (Computers and Society) (tier 1)
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DOCUMENT   52a2e1ff-6472-483d-92c7-0365be4daf98
           https://arxiv.org/abs/2609.22549
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EVIDENCE   2 extracted excerpts
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MODEL RUN  5 runs, methodology 1.0.1
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SCORE      -39  (Adverse)
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CONFIDENCE 79%