Scaffolding GenAI Use in Ethical Essay Writing: A Three-Year Experience Report in Introductory Computing
Source note: Preprints on societal impact.
arXiv:2611.08431v1 Announce Type: new Abstract: As society, ethics, and professional practice become increasingly integrated across the computer science curriculum, technical courses need practical ways to support ethical reasoning. Ethical essay assignments offer one approach, but little is known about how students use GenAI when writing such essays. This experience report examines GenAI use across three years of ethical essay assignments in a large first-year computer systems course. Across six post-essay surveys from 2024 to 2026, we analyzed 1,894 responses, linked survey data with essay grades in 2025 and 2026, and introduced a scaffolded responsible-use workflow in 2026. Under voluntary-use policies, AI adoption remained steady at around two-thirds of students, rising above 90% when use was scaffolded. Students reported mainly using AI for help with grammar and style, while tool use diversified beyond ChatGPT in 2026. Grade-linked analyses showed that AI use did not independently predict essay quality, while marker evaluations indicated high levels of critical engagement when use was scaffolded. Overall, GenAI's pedagogical value appears to depend on how assessment design guides students to evaluate and critically engage with AI-generated suggestions.
Every model that read this
| Model | Provider | Stage | Score | Conf. | Latency | Prompt | When |
|---|---|---|---|---|---|---|---|
| Llama 3.3 70B | Meta | analysis | +50 | 80% | 4053ms | v1.0.0 / m1.0.1 | 2026-11-06 05:41 |
| GPT-4.1 mini | OpenAI | consensus | +30 | 80% | 2182ms | v1.0.0 / m1.0.1 | 2026-11-06 05:44 |
| Claude Sonnet 5 | Anthropic | consensus | -100 | 60% | 7875ms | v1.0.0 / m1.0.1 | 2026-11-06 05:44 |
| Gemini 2.5 Flash | consensus | +10 | 5% | 2357ms | v1.0.0 / m1.0.1 | 2026-11-06 05:44 | |
| Mistral Small 3.1 24B | Mistral AI | consensus | +15 | 90% | 5086ms | v1.0.0 / m1.0.1 | 2026-11-06 05:44 |
GenAI use in essay writing may undermine critical thinking. Students mainly used AI for grammar and style, not critical engagement.
The study shows GenAI aids students in ethical essay writing without reducing quality and may enhance critical engagement when use is guided. This supports educational enhancement but also indicates dependency risks if scaffolded support is absent. Effects depend on implementation, so the impact is cautiously positive.
This is a modest, well-documented classroom study showing that thoughtful assessment design can let AI adoption rise without hurting essay quality and with more critical engagement. It is a narrow, single-course finding, not a broad societal claim, so the positive implication is real but limited in scope.
This paper presents an experience report on GenAI use in ethical essay writing. It finds that guided AI use (scaffolding) encourages higher adoption rates and critical engagement without negatively impacting essay quality. The implication is mildly optimistic regarding AI's potential as a learning aid, provided appropriate pedagogical strategies are implemented.
The study found that GenAI can be integrated into educational settings to enhance ethical reasoning. Scaffolded use of GenAI in essay writing led to high levels of critical engagement and did not negatively impact essay quality.
Evidence extracted
- GenAI use remained steady at around two-thirds of students
- AI use did not independently predict essay quality
SOURCE arXiv cs.CY (Computers and Society) (tier 1)
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DOCUMENT 2715d738-f419-4cf5-814a-025c34dcc715
https://arxiv.org/abs/2611.08431
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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 +1 (Mixed or uncertain)
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CONFIDENCE 63%