Praxical teacher-AI grading teaming decreased grading time by 44% and increased accuracy by 6% versus manual grading¶
Claim · All claims
Evidence · 1 study · reviewr2·q2
Currency · newest study 2025 · not yet checked against its sources · not reviewed by a person
Subclaims¶
Reading the evidence codes
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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? In one reviewed study, praxical teacher-AI teaming in grading decreased grading time by 44% and increased grading accuracy by 6% compared to manual grading. → Mutlu Cukurova 2025
Evidence¶
Mutlu Cukurova 2025¶
Mutlu Cukurova, Wannapon Suraworachet, Qi Zhou, and Sahan Bulathwela. (2025). Towards Synergistic Teacher-AI Interactions with Generative Artificial Intelligence. https://arxiv.org/abs/2511.19580 doi:10.48550/arxiv.2511.19580
q2 · i? · review · r2
The review reports this secondhand, citing Liu et al.'s study of praxical teacher-AI teaming in grading students' assignments; teachers also qualitatively reported more enjoyable, easier and faster operations. No effect size is printed.
"The quantitative results suggest that the praxical approach can decrease grading time by 44% and increase grading accuracy by 6% in comparison to manual grading."
Discussion¶
Related Claims¶
- AI-supported co-produced feedback achieved comparable quality and statistically significant learning gains with reduced production time and workload — related
- Systematic review finds operational teaming most common (62.5%) and no empirical evidence of synergistic teacher-AI teaming — related
- Benchmarking shows NLP-based automated essay scoring achieves grading times up to 80% faster than human graders while maintaining comparable accuracy — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
praxical-grading-time-accuracy-gains |
title |
Praxical teacher-AI grading teaming decreased grading time by 44% and increased accuracy by 6% versus manual grading |
description |
Praxical teacher-AI grading teaming decreased grading time by 44% and increased accuracy by 6% versus manual grading |
status |
review |
evidence_strength |
weak |
newest_evidence |
2025 |
generated |
by process:wiki-ingest on 2026-10-11 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — mutlu-cukurova-2025 |
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