AI Soccer Analyst: Stage-Aware and Verifiable Human-AI Collaboration for Soccer Data Analysis
3.40T1 sourcearXiv cs.HC
Source record
Published by arXiv cs.HC (T1 source). The original is at https://arxiv.org/abs/2609.11224.
Pipeline notes
The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.
SummaryResearch paper presenting AI Soccer Analyst, a mixed-initiative system with six revisable stages (Data Understanding, Problem Definition, Structured Planning, Execution, Evidence-Grounded Reporting, Interaction/Refinement). A formative study with 5 analysts and task-based evaluation with 16 participants tested verifiability, human control, and inspectability; 33 of 48 tasks met completion criteria.
Why it mattersDocuments a stage-aware collaboration pattern with empirical evaluation, offering a concrete model for keeping domain experts in control of AI-assisted analysis. The revisable-stage structure generalizes beyond sports.
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