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arXiv releases research paper on characteristics of prediction market contract listings

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Ahmed Mahrous and Roberto Di Pietro published a prediction market research paper accepted by ICAIF 2026. Based on 802,863 settled markets on Polymarket from January 2023 to May 2026, the study uses only titles, descriptions, designated adjudication sources, and contract metadata available at contract launch to predict lifetime trading volume and subsequent settlement dispute risk. The study achieved an out-of-sample R² of 0.747 for log trading volume; the model predicting whether market trading volume reaches $1,000 had an AUC of 0.940 in contemporaneous evaluation, which dropped to 0.577 when trained on past quarters and tested on subsequent quarters in chronological order; the base incidence of settlement disputes was only 0.31%, and the model's average precision was 0.012, insufficient to support case-by-case prediction.

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22 Oct
  1. arXiv q-fin
    arXiv Paper: Prediction Market Contract Launch Information Can Predict Trading Volume and Dispute Risk

    The paper uses 802,863 settled markets on the Polymarket platform from January 2023 to May 2026, predicting market lifetime trading volume and subsequent settlement disputes solely based on title, description, designated resolution source, and contract metadata available at launch.

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