Leverage scales market-price manipulation linearly while shifting outcome-manipulation thresholds and multiplying informed-trading rents in three distinct ways, calling for re-allocated regulatory attack surfaces rather than net reduction.
Price as Focal Point: Prediction Markets,Conditional Reflexivity, and the Politics of Common Knowledge
4 Pith papers cite this work. Polarity classification is still indexing.
abstract
Prediction markets are widely treated as forecasting devices that reveal collective expectations about uncertain futures. This article argues that under specifiable conditions they also function as coordination mechanisms: public probabilities that organize the behavior of voters, donors, journalists, traders, and institutions in ways that can be self-fulfilling or self-defeating. Most existing work asks whether prediction markets forecast accurately; this paper asks whether accurate forecasting is even the right criterion for a market that has become a public coordination device. Drawing on transaction-level evidence from the 2024 U.S. presidential election, we show that the social force of a market signal depends less on its size than on its persistence, the breadth of responding trader types, and cross-platform consensus. We introduce a Signal Credibility Index (SCI) -- combining the variance ratio VR(6), a two-sidedness diagnostic, and a trader-concentration adjustment -- as a microstructure-grounded criterion for predicting when price moves acquire behavioral traction. Applied to three major 2024 political shocks, the framework reveals that superficially similar events generated qualitatively distinct signal types with different implications for elite coordination. A cross-platform comparison establishes a systematic decoupling of social authority from epistemic robustness: the most visible market produced the least accurate forecasts. The framework carries direct implications for regulating prediction markets as democratic information infrastructure.
years
2026 4representative citing papers
Foresight Arena is an on-chain benchmark using Brier and novel Alpha scores to evaluate AI forecasting agents on live prediction markets via Polygon smart contracts.
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The Signal Credibility Index (SCI) is a microstructure diagnostic that measures signal credibility in prediction markets via persistence ratio on logit prices and flow-based concentration, with weighted and time-varying forms validated in Monte Carlo simulations.
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