温度对照
Research note · Earnings markets

Why Can Prediction Markets Be Informative?

Prediction-market prices aggregate the beliefs of financially incentivized participants and update as new information arrives.

Evidence from earnings markets

Polymarket probabilities were better calibrated than the analyst benchmark and contained additional predictive information.

469firm-quarter observations
78.5%Polymarket accuracy
43.7%analyst benchmark accuracy
0.159vs0.360Brier Score · lower is better

Much of the measured advantage over analysts comes from analyst probability miscalibration relative to the base rate.

Financial Incentives

Participants have a reason to act on what they know.

Continuous Updating

Prices move when new evidence reaches the market.

Wisdom of Crowds

Independent judgments can offset individual errors.

Distributed Information

Different traders bring different pieces of the picture.

A small specialist core and a broad, diverse participant base can combine different pieces of information in one price.

Source Beating the Earnings Game: Why Do Prediction Markets Outperform Professional Analysts?
温度对照

纽约 · 拉瓜迪亚机场 · 2026 年 8 月

市场最看好的温度,
后来猜对了吗?

每天挑出市场最看好的温度,再和当天实际最高气温放在一起看。

实际气温市场预测值
—天落在最高报价区间 共 12 天 · 历史快照
DAILY COMPARISON

预测与结果

线段越短,两者越接近

Yes 价格代表市场价格,不代表人数。NOAA 日最高与市场结算来源可能存在口径差异。

温度对照

市场猜的温度 v.s.
天气最后给的答案

把市场预测的温度区间与最终实测值放在同一条时间轴上,逐日查看预测分布和偏差。

NOAA 快照 · 市场历史价

纽约拉瓜迪亚机场 · 最高气温

2026 年 8 月 17-28 日 / 华氏度 °F / 市场价取当地当日 00:00 前最近报价

实际气温值(NOAA) 市场预测值(历史价最高区间)

比较当日市场最高报价区间与 NOAA 日最高气温。

当前日期8 月 17 日
实际气温值 NOAA 实测80°F
与 NOAA 日最高对照—

市场结算来源与 NOAA 日最高可能不同。