DV-PMI · Market efficiency
Market Efficiency Trend
Updated 2026-06-15
As of 2026-06-15, the active-retail Prelec fit's R² stood at 0.997 with a 52-week rolling z-score of +1.02. Higher R² means a smooth, predictable distortion curve; lower R² means the week's mispricing is dominated by idiosyncratic shocks rather than a stable behavioral signature. The 13-week moving average is 0.938.
Light line: weekly R². Bold line: 13-week moving average. Higher = the Prelec model explains the week's calibration gap more cleanly.
R² by wallet class (latest week)
| Wallet class | R² |
|---|---|
| Algorithmic | 0.999 |
| Active Retail | 0.997 |
| Sophisticated | 0.987 |
| Casual | 0.993 |
| One-Shot | 0.991 |
Methodology
Each week, for each wallet class, we fit a one-parameter Prelec weighting function to that class's pooled price-vs-realized-frequency scatter. The R² captures how well a single behavioral parameter describes that week's calibration gap. Higher values indicate a smooth, predictable distortion curve; lower values indicate that the week's mispricing is dominated by idiosyncratic shocks rather than a stable behavioral signature.
The headline index uses the active-retail R² because active retail is the largest human wallet cohort and most closely represents how well human beliefs price the market. The algorithmic R² is shown for comparison but can be noisy because algorithmic trading is more strategic than belief-driven.
Data
efficiency_history.csv · efficiency_latest.json · efficiency_timeseries.json
Cite this index
@misc{dellavedova2026efficiency,
title = {Market Efficiency Trend},
author = {Della Vedova, Joshua},
year = {2026},
url = {https://jdellavedova.com/efficiency}
}