Equilibrium Data Mining and Data Abundance

ABSTRACT We study theoretically how the proliferation of new data (“data abundance”) affects the allocation of capital between quantitative and nonquantitative asset managers (“data miners” and “experts”), their performance, and price informativeness. Data miners search for predictors of asset payoffs and select those with a sufficiently high precision. Data abundance raises the precision of the best predictors, but it can induce data miners to search less intensively for high‐precision signals. In this case, their performance becomes more dispersed and they receive less capital. Nevertheless, data abundance always raises price informativeness and can therefore reduce asset managers' average performance.

Authors

Publication Details

Journal
The Journal of Finance
Published
2024-10-27
DOI
https://doi.org/10.1111/jofi.13397
Citations
12
Primary Topic
Complex Systems and Time Series Analysis
Type
article
Field-Weighted Citation Impact
9.03

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article

Equilibrium Data Mining and Data Abundance

Jérôme Dugast, Thierry Foucault
12 citations
The Journal of Finance
Complex Systems and Time Series Analysis
9.03
article

Equilibrium Data Mining and Data Abundance

Jérôme Dugast, Thierry Foucault
article en
12 citations

Abstract

ABSTRACT We study theoretically how the proliferation of new data (“data abundance”) affects the allocation of capital between quantitative and nonquantitative asset managers (“data miners” and “experts”), their performance, and price informativeness. Data miners search for predictors of asset payoffs and select those with a sufficiently high precision. Data abundance raises the precision of the best predictors, but it can induce data miners to search less intensively for high‐precision signals. In this case, their performance becomes more dispersed and they receive less capital. Nevertheless, data abundance always raises price informativeness and can therefore reduce asset managers' average performance.

The Journal of FinanceVol. 80(1)
European Commission
Decent work and economic growth
Openalex Percentile: Top 3%
Complex Systems and Time Series Analysis
9.03
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