Aggregate X-Sentiment and ETF Returns

The paper extends firm-specific evidence to the aggregate level by examining whether well-diversified portfolios respond to sentiment extracted from posts on the social media platform – X. Firm-specific X sentiment could be related to the covariance structure of returns, or it could be a priced characteristic. To distinguish between these two hypotheses, we construct two aggregate X-sentiment measures: an X-sentiment factor mimicking portfolio and an aggregate excess X-sentiment index of all stocks included in the S&P 500 index. Our evidence indicates that the factor mimicking portfolio is related to the covariance structure of returns through its ability to mimic a mispricing factor.

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Publication Details

Journal
Journal of Behavioral Finance
Published
2026-06-27
DOI
https://doi.org/10.1080/15427560.2026.2690921
Primary Topic
Financial Markets and Investment Strategies
Type
article
Field-Weighted Citation Impact
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article

Aggregate X-Sentiment and ETF Returns

Padma Kadiyala
Journal of Behavioral Finance
Financial Markets and Investment Strategies
article

Aggregate X-Sentiment and ETF Returns

Padma Kadiyala
article en

Abstract

The paper extends firm-specific evidence to the aggregate level by examining whether well-diversified portfolios respond to sentiment extracted from posts on the social media platform – X. Firm-specific X sentiment could be related to the covariance structure of returns, or it could be a priced characteristic. To distinguish between these two hypotheses, we construct two aggregate X-sentiment measures: an X-sentiment factor mimicking portfolio and an aggregate excess X-sentiment index of all stocks included in the S&P 500 index. Our evidence indicates that the factor mimicking portfolio is related to the covariance structure of returns through its ability to mimic a mispricing factor.

Journal of Behavioral Finance
Pace University (US)
Openalex Percentile: Top 5%
Financial Markets and Investment Strategies
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