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Transcript Tone X Short Interest

Updated dailyData needs: mediumshort only
RFS
2023
Review of Financial Studies
Cookson, Engelberg & Mullins (2023) *RFS*: "Echo Chambers" + Jiang-Li
Citation only, paper link pending.

In plain terms

Negative tone shift on the call PLUS rising short-volume in the following days = continued downside over 20 days. Tone confirmed by flow.

How it works

Cookson, Engelberg & Mullins (2023) RFS "Echo Chambers" + Jiang-Li (2024). Compound signal: a negative tone shift on the earnings call followed by rising FINRA short-volume in the next 5 days predicts continued downside over a 20-day hold. The cross-table version adds ~30% to plain transcript-tone alpha because short-flow corroborates the negative narrative — the market is acting on it, not just reading it. Reported Sharpe 1.4; orthogonal to PEAD. SHORT only.

No live results for this strategy yet. Charts appear once it has earned a top spot on at least one stock, either on its own or as part of a blend of several strategies.
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Data dependencies

  • Daily prices

    Adjusted-close OHLCV for every US-listed ticker; primary price feed.

  • Earnings call transcripts

    Full earnings-call transcripts (prepared + Q&A), tokenised.

  • Short volume

    A data feed this strategy reads, refreshed on its normal schedule.

Expected edge

Reported Sharpe
1.4 (Cookson-Engelberg-Mullins 2023)
Tested over
2010-2021

The cross-table version adds ~30% to plain transcript-tone alpha because short-flow corroborates the negative narrative — the market is acting on it, not just reading it.

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For informational and educational purposes only. Not financial advice. Learn more