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Transcript Cfo Qa Defensiveness

Updated eventData needs: mediumlong onlyshort onlylong short
JAR
2021
J. of Accounting Research
Gow, Larcker & Zakolyukina (2021) *Journal of Accounting Research*: "Non-Answers and Deception in CFO Communication." CFOs whose Q&A answers swing sharply in tone within a single call are more likely defending weak fundamentals.
Citation only, paper link pending.

In plain terms

Specifically measures the CFO's tone swings during the analyst Q&A portion. When the CFO oscillates between positive boilerplate and defensive clarifications, expect a forward miss.

How it works

When a CFO oscillates between positive boilerplate and negative-tone clarifications during analyst Q&A (high cfo_qa_dispersion in FinBERT scores), they are typically defending weak fundamentals — predicting negative 60-90 day drift independent of the miss/beat itself. The signal isolates *defensive non-answers*: sentence-level CFO tone variance during the Q&A section, z-scored against the firm's own call history.

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.

  • Transcript finbert scores

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

Expected edge

Tested over
2003-2018

Predicts negative 60-90 day drift independent of the print's miss/beat, with effect strongest on guidance-miss quarters.

Related families

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