Text-NLP#56tier 1live in production

transcript exec uncertainty

cadence: Dailydata: mediumshort only

Mechanism

Loughran-McDonald 2011, Demers et al. 2021 (Frontiers in AI): the uncertainty/weak-modal word rate within EXECUTIVE turns (not the full transcript) is a sharper bearish signal than overall transcript sentiment. The CEO/CFO speech is filtered by speaker regex (chief executive, chief financial, ceo, cfo, president,

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.

Expected edge

See referenced paper for original effect size; modern out-of-sample replication may be weaker.

Illustrative pattern only

NOT a backtest

Illustrative pattern only — see /app for live backtests and the actual current equity curve.

Explore transcript exec uncertainty on alphactor.ai

See which tickers this family is currently firing on, with live signals and rankings.

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