Real-World & Alternative DataExtended setExperimentalNew

Stocktwits Message Velocity

Updated dailyData needs: lowshort only
JF
2004
Journal of Finance
Antweiler-Frank 2004 JF.
Read the paper →

In plain terms

When stock message-board chatter spikes on a name already declining, we short it for the next 1-2 weeks because the noise tends to fade.

How it works

Message-board volume spikes (not sentiment) predict negative next-day returns. Retail attention gets faded by informed liquidity providers.

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.

  • Stocktwits daily

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

Expected edge

Reported return
-5 bps next-day per s.d.
Tested over
1999-2001 (Antweiler-Frank Yahoo Finance)

~5 bps negative next-day per s.d. of log-message-count (Antweiler-Frank 2004).

Related families

Explore Stocktwits Message Velocity 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