round number anchoring
What it checks
Stocks bounce off round-dollar prices — $50, $100, etc. — because traders cluster orders there. Fade approaches; ride bounces.
Mechanism
Bhattacharya-Holden-Jacobsen 2012 RFS document significant trade-price clustering at round-number levels and mean-reversion when prices approach a round from a single direction. Psychological anchoring: round numbers are mental support/resistance, so order-book depth thickens there. Effect: ~4-7 bp 5-day reversal after price closes within $0.05 of a whole dollar on stocks priced under $100.
Production data
4 champions · refreshed 2026-05-16Signal rule
Bounce-from-above long / reject-from-below short within proximity band (0.5-2.0% of nearest round) after 3 days directional pressure.
Data dependencies
daily_pricesAdjusted-close OHLCV for every US-listed ticker; primary price feed.
Expected edge
- Paper alpha
- 4-7 bp 5-day reversal; 2-3% ann. small/mid
- Paper window
- 2003-2010
Bhattacharya 2012: 4-7 bp 5-day reversal; ~2-3% ann. trading premium on small/mid-caps.
Related families
short term reversalMean-ReversionStocks that fell sharply over the last 3-10 days tend to bounce in the following 3 days. We z-score recent N-day returns against a 60-day baseline; a z ≤ -1.5 to -2.5 triggers a 3-bar long entry. This is the textbook Jegadeesh (1990) short-horizon reversal — the inverse of medium-term momentum and a proxy for liquidity-provision premiums.
lottery maxMean-ReversionHigh recent maximum daily returns predict underperformance (Bali-Cakici-Whitelaw 2011) — used as a fade signal: stay flat or short when the rolling 1- or 3-month max daily return is in the top 10-20% of own history. Two variants per lookback: flat_when_lottery (zero exposure during the lottery regime) and short_when_lottery (active short capturing the full underperformance).
gap playMean-ReversionTwo well-documented overnight-gap edges. GAP-AND-GO (continuation): a large overnight gap UP on confirming volume extends intraday and over the next few sessions — strongest when the gap follows a 20-day-high consolidation breakout. GAP FADE (mean reversion): a large gap DOWN on heavy volume into an oversold tape (close < 20d MA, low RSI) tends to fill within 3-5 sessions; we long the bounce, not short the gap-down. Pure-price family, only needs OHLC.
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