The January effect on IWM: small caps trailed an ordinary hold in 15 of 25 Januaries
The oldest calendar claim about small stocks, tested as one fixed month on the small-cap ETF and set against SPY and QQQ.
Small stocks were once said to do their best work in January. On the small-cap ETF IWM from 2001 to 2025, January trailed an ordinary same-length hold by 0.99 percentage points a year on average, and beat it in only 10 of 25 years. The average January lost money outright, −0.18% gross against +0.81% for a typical hold of the same length. Removing the worst year, 2009, still leaves −0.48 pp. Nor did IWM beat SPY's own January: on the same 25 years its January return trailed by 0.18 pp on average. These are gross historical figures for one ETF and one window, not the original studies' design.
The January effect, tested on IWM
The January effect is one of the oldest calendar claims in finance. Rozeff and Kinney (1976) found that an equal-weighted index of New York Stock Exchange shares earned far more in January than in other months, over 1904–1974. Keim (1983) traced much of the extra return of small companies to January, and to its first few trading days in particular. Since then the claim has usually been repeated in its small-cap form: small stocks do best at the turn of the year.
This page tests one fixed, tradeable version of it on IWM, the ETF that tracks the Russell 2000 small-cap index, and compares each year with holding IWM itself.
IWM began trading in May 2000, so its first January is 2001. Each trade is compared with an ordinary IWM hold of exactly the same number of sessions, averaged over the history before the research cutoff.
How this differs from the original studies: they measured indexes of individual stocks, often close to close, and often small stocks against large ones; the strongest days were the first few of January. This page measures one ETF, open to open, over the whole month, against its own ordinary exposure. A negative result here does not refute every version of the claim.
The average January lost money; an ordinary month made it
IWM rose in 10 of 25 Januaries. The average January returned −0.18%; an ordinary IWM hold of the same length averaged +0.81%. So the rule trailed ordinary exposure, and because its own average was below zero, it also trailed simply staying out of the market for the month.
January's average trade was below zero and below an ordinary hold.
−0.1791% − 0.8064% = −0.9855 percentage points per January
Every January that beat holding also made money, and every one that made money beat holding: the 10 good years and the profitable years are the same years.
10 Januaries above holding, 15 below
The years January beat holding were 2001, 2004, 2006, 2007, 2012, 2013, 2018, 2019, 2021 and 2023. The best, 2019, returned +13.00%, +12.16 pp above holding. The worst, 2009, returned −12.24%, −13.04 pp against holding.
More orange than blue, spread across the whole period.
The median January trailed holding by 1.43 percentage points, more than the average did. A few large good years, 2006, 2019 and 2023, hold the average up; the typical year was weaker than it.
Larger wins, but more losing years
The negative average is not a story of large losses. IWM's 10 rising Januaries gained more on average, +5.73%, than its 15 falling ones lost, −4.12%. What put the average below zero is that losing Januaries came more often. Against holding, the years above and below were the same size on average, +4.92 pp and −4.92 pp, and there were more of the second.
| Measure | Pos / neg | Avg positive | Avg negative | Payoff | Sum ratio |
|---|---|---|---|---|---|
| Gross trade returns | 10 / 15 | +5.73% | −4.12% | 1.39× | 0.93× |
| Excess versus holding | 10 / 15 | +4.92 pp | −4.92 pp | 1.00× | 0.67× |
Payoff = mean positive ÷ absolute mean negative. Sum ratio = sum of positives ÷ absolute sum of negatives; for gross returns that is a profit factor only under an equal starting amount in every trade, not a cash account. For excess it is a descriptive ratio against an average benchmark, not the result of a hedged trade.
Below holding in both halves, and without its worst year
A claim that once held and then faded would show a strong early period. This one does not, within IWM's history: the first 12 Januaries (2001–2012) averaged −1.41 pp and the last 13 (2013–2025) −0.59 pp. The four to 2025 averaged −1.90 pp, and 10 of the 22 overlapping four-year windows averaged above zero.
The check most generous to the rule is to remove its worst year. 2009, in the middle of the financial crisis, trailed holding by 13.04 percentage points. Without it the other 24 Januaries still averaged −0.48 pp.
Every summary stays below holding.
The original findings come from decades before IWM existed, so whether January once worked for small stocks is a question this ETF's history cannot answer.
SPY and QQQ trailed their own holds in January too, and IWM did not beat SPY. See the three on the same years.
Large caps trailed holding in January too
On the 25 Januaries all three ETFs share, 2001–2025, each against its own matched hold:
| ETF | Mean return | Matched hold | Mean excess | Median excess | Years beating |
|---|---|---|---|---|---|
| IWM | −0.18% | +0.81% | −0.99 pp | −1.43 pp | 10 / 25 |
| SPY | 0.00% | +0.75% | −0.75 pp | −0.18 pp | 12 / 25 |
| QQQ | +0.70% | +0.95% | −0.25 pp | +0.06 pp | 13 / 25 |
All three averages are below holding. SPY's January returned −0.002% on average, close to zero, and trailed its hold by 0.75 percentage points. QQQ came nearest: −0.25 pp on average, with a median year just above holding, +0.06 pp, so its typical January was roughly an ordinary month and a few weak ones set the average.
The small-cap version of the claim compares small stocks with large ones directly. Set IWM's January return against SPY's in the same year and IWM was ahead in 11 of 25 years, and behind by 0.18 pp on average. That is a plain difference of two gross returns, not a hedged position and not a risk-adjusted comparison: the two ETFs have different volatility, so a small-cap premium cannot be read from it either way.
Every shared year, all three ETFs
| Year | IWM | SPY | QQQ | IWM − SPY return |
|---|---|---|---|---|
| 2001 | +4.65 pp | +3.09 pp | +9.25 pp | +1.62 pp |
| 2002 | −1.59 pp | −2.53 pp | −2.70 pp | +1.00 pp |
| 2003 | −3.58 pp | −3.82 pp | −1.79 pp | +0.30 pp |
| 2004 | +3.41 pp | +1.02 pp | +0.54 pp | +2.45 pp |
| 2005 | −5.36 pp | −3.46 pp | −7.37 pp | −1.84 pp |
| 2006 | +7.21 pp | +1.36 pp | +1.75 pp | +5.90 pp |
| 2007 | +0.53 pp | +0.60 pp | +0.93 pp | −0.01 pp |
| 2008 | −7.20 pp | −6.64 pp | −12.20 pp | −0.51 pp |
| 2009 | −13.04 pp | −10.55 pp | −4.26 pp | −2.44 pp |
| 2010 | −5.34 pp | −4.46 pp | −8.25 pp | −0.83 pp |
| 2011 | −1.25 pp | +1.43 pp | +1.72 pp | −2.63 pp |
| 2012 | +4.60 pp | +2.81 pp | +5.99 pp | +1.85 pp |
| 2013 | +3.36 pp | +3.04 pp | −0.01 pp | +0.37 pp |
| 2014 | −3.63 pp | −4.04 pp | −2.59 pp | +0.47 pp |
| 2015 | −4.09 pp | −3.80 pp | −3.28 pp | −0.22 pp |
| 2016 | −8.41 pp | −4.67 pp | −6.20 pp | −3.69 pp |
| 2017 | −0.99 pp | +0.37 pp | +4.19 pp | −1.30 pp |
| 2018 | +0.82 pp | +4.17 pp | +6.39 pp | −3.29 pp |
| 2019 | +12.16 pp | +9.05 pp | +9.84 pp | +3.17 pp |
| 2020 | −3.92 pp | −0.83 pp | +1.70 pp | −3.02 pp |
| 2021 | +4.62 pp | −1.12 pp | +0.06 pp | +5.80 pp |
| 2022 | −10.65 pp | −6.12 pp | −9.61 pp | −4.48 pp |
| 2023 | +7.88 pp | +4.68 pp | +8.65 pp | +3.25 pp |
| 2024 | −3.39 pp | +1.87 pp | +2.21 pp | −5.19 pp |
| 2025 | −1.43 pp | −0.18 pp | −1.10 pp | −1.19 pp |
After the research cutoff, and what comes next
The history above stops at 31 December 2025. Trades completed since then are kept apart from it and listed here as they close, with the rule's next dates. They are not a forecast made in advance: the cutoff marks where the research data ends, not a date when this rule was chosen and recorded.
: 2026, out of sample
Every trade that closed after 2025-12-31, through 2026-10-19. None of them reached a figure above: this is the rule on prices it was not measured on. Gross, at the open.
Trades closed
1
1 of 1 up
Return, summed
+4.38%
Excess, summed
+3.59%
over holding IWM the same length
Position now
None
| Entry | Exit | Return | Excess | |
|---|---|---|---|---|
| 2026-01-02 | 2026-02-02 | +4.38% | +0.80% | +3.59% |
Next trades
- Enter at the open of Jan 4, 2027, exit at the open of Feb 1, 2027
- Enter at the open of Jan 3, 2028, exit at the open of Feb 1, 2028
Every IWM January, open to inspection
All 25 trades, including the 10 that beat holding. The holding column changes with the window's length.
All trades · 2001–2025
| Year | Entry open | Exit open | Return | Matched hold | Excess |
|---|---|---|---|---|---|
| 2001 | 2001-01-02 | 2001-02-01 | +5.48% | +0.835% | +4.65 pp |
| 2002 | 2002-01-02 | 2002-02-01 | −0.75% | +0.835% | −1.59 pp |
| 2003 | 2003-01-02 | 2003-02-03 | −2.75% | +0.835% | −3.58 pp |
| 2004 | 2004-01-02 | 2004-02-02 | +4.20% | +0.795% | +3.41 pp |
| 2005 | 2005-01-03 | 2005-02-01 | −4.56% | +0.795% | −5.36 pp |
| 2006 | 2006-01-03 | 2006-02-01 | +8.00% | +0.795% | +7.21 pp |
| 2007 | 2007-01-03 | 2007-02-01 | +1.32% | +0.795% | +0.53 pp |
| 2008 | 2008-01-02 | 2008-02-01 | −6.37% | +0.835% | −7.20 pp |
| 2009 | 2009-01-02 | 2009-02-02 | −12.24% | +0.795% | −13.04 pp |
| 2010 | 2010-01-04 | 2010-02-01 | −4.58% | +0.757% | −5.34 pp |
| 2011 | 2011-01-03 | 2011-02-01 | −0.46% | +0.795% | −1.25 pp |
| 2012 | 2012-01-03 | 2012-02-01 | +5.39% | +0.795% | +4.60 pp |
| 2013 | 2013-01-02 | 2013-02-01 | +4.19% | +0.835% | +3.36 pp |
| 2014 | 2014-01-02 | 2014-02-03 | −2.80% | +0.835% | −3.63 pp |
| 2015 | 2015-01-02 | 2015-02-02 | −3.29% | +0.795% | −4.09 pp |
| 2016 | 2016-01-04 | 2016-02-01 | −7.66% | +0.757% | −8.41 pp |
| 2017 | 2017-01-03 | 2017-02-01 | −0.20% | +0.795% | −0.99 pp |
| 2018 | 2018-01-02 | 2018-02-01 | +1.65% | +0.835% | +0.82 pp |
| 2019 | 2019-01-02 | 2019-02-01 | +13.00% | +0.835% | +12.16 pp |
| 2020 | 2020-01-02 | 2020-02-03 | −3.08% | +0.835% | −3.92 pp |
| 2021 | 2021-01-04 | 2021-02-01 | +5.38% | +0.757% | +4.62 pp |
| 2022 | 2022-01-03 | 2022-02-01 | −9.86% | +0.795% | −10.65 pp |
| 2023 | 2023-01-03 | 2023-02-01 | +8.67% | +0.795% | +7.88 pp |
| 2024 | 2024-01-02 | 2024-02-01 | −2.55% | +0.835% | −3.39 pp |
| 2025 | 2025-01-02 | 2025-02-03 | −0.64% | +0.795% | −1.43 pp |
What this result cannot tell you
25 annual trades is a short record. The excess is measured against an average of historical holds, so it is not a risk-adjusted return. No significance test is supplied with this evidence. The test differs from the original studies in instrument, window and price convention, so it shows how one tradeable version of the claim fared, not whether every version is wrong.
A below-holding average does not make the opposite a tested strategy: going short IWM in January, or staying out of the market, would need its own evaluation. All figures are gross of costs. Path risk is not measured: open-to-open returns over a month do not show how far a January fell along the way. The cause of any calendar pattern is not identified here; tax-year selling and year-end portfolio changes are explanations offered for the original effect, and nothing here tests them.
A sharper question
The original findings put the effect in the first few trading days of January, and in small stocks against large ones. A fixed window of a few sessions from the year's first open, on IWM, would test that part directly. It is a different rule, and its result would need to be read on its own evidence, not borrowed from this page.
Open the January rule in Check
Check runs this exact month on IWM with every trade, and lets you try a shorter window at the start of January, another symbol or another month.
Open the January rule in CheckNeeds a SeasonalEdge account; signing in returns you to this rule.
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Sources and research notes
- Evidence: SeasonalEdge MCP
check_rule, retrieved 2026-10-20 (query: IWM, SPY, QQQ; MOY; January; long), saved unchanged. - Rule IDs: IWM
868536d309224adc; SPY0aa9961aff771302; QQQ9b8fa9a683c81dcf. Evaluator runscan_20261004T193904Z; research cutoff 31 December 2025; prices through 16 October 2026. - Derived figures: the payoff table, the without-worst-year average, the shared-year summaries and the IWM-minus-SPY return differences are computed from the evaluator's trades; every other figure is an evaluator field.
- The claim: M. S. Rozeff and W. R. Kinney, “Capital market seasonality: the case of stock returns” (1976); D. B. Keim, “Size-related anomalies and stock return seasonality: further empirical evidence”, Journal of Financial Economics 12 (1983). Summarised here, not replicated.
- Definitions: How SeasonalEdge research is computed and the glossary. All research.
January is tested as a fixed, widely discussed calendar question, not picked from a scan.
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