{"id":242028,"date":"2026-04-27T13:29:44","date_gmt":"2026-04-27T17:29:44","guid":{"rendered":"https:\/\/ibkrcampus.com\/campus\/?p=242028"},"modified":"2026-04-27T13:33:48","modified_gmt":"2026-04-27T17:33:48","slug":"the-skip-month-mystery-what-last-months-returns-are-really-telling-you","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/the-skip-month-mystery-what-last-months-returns-are-really-telling-you\/","title":{"rendered":"The Skip-Month Mystery: What Last Month\u2019s Returns Are Really Telling You"},"content":{"rendered":"\n<p><em>The article &#8220;The Skip-Month Mystery: What Last Month\u2019s Returns Are Really Telling You&#8221; was originally published on <a href=\"https:\/\/alphaarchitect.com\/skip-month-mystery\/\">Alpha Architect<\/a> blog. <\/em><\/p>\n\n\n\n<p><em>New research challenges a long-standing rule in momentum investing\u2014and reveals surprising insights about when to use it<\/em><\/p>\n\n\n\n<p>For decades, investors using momentum strategies have followed a simple rule: ignore last month\u2019s returns. This \u201cskip-month\u201d convention has been standard practice since the 1990s, designed to avoid short-term reversal effects where stocks that jump up one month tend to fall back the next.<\/p>\n\n\n\n<p>But what if that ignored month is actually telling you something important?<\/p>\n\n\n\n<p>Dibyam Dikhit, author of the January 2026 paper \u201c<a href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=6009657\" target=\"_blank\" rel=\"noreferrer noopener\">The Informational Role of the Most Recent Month in Industry-Level Momentum Strategies<\/a>,\u201d examined nearly 50 years of industry-level returns and found that the most recent month contains economically meaningful information\u2014not just noise to be filtered out. The findings suggest investors should think about the skip-month rule differently: not as a universal best practice, but as a conditional tool that works better in some market environments than others.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-what-dikhit-examined\">What Dikhit Examined<\/h2>\n\n\n\n<p>The study analyzed the Fama-French 48 industry portfolios from 1975 through 2024, comparing two momentum strategies with the analysis focusing on long-only momentum portfolios, in which returns are computed as the equal-weighted average of the selected industries during the holding month:<\/p>\n\n\n\n<p><strong>The 12-1 strategy (standard approach):&nbsp;<\/strong>Ranks industries based on their returns from 12 months ago through 2 months ago, explicitly excluding the most recent month. Each month, the strategy invests equally in the top 5 performing industries.<\/p>\n\n\n\n<p><strong>The 12-0 strategy (includes recent month):&nbsp;<\/strong>Ranks industries based on returns from 12 months ago through last month, including that most recent month in the calculation.<\/p>\n\n\n\n<p>Rather than simply asking which strategy performed better, the researcher dug deeper: How do returns and volatility from the prior month help predict future momentum performance? And how does including or excluding that month change the strategy\u2019s sensitivity to different market conditions?<\/p>\n\n\n\n<p>To answer these questions, the study classified each month into regimes based on whether the previous month\u2019s return was above or below its trailing average, and whether volatility was elevated or calm. This created four distinct market states:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Stable Trend<\/strong>: Above-average recent returns and below-average recent volatility<\/li>\n\n\n\n<li><strong>Overheated<\/strong>: Above-average recent returns and above-average recent volatility<\/li>\n\n\n\n<li><strong>Slow Breakdown<\/strong>: Below-average returns and below-average recent volatility<\/li>\n\n\n\n<li><strong>Stress \/ Crash<\/strong>: Below-average returns and above-average recent volatility<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-key-findings\">Key Findings<\/h2>\n\n\n\n<p><strong>1. Strong Prior-Month Returns Predict Stronger Momentum<\/strong><\/p>\n\n\n\n<p>Contrary to the conventional wisdom about short-term&nbsp;<a href=\"https:\/\/alphaarchitect.com\/how-volatility-and-turnover-affect-return-reversals\/\" target=\"_blank\" rel=\"noreferrer noopener\">reversals<\/a>, the study found that when the prior month delivered above-average returns, subsequent momentum performance was significantly stronger. This held true across both strategies, but the effect was more pronounced in the 12-1 portfolio.<\/p>\n\n\n\n<p>For the 12-1 strategy, months following strong prior-month returns generated average returns of 2.03% compared to 1.28% following weak prior months\u2014a difference of 59%. The 12-0 strategy showed the same directional pattern but with a smaller spread (1.69% versus 1.62%).<\/p>\n\n\n\n<p><strong>2. High Volatility Dampens Momentum\u2014Even When Returns Are Strong<\/strong><\/p>\n\n\n\n<p>Volatility in the prior month proved to be a powerful predictor of weaker momentum performance. When the previous month was calm (below-average volatility), both strategies thrived, delivering average returns around 1.85%. But when volatility spiked, performance deteriorated sharply for the 12-1 strategy (dropping to 1.10%) while the 12-0 strategy proved more resilient (1.33%).<\/p>\n\n\n\n<p>Interestingly, high volatility had such a dampening effect that calm months with below-average returns still outperformed turbulent months with above-average returns. This highlights volatility\u2019s critical role in momentum persistence.<\/p>\n\n\n\n<p><strong>3. The Skip-Month Rule Makes Performance More Sensitive to Market Conditions<\/strong><\/p>\n\n\n\n<p>The most striking finding is that the 12-1 and 12-0 strategies don\u2019t just perform differently\u2014they react differently to prior-month signals. The 12-1 strategy (which excludes the recent month) showed much larger performance swings across different regimes. It delivered stronger gains when conditions were favorable but suffered steeper losses when conditions deteriorated.<\/p>\n\n\n\n<p>By contrast, the 12-0 strategy (which includes the recent month) produced more stable returns across market regimes. This stability came from incorporating the most recent month\u2019s information directly into portfolio formation, which appeared to smooth out extreme reactions to prior-month conditions. In addition, the 12\u20130 portfolio slightly surpassed the 12\u20131 portfolio in the full sample.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1100\" height=\"396\" data-src=\"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2026\/04\/alpha-architect-momentum-portfolio-1100x396.png\" alt=\"The Skip-Month Mystery: What Last Month\u2019s Returns Are Really Telling You\" class=\"wp-image-242031 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2026\/04\/alpha-architect-momentum-portfolio-1100x396.png 1100w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2026\/04\/alpha-architect-momentum-portfolio-700x252.png 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2026\/04\/alpha-architect-momentum-portfolio-300x108.png 300w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2026\/04\/alpha-architect-momentum-portfolio-768x277.png 768w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2026\/04\/alpha-architect-momentum-portfolio.png 1536w\" data-sizes=\"(max-width: 1100px) 100vw, 1100px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1100px; aspect-ratio: 1100\/396;\" \/><\/figure>\n\n\n\n<p><strong>4. Market Regimes Matter: The Best and Worst Environments for Momentum<\/strong><\/p>\n\n\n\n<p>When combining return and volatility signals, clear patterns emerged:<\/p>\n\n\n\n<p><strong>Stable Trend (strong returns + low volatility):&nbsp;<\/strong>The ideal environment for momentum. The 12-1 strategy soared with 2.32% average monthly returns.<\/p>\n\n\n\n<p><strong>Stress\/Crash (weak returns + high volatility):&nbsp;<\/strong>The worst environment. The 12-1 strategy managed only 0.94% average returns, while 12-0 held up better at 1.35%.<\/p>\n\n\n\n<p><strong>Slow Breakdown and Overheated:&nbsp;<\/strong>Intermediate regimes showed moderate momentum performance.<\/p>\n\n\n\n<p>Across these joint regimes, the 12-0 strategy displayed remarkably consistent mean returns (ranging from 1.31% to 1.86%), while the 12-1 strategy swung more dramatically (0.94% to 2.32%).<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1100\" height=\"450\" data-src=\"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2026\/04\/alpha-architect-momentum-portfolio-joint-regime-1100x450.png\" alt=\"The Skip-Month Mystery: What Last Month\u2019s Returns Are Really Telling You\n\" class=\"wp-image-242034 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2026\/04\/alpha-architect-momentum-portfolio-joint-regime-1100x450.png 1100w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2026\/04\/alpha-architect-momentum-portfolio-joint-regime-700x286.png 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2026\/04\/alpha-architect-momentum-portfolio-joint-regime-300x123.png 300w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2026\/04\/alpha-architect-momentum-portfolio-joint-regime-768x314.png 768w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2026\/04\/alpha-architect-momentum-portfolio-joint-regime.png 1536w\" data-sizes=\"(max-width: 1100px) 100vw, 1100px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1100px; aspect-ratio: 1100\/450;\" \/><\/figure>\n\n\n\n<p><em>The results are hypothetical results and are NOT an indicator of future results and do NOT represent returns that any investor actually attained.&nbsp;Indexes are unmanaged and do not reflect management or trading fees, and one cannot invest directly in an index<\/em>.<\/p>\n\n\n\n<p>His findings led Dikhit to conclude:<\/p>\n\n\n\n<p>\u201cWhile the study focuses on long-only industry portfolios and does not incorporate transaction costs, leverage, or shorting, the results provide clear evidence that the most recent month carries predictive value.\u201d &nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Key Investor Takeaways<\/h2>\n\n\n\n<p><strong>1. The Skip-Month Rule Isn\u2019t One-Size-Fits-All<\/strong><\/p>\n\n\n\n<p>The conventional skip-month rule serves a purpose, but it\u2019s not universally optimal. The research suggests a conditional approach: consider using the 12-1 strategy (excluding the recent month) when the prior month showed strong performance, as this amplifies momentum continuation. But when the prior month was weak, the 12-0 strategy (including the recent month) may be preferable, as it stabilizes returns and reduces downside exposure.<\/p>\n\n\n\n<p><strong>2. Pay Attention to Recent Volatility, Not Just Returns<\/strong><\/p>\n\n\n\n<p>Volatility in the most recent month proved to be as important as\u2014if not more important than\u2014the direction of returns. High volatility consistently predicted weaker momentum performance, even when returns were positive. Investors should monitor not just whether the market is up or down, but how bumpy the ride has been.<\/p>\n\n\n\n<p><strong>3. Momentum Works Best in Stable Uptrends<\/strong><\/p>\n\n\n\n<p>The Stable Trend regime\u2014characterized by strong recent returns and calm markets\u2014delivered the best momentum performance by far. During these periods, the 12-1 strategy generated compound annual growth rates exceeding 29%. Conversely, Stress\/Crash environments (weak returns plus high volatility) were clearly unfavorable, producing returns less than half that level.<\/p>\n\n\n\n<p><strong>4. Consider Stability vs. Sensitivity in Portfolio Design<\/strong><\/p>\n\n\n\n<p>Investors face a trade-off: the 12-1 strategy offers higher upside in favorable conditions but greater downside in unfavorable ones, while the 12-0 strategy provides more consistent performance across market regimes. Your choice should depend on your risk tolerance and ability to dynamically adjust strategies based on market conditions.<\/p>\n\n\n\n<p><strong>5. The Most Recent Month Contains Diagnostic Information<\/strong><\/p>\n\n\n\n<p>Perhaps the most important insight is that the most recent month shouldn\u2019t be dismissed as mere noise. It provides valuable signals about market conditions, trend strength, and momentum persistence. Rather than mechanically excluding this information, sophisticated investors can use it to understand and potentially predict how their momentum strategies will perform in the near term.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The Bottom Line<\/h2>\n\n\n\n<p>This research reframes the skip-month convention from a universal best practice to a conditional tool. The most recent month\u2019s behavior\u2014both its returns and its volatility\u2014contains meaningful information about near-term momentum outcomes. By paying attention to these signals, investors can better understand when their momentum strategies are likely to thrive or struggle.<\/p>\n\n\n\n<p>The implications extend beyond just choosing between 12-1 and 12-0 strategies. The findings suggest that adaptive approaches\u2014which adjust strategy parameters based on recent market conditions\u2014may offer advantages over static rules. As markets evolve, so too should our strategies for capturing momentum.<\/p>\n\n\n\n<p>For momentum investors, the message is clear: don\u2019t just skip the most recent month out of habit. Understand what it\u2019s telling you about market conditions and use that information to your advantage.<\/p>\n\n\n\n<p><em>Larry Swedroe is the author or co-author of 18 books on investing, including his latest&nbsp;<a href=\"https:\/\/url.avanan.click\/v2\/___https:\/www.amazon.com\/Enrich-Your-Future-Successful-Investing\/dp\/1394245440\/ref=sr_1_1?dib=eyJ2IjoiMSJ9.R1VwlsG9zUQwWdwscc3NP8rAPy1AYJ98_5eXI5gGVGCPSPovf3x9H2BwrWiJTfVeGVaAeNgo4YynV7fMdW1Stn90Hz7Jm_-d2fSa8ZRoGqJ0ltbvZBiYg3tdNdiTESgU8oGBWs7UK9DXkptMCkJrFoN9fHkvLN9fB_eHfYgDoNcooGI3h2MLJHW80YJF90rN7wewKB8_kpBihHn0BVw8oAWtn4UM_n1x4a22tLq7HHk.MylN3lRQlZinOd6HLHOQWVAuv7mSZ2W1QyuZhRBAHUk&amp;dib_tag=se&amp;keywords=Enrich+Your+Future.&amp;qid=1724789984&amp;sr=8-1___.YXAzOnNhcmFncmlsbG86YTpnOjYyZDBhNjg5MTI0ZGVjYThmZjJlYWYwZDk2MjhmYzQyOjY6MDU3Mzo4YjcwMzA2ZGZhN2YzNjg2OTcxMzQ2ZTE5ZjFiYzUyYWMyMGQwM2U4MmQ5ZGRmZTIyNzg2MTA3YTE3NDNlMTk2OnA6VDpO\" target=\"_blank\" rel=\"noreferrer noopener\">Enrich Your Future<\/a>. This article is for informational and educational purposes only and should not be construed as specific investment, accounting, legal, or tax advice.<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>New research challenges a long-standing rule in momentum investing\u2014and reveals surprising insights about when to use it.<\/p>\n","protected":false},"author":298,"featured_media":169527,"comment_status":"open","ping_status":"closed","sticky":true,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[339,338,341],"tags":[21441,21442,9056,21443,21440,12467,860],"contributors-categories":[13651],"class_list":{"0":"post-242028","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-data-science","8":"category-ibkr-quant-news","9":"category-quant-development","10":"tag-compound-annual-growth-rate","11":"tag-dynamic-adjustment","12":"tag-momentum-investing","13":"tag-momentum-persistence","14":"tag-recent-month-signals","15":"tag-risk-tolerance","16":"tag-volatility","17":"contributors-categories-alpha-architect"},"pp_statuses_selecting_workflow":false,"pp_workflow_action":"current","pp_status_selection":"publish","acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.9 (Yoast SEO 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