What Seasonal Patterns Like “Sell in May” Mean for Investors

The human brain is excellent at finding patterns, a skill that has evolved to help us across many parts of life. However, it can also lead us astray when there is no real pattern at all, such as when we see shapes in clouds and ink blots. When it comes to investing, this is relevant because some patterns are important, such as the long-term relationship between the market and the economy, while others may be due to pure coincidence. Distinguishing between what makes for interesting trivia versus true investing principles is a challenging but important part of achieving long-term financial success.

It’s not surprising that investors have identified many calendar and event-based patterns, including “sell in May and go away,” the January Effect, the Santa Claus rally, the Super Bowl indicator, and more. After all, even when flipping a coin, you would expect streaks of several heads or tails in a row due to pure chance. To better understand these effects, the key is to separate random noise from knowledge of how financial markets truly function.

 

Many famous seasonal patterns have shifted over time

There are many market patterns, but it’s helpful to review seasonal trends as a whole. The chart above breaks out the S&P 500 into two distinct periods – from 1928 to 1999 and from 2000 to today. In the 20th century, it was indeed the case that some months were negative on average, while some were strongly positive. For instance, May and September experienced declines of 0.1% and 1% on average, while December and January experienced significant positive returns. It’s easy to see that the market has not behaved the same each month, so it’s tempting to wonder if we can simply invest during positive periods.

These observations have fueled concepts such as “sell in May,” the idea that the six-month period leading up to May experiences better returns than the other half of the year. However, since 2000, many of these months have actually generated positive average returns, reversing this earlier pattern. This may be because investors behaved differently after identifying this trend, something structurally changed in the market or the law, or because it never truly existed at all.

What should investors make of this? It’s commonly said that the simplest explanation may be the best. So, this concept is often described as being “fooled by randomness,” distinguishing the signal from the noise, and other similar concepts. Because stock market returns are difficult to predict, any historical stretch will naturally contain periods that look better or worse than others. This does not necessarily mean there is an underlying reason for those differences, or that they will continue. After all, just as we can see objects in clouds, we can find interesting patterns even in a completely random dataset.

In statistics and economics, researchers use the concept of “statistical significance” to try to distinguish between patterns that could be real, and those that are coincidental. It’s also important to distinguish causation from correlation, i.e., whether there is something unique to a particular calendar month driving these patterns, or if events simply happened to take place during those months. For investors, these concepts matter because a pattern that emerged by chance, or that was tied to a specific historical era, can be interesting, but offers little guidance for the future.

 

Small caps tell a similar story as the market has evolved

Small cap stocks have also shown unique seasonal tendencies over the years, but the same principles apply. In fact, the original research in the 20th century on the January Effect, the idea that January experiences a jump in stock prices on average, focused primarily on small caps.

There have been many possible explanations for this effect that have been explored by academics. These include tax loss harvesting, in which investors sell stocks for tax purposes and buy them again in January, households investing holiday bonuses in January, window dressing, where portfolio managers sell stocks in December and buy again in January so they don’t appear in annual reports, and many more. Whatever the reason, the January Effect has mostly disappeared in the period since then.

One observation that does stand out across both large and small cap data since 2000 is that September has tended to be a difficult month. At first glance, this might seem like a real seasonal effect. However, this is heavily influenced by a few extreme events, including the dot-com bust, the 2008 financial crisis, and the 2022 bear market due to inflation. These outliers occurred not because it was September, but because of underlying market and economic factors.

 

This is why investing principles that have stood the test of time are built not on surface-level patterns, but instead on the underlying drivers of long-term market returns. The reason that the S&P 500 has historically performed well despite wars, recessions, financial crises, pandemics, and countless periods of uncertainty, is not just that markets go up over time.

Instead, it’s because business cycles spur corporate investment and consumer spending, which in turn drive corporate earnings, supporting the stock market and portfolios. The accompanying chart demonstrates this underlying trend over the past century. Staying invested across asset classes such as stocks and bonds has not only kept up with inflation, but far surpassed it.

The past is no guarantee of the future, there can be challenging short-term periods, and any particular month in a given year can be positive or negative. The temptation to time the market, whether by trading daily price movements or by following seasonal rules of thumb, is natural and understandable. After all, if there were a few simple patterns that worked, it would be much easier than staying disciplined, saving steadily, and sticking to a financial plan. However, the fact that doing these things is hard is exactly why they are rewarded in the long run.

 

Seasonal patterns like “sell in May” have changed over time. Rather than focusing on surface-level patterns, investors should stay positioned for the long-term market and economic trends that increase the odds of financial success.

 

 

Content in this material is for general information only and not intended to provide specific advice or recommendations for any individual. All performance referenced is historical and is no guarantee of future results. All indices are unmanaged and may not be invested in directly.

All investing involves risk, including loss of principal. No strategy assures success or protects against loss. The economic forecasts set forth in this material may not develop as predicted, and there can be no guarantee that strategies promoted will be successful.

Copyright (c) 2026 Clearnomics, Inc. All rights reserved. The information contained herein has been obtained from sources believed to be reliable, but is not necessarily complete and its accuracy cannot be guaranteed. No representation or warranty, express or implied, is made as to the fairness, accuracy, completeness, or correctness of the information and opinions contained herein. The views and the other information provided are subject to change without notice. All reports posted on or via www.clearnomics.com or any affiliated websites, applications, or services are issued without regard to the specific investment objectives, financial situation, or particular needs of any specific recipient and are not to be construed as a solicitation or an offer to buy or sell any securities or related financial instruments. Past performance is not necessarily a guide to future results. Company fundamentals and earnings may be mentioned occasionally, but should not be construed as a recommendation to buy, sell, or hold the company’s stock. Predictions, forecasts, and estimates for any and all markets should not be construed as recommendations to buy, sell, or hold any security–including mutual funds, futures contracts, and exchange traded funds, or any similar instruments. The text, images, and other materials contained or displayed in this report are proprietary to Clearnomics, Inc. and constitute valuable intellectual property. All unauthorized reproduction or other use of material from Clearnomics, Inc. shall be deemed willful infringement(s) of this copyright and other proprietary and intellectual property rights, including but not limited to, rights of privacy. Clearnomics, Inc. expressly reserves all rights in connection with its intellectual property, including without limitation the right to block the transfer of its products and services and/or to track usage thereof, through electronic tracking technology, and all other lawful means, now known or hereafter devised. Clearnomics, Inc. reserves the right, without further notice, to pursue to the fullest extent allowed by the law any and all criminal and civil remedies for the violation of its rights.

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Peter M. Babilla, CFP®, CRPS®

PARTNER

Peter Babilla brings 40 years of experience in investment management and fiduciary* financial consulting to Vertex Planning Partners, LLC.

Pete graduated from Indiana University in Bloomington, Indiana with a Bachelor’s of Science in Finance.

He began his career in 1983 with a focus on institutional fixed-income portfolio management, primarily working with community banks. After a decade serving institutional clients, Pete shifted his focus to working with individuals, families and business owners, providing guidance and education in all areas of Wealth Management.  Among his areas of focus are accumulation and retirement planning, investment management, risk management, and estate and wealth transfer.

Pete’s planning philosophy allows him to create a personalized program for clients, based on their own unique goals and circumstances.  The extensive investment and planning platform offered by Vertex enables him to create a highly customized program, tailored to each individual client.

Pete and his wife Suzanne have two children, and have resided in Wheaton, Illinois for the past 30 years.  He enjoys golf, reading, and traveling with his family.  Pete gives back as a past Board Member of the Epilepsy Foundation of Greater Chicago, where his focus is on improving the lives of those living with epilepsy.

Pete works as fiduciary for his clients and holds the CERTIFIED FIANANCIAL PLANNER™ (CFP®) designation and the Chartered Retirement Plan Specialist (CRPS®) designation.

JUSTIN J. D'AGOSTINO, CFP®, TPCP®, ChFC®, CRPC®

PARTNER

Justin D’Agostino joined Vertex Partners in 2019 and serves a select group of business owners and affluent families. He specializes in investments, financial planning, and succession planning. His interest and knowledge in providing comprehensive financial planning and wealth management services to clients was sparked when he worked at a boutique tax and wealth management firm in Michigan. He has nine years of experience in the financial services industry, and his mission is to provide every client with targeted, comprehensive financial advice and to help them implement customized strategies designed to move them closer to accomplishing their unique goals.

Justin attended Hillsdale College where he earned his BA in Accounting and Financial Management and was a member and captain of the football team. Justin is a CERTIFIED FINANCIAL PLANNER™ Professional, and holds the Tax Planning Certified Professional®, Chartered Financial Consultant® and Chartered Retirement Planning Counselor™ designations.

Justin and his wife, Alexandra, reside in Chicago, Illinois. He is an avid sports fan and enjoys golfing, playing soccer and spending summer weekends with his family.

Scott A. Sandee CFP®, CIMA®, CPWA®, CEPA

MANAGING PARTNER

Scott Sandee brings over 20 years of experience to his role as Managing Partner of Vertex Planning Partners, leading the firm’s efforts to assist middle-market business owners and eight and nine-figure families in comprehensive planning. We enable clients to achieve their financial goals by tailoring solutions to their unique aspirations and situations. Leveraging his experience in sophisticated investment techniques and financial strategies with privately held family businesses, supported by extensive post-graduate education focused on exit planning, wealth management, estate planning, investment analysis, insurance planning, risk management, and tax optimization, he:

  • Assist owners in preparing for and executing a successful transition.
  • Develop financial strategies to maximize sales proceeds and reduce future taxes.
  • Listen carefully and create personalized solutions that reflect each client’s unique hopes, goals, and concerns.
  • Explain complex and technical concepts with clarity and simplicity.

 

Scott guides successful entrepreneurs and wealthy families through the transfer of ownership of their privately held companies.

Designations: Certified Financial Planner® Certified Private Wealth Advisor® Certified Investment Management Analyst® Certified Exit Planning Advisor Certified Merger & Acquisition Advisor

Julie Hupp CFP®, MBA

PARTNER

Julie Hupp, CERTIFIED FINANCIAL PLANNER™ professional, has worked in the accounting and corporate finance field since 1987. She began her career as a CPA with Deloitte & Touche, specializing in the financial needs of small businesses. Then spent the next 13 years in corporate financial planning and business development at Baxter and TAP Pharmaceuticals. Recognizing her passion for personal financial planning, Julie started her business in 2006 where she focuses on comprehensive financial planning strategies and implementation.

Julie graduated from University of Illinois with a BS in Accountancy. She received her Master’s in Management with a concentration in Finance from Northwestern University’s Kellogg School of Management in 1994.

Outside the office, Julie is the co-founder of the 12 Oaks Foundation, which has merged with Cal’s Angels, and is a former Board member. Julie enjoys cooking, reading, running, triathlons and doing almost anything outdoors. A great weekend is spending time with her husband and two adult kids boating at their lake house in Wisconsin.

Steven P. Franzen, CPA, PFS, CGMA

MANAGING PARTNER

Steven P. Franzen, CPA, PFS, CGMA is a public accountant and consultant with more than 23 years of experience helping individuals and businesses reduce their tax liability.  He began his career under the guidance of Patrick M. De Sio, CPA, CGMA and in 1996 became Mr. De Sio’s partner in De Sio, Franzen & Associates, Ltd. Steve’s expertise include entity design, complex tax strategies and multigenerational wealth transfer.  As Managing Partner, Steve conducts his practice under the philosophy that the client’s investment in their CPA should yield a return on that investment – most of the time that return is realized when working with clients on planning for their future. In an effort to increase the planning capabilities of the firm,  Steve formed Vertex Accounting Partners, LLC to ensure their guiding philosophy will continue well into the future.

Steve is a certified public accountant and has earned the professional designations of Personal Financial Specialist and Chartered Global Management Accountant.  He is a member of the American Institute of Certified Public Accountants and the Illinois CPA Society.  Steve earned a B.S. degree in accounting from Millikin University.  He and his wife Kristie live in Sugar Grove, IL with their three children.

Gregory P. Benner, MST, CPWA®, CFP®, CLU®, ChFC®, AIF®, RMA®

MANAGING PARTNER

Greg Benner advises high-net-worth and ultra-high-net-worth business owners, individuals and families on advanced tax, risk management, retirement, estate planning, and wealth strategies.  

As a co-founder of Vertex Planning Partners, he works closely with clients, families, and their professional advisors—CPAs, attorneys, and business stakeholders—to implement thoughtful, durable planning strategies. His approach prioritizes clarity, coordination, and disciplined execution.

For twenty-four years, Greg’s work has focused on designing and coordinating multi-factor, integrated plans involving:

  • Tax Efficiency
  • Wealth Transfer Structures
  • Retirement Planning
  • Investment Strategy, and
  • Long-Term Financial Architecture

 

Drawing from his own experience as a founder, business and real estate investor, and multi-generational family business member, he understands some of the challenges that can arise for business owners as they consider an exit. Multi-disciplinary, intentional planning with stakeholder communication creates structure, mitigates risk, addresses tax implications, and preempts issues that can arise.

Greg holds a Master of Science in Taxation, a graduate program that deepened his technical training in federal income taxation, partnership and corporate taxation, estate and gift tax, and tax procedure. This academic work enhances his ability to help families and business owners navigate complex tax environments and align their financial and estate-planning objectives across generations.

Designations:

  • Certified Private Wealth Advisor®
  • Certified Financial Planner®
  • Chartered Financial Consultant®
  • Chartered Life Underwriter®
  • Accredited Investment Fiduciary®
  • Retirement Management Advisor®

 

Licenses:

  • Series 65 registration held with Vertex Planning Partners, LLC
    Illinois, Ohio, Wisconsin & Louisiana Life & Health Insurance License

 

Greg is deeply committed to lifelong learning and continuous professional development in the areas of tax, estate planning, and private-wealth strategy.

Michael D. Bellis, CFP®, CLU®

MANAGING PARTNER

Michael D. Bellis, CFP®, CLU® began his career as a financial planning professional in 1994. His practice is centered on holistic financial planning, astute risk management strategies and empirical, research-driven portfolio construction. He began his career in partnership with his father under the name Bellis & Associates. Together, their practice and reputation for excellence dates back more than 40 years and includes multiple generations of the same families. After his father’s retirement several years ago, Mike continued to build a client-centric, consultative practice before forming Vertex.

Mike holds the CERTIFIED FINANCIAL PLANNER™ certification and is also a Chartered Life Underwriter. He has been an active member of both the Society of Financial Services Professionals and the National Association of Insurance and Financial Advisors. He earned a B.S. in Business & Marketing from Illinois State University. Mike is a lifelong resident of Naperville, Illinois. He and his wife Tanja have three children.