Publications
* denotes co-author presentation
Stocks for the Long Run? Evidence from a Broad Sample of Developed Markets (with Scott Cederburg and Michael S. O'Doherty), Journal of Financial Economics, 2022
Finalist for the 2022 TIAA Paul A. Samuelson Award for Outstanding Scholarly Writing on Lifelong Financial Security
Presentations: Bluemetric Wealth Engineering (2021), Paris December Finance Meeting (2020), Florida International University (2020*), Rutgers University (2020*)
Coverage: Advisor Perspectives (October 2, 2023), Excess Returns Podcast (August 22, 2024), Forbes (January 23, 2021), Harvard Law School Forum on Corporate Governance (December 13, 2021), Macro Hive (July 14, 2021), MarketWatch (July 9, 2020), The Scientific Investor Blog (February, 2023)
We characterize the distribution of long-term equity returns based on the historical record of stock market performance in a broad cross section of 39 developed countries over the period from 1841 to 2019. Our comprehensive sample mitigates concerns over survivor and easy data biases that plague other work in this area. A bootstrap simulation analysis implies substantial uncertainty about long-horizon stock market outcomes, and we estimate a 12% chance that a diversified investor with a 30-year investment horizon will lose relative to inflation. The results contradict the conventional advice that stocks are safe investments over long holding periods.
The Safe Withdrawal Rate: Evidence from a Broad Sample of Developed Markets (with Scott Cederburg, Michael S. O'Doherty, and Richard Sias), forthcoming in Journal of Pension Economics and Finance
Coverage: Advisor.ca (November 28, 2023), Business News (November 14, 2022), CNBC (July 30, 2023), Common Sense Investing with Ben Felix (December 22, 2022), Financial Advisor Magazine (February 8, 2023), Globe and Mail (November 14, 2022), MarketWatch (September 30, 2022; November 4, 2022), Morningstar (November 14, 2022), Kamp Consulting Blog (October 5, 2022), Rational Reminder Podcast (December 1, 2022), Retirement Ace (January 2, 2023), Seattle Times (November 19, 2022), ThinkAdvisor (October 4, 2022), US Today News (October 1, 2022), Wall Street Journal (August 23, 2024)
We use a comprehensive new dataset of asset-class returns in 38 developed countries to examine a popular class of retirement spending rules that prescribe annual withdrawals as a constant percentage of the retirement account balance. A 65-year-old couple willing to bear a 5% chance of financial ruin can withdraw just 2.26% per year, a rate materially lower than conventional advice (e.g., the 4% rule). Our estimates of failure rates under conventional withdrawal policies have important implications for individuals (e.g., savings rates, retirement timing, and retirement consumption), public policy (e.g., participation rates in means-tested programs), and society (e.g., elderly poverty rates).
Working Papers
Beyond the Status Quo: A Critical Assessment of Lifecycle Investment Advice (with Scott Cederburg and Michael S. O'Doherty)
Best Paper Award, Michigan State University FCU Conference on Financial Institutions and Investments (2023)
Presentations: American Finance Association (2025, scheduled), ASU Sonoran Winter Finance Conference (2025, scheduled), Eastern Finance Association (2024), Michigan State University FCU Conference on Financial Institutions and Investments (2023*), Netspar Pension Day (2023*), SFS Cavalcade North America (2024), Southern Finance Association (2024*), 5th LTI-Bank of Italy Workshop on Long-Term Investors' Trends: Theory and Practice (2024*), Bluemetric (2024), the Brandes Center at the University of California, San Diego, Emory University (2024), Erasmus University Rotterdam School of Management (2023*), Georgia Institute of Technology (2024), Lehigh University (2023*), Louisiana State University (2024*), University of Arkansas (2024*), University of Arizona (2023*), University of Georgia (2024), Utah State University (2023*)
Coverage: Almost Daily Grant's (December 8, 2023), Barchart (December 9, 2024), Bloomberg (December 8, 2023), Bloomberg Television (December 8, 2023), BNN Bloomberg (December 10, 2023; December 12, 2023), Common Sense Investing with Ben Felix (February 8, 2024), Forbes (February 28, 2024), Fidelity International (December 20, 2023), Financial Advisor Magazine (December 8, 2023), Financial Times (March 3, 2024; July 4, 2024), Fisher Investments (December 15, 2023), Fortune (February 16, 2024), Globe and Mail (December 9, 2024), MarketWatch (November 22, 2023; December 13, 2023; December 20, 2023; December 11, 2024), Money (December 27, 2024), Morningstar (November 25, 2023; December 13, 2023; December 23, 2023; March 6, 2024), PensionCraft (January 25, 2024), The Economist (February 19, 2024), The Rational Reminder Podcast (November 30, 2023; December 21, 2023), The Motley Fool (January 10, 2024), This is Money (December 18, 2023), The Outthinking Investor Podcast (June 11, 2024), ValueWalk (December 18, 2024), Yahoo Finance Live (February 20, 2024)
We challenge two tenets of lifecycle investing: (i) diversify across stocks and bonds and (ii) reduce equity allocations with age. An optimal lifetime allocation of 33% domestic stocks, 67% international stocks, 0% bonds, and 0% bills vastly outperforms age-based, stock-bond strategies in building wealth, supporting retirement consumption, preserving capital, and generating bequests. Our lifecycle model preserves crucial time-series and cross-sectional dependencies in asset returns and addresses small sample issues in US data. Our investors prefer diversifying with international stocks, not bonds. Target-date fund investors need 61% more pre-retirement savings to match the all-equity strategy’s expected utility over retirement consumption and bequest.
The Risk-Return Tradeoff: Evidence from a Broad Sample of Developed Markets
Finalist for the Best Paper Award, Southwestern Finance Association Annual Meeting (2023)
Presentations: Academic Female Finance Committee (AFFECT) mentoring workshop at the American Finance Association's Meeting (2024), Eastern Finance Association (2023), Southwestern Finance Association (2023), Financial Management Association Doctoral Student Consortium (2022), UA-ASU Junior Finance Conference (2022), International Risk Management Conference (2022), Research Symposium on Finance and Economics (2022), World Finance Conference (2022), Emory University (2023), Indiana University (2023), Pennsylvania State University (2023), Texas Christian University (2023), Texas Tech University (2023), University of Arizona (2022)
A positive relation between risk and return is a fundamental tenet of finance. Despite the theoretical prediction of a positive time-series risk-return relation at the market level, empirical evidence is mixed, with studies finding evidence of positive, negative, or insignificant relations. Due to low test power, using small samples can result in negative or insignificant coefficient estimates on the conditional variance—even when the true relation is positive. I pool data across 33 developed countries, covering almost 2,600 years of market returns, which provides the most comprehensive test of the time-series risk-return relation to date. Using the full sample of developed country returns, I confirm the fundamental prediction about risk and return: the estimated mean-variance coefficient is positive with strong statistical significance. The regressions with individual country returns yield insignificant results with few exceptions, highlighting the need for an expanded sample.
Long-Horizon Losses in Stocks, Bonds, and Bills (with Scott Cederburg and Michael S. O'Doherty)
Presentations: Midwest Finance Association Annual Meeting (2022), Paris December Finance Meeting (2023*), UBC Summer Finance Conference (2022*), University of Arizona (2022), Bluemetric Wealth Engineering (2021), University of Iowa (2021*), University of Kansas (2021*), University of Nebraska (2021*)
Coverage: Common Sense Investing with Ben Felix (August 29, 2023), Quantified Strategies (September 2023), Rational Reminder Podcast (June 29, 2023; October 27, 2022)
We study long-horizon returns of domestic stocks, international stocks, bonds, and bills with a focus on periods with real losses in each asset class. Our dataset construction and estimation methods mitigate survivor bias and offer novel, quantitative evidence on the joint distribution of asset class returns. We find that (i) 30-year real loss probabilities in domestic markets are high for stocks (13%), bonds (27%), and bills (37%); (ii) exchange-rate fluctuations offset local inflation to produce a lower loss probability for international stocks (4%); and (iii) equity losses are driven by negative real dividend growth attributable to declining profit shares.
Taming the Estimation of Cash-Flow and Discount-Rate News (with Scott Cederburg and Yi Zhou)
Presentations: Eastern Finance Association (2025*), Financial Management Association (2024*)
We provide a more robust (and equally simple) estimation strategy that (i) combines information from many return predictors and (ii) models the dynamics of expected returns by horizon. Our approach appears more successful in decomposing returns into cash-flow news and discount-rate news relative to the conventional approach.