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By  Sudipto Banerjee, Ph.D., Louisa Schafer, Ph.D., CFA
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Senior members can benefit from personalised asset allocation

October 2025

Key Insights
  • Inertia, inattention and other cognitive challenges—not risk aversion—deter stock market participation. Absent these barriers, equity holdings align with traditional life-cycle models.*
  • Preferred asset allocations and financial circumstances become more diverse with age. Personalised retirement solutions could better meet the needs of older members.
  • High fees and lack of engagement from members could limit the benefits of personalisation.

Our recent study, conducted in collaboration with experts from Massachusetts Institute of Technology (MIT) Sloan School of Management and Stanford University Graduate School of Business, reveals that as retirement savers age, both their asset allocation preferences and accumulated savings become more varied. This is a summary of the paper, “Age, evolving allocation preferences, and the case for personalized solutions.” We looked at data from T. Rowe Price’s US recordkeeping platform (covering more than 2 million participants) and broader household surveys and found that lower-than-recommended equity allocations are often driven by behavioural frictions—such as inertia and limited investment knowledge—rather than by risk aversion alone.

Economic theory suggests most investors should hold substantial equity positions due to the equity premium, yet actual investor behaviour often diverges from these models. Before target date strategies1 became prevalent in the U.S., average equity allocations in employer-sponsored retirement plans were low across all age groups, peaking in middle age rather than in youth as theory would predict. This research explores how defaults2 and plan design influence investor behaviour, revealing that many individuals simply follow the default option, regardless of their true preferences.

A quasi-experiment comparing members in retirement plans before and after changes in default allocations demonstrates that those automatically enrolled in investment options maintain higher equity allocations, while others who opt in increase their equity exposure more gradually. By focusing on ‘consistent’ investors (those whose choices do not depend on defaults), the authors estimate that true equity preferences are much higher than observed, with most investors preferring significant equity allocation throughout their working lives.

Preferred equity shares align with life-cycle models in the absence of investment barriers

Empirical findings indicate that, absent behavioural frictions, preferred equity allocations follow a declining trajectory with age. In Figure 1, the right panel shows that the preferred share of stocks in the retirement portfolio is high, varies between 60% and 85% and declines with age. This is in line with the traditional models of portfolio choices but in sharp contrast with the observed share of stocks in our data, as shown on the left panel.

Preferred equity shares align with life-cycle models in absence of investment barriers

(Fig. 1) Observed and preferred shares of stocks in retirement portfolio
Preferred equity shares align with life-cycle models in absence of investment barriers

Source: Analysis by Taha Choukhmane and Tim de Silva of data from T. Rowe Price’s recordkeeping platform from December 2006 (before target date funds became popular) to December 2017. The analysis utilises transition of retirement plans from opt-in defaults to opt out with target date funds as defaults. The framework for estimating an investor’s preferred stock market participation and preferred equity allocation assumes that: Allocation preferences are independent of the default option, and employers select defaults without considering individual allocation preferences. Investors who participate in the stock market under default regimes genuinely prefer market participation, while no investors systematically oppose defaults. When investors actively deviate from defaults, they select their truly preferred allocations. The framework also assumes that at comparable age and tenure points, both consistent investors (who make the same stock market participation decision under both defaults) and inconsistent investors (who always follow the defaults) share similar allocation preferences. For full details, see Choukhmane and de Silva 2024.

These differences between actual investor behaviour and their estimated preferences highlight the impact of various frictions—such as inertia, conservative defaults and limited investment engagement—that may impede optimal stock market participation.

Changing circumstances, changing preferences

The analysis then focuses on consistent investors—those whose choices are independent of defaults—dividing the sample into three age groups: 20–34, 35–49 and 50+. The research finds that the diversity of equity allocation preferences increases with age. Young investors predominantly favour high equity shares, whereas older investors display a much wider range of preferences, with significant numbers at both the conservative and aggressive ends of the spectrum (Figure 2).

Heterogeneity in allocation preferences increases with age

(Fig. 2) Estimated preferred share of equities
Heterogeneity in allocation preferences increases with age

Source: Analysis by Taha Choukhmane and Tim de Silva of data from T. Rowe Price’s recordkeeping platform from December 2006 (before target date funds became popular) to December 2017. The analysis utilises transition of retirement plans from opt-in defaults to opt out with target date funds as defaults. The framework for estimating an investor’s preferred stock market participation and preferred equity allocation assumes that: Allocation preferences are independent of the default option, and employers select defaults without considering individual allocation preferences. Investors who participate in the stock market under default regimes genuinely prefer market participation, while no investors systematically oppose defaults. When investors actively deviate from defaults, they select their truly preferred allocations. The framework also assumes that at comparable age and tenure points, both consistent investors (who make the same stock market participation decision under both defaults) and inconsistent investors (who always follow the defaults) share similar allocation preferences. For full details, see Choukhmane and de Silva 2024.

This growing heterogeneity is attributed to varied life experiences, changes in employment status, marital status, dependants, health and investment history. Such factors result in a broader dispersion of retirement assets and risk tolerances, further reinforcing the argument for personalised solutions.

Utilising data from the 2022 Survey of Consumer Finances, the paper demonstrates that the distribution of retirement savings widens considerably as individuals age. While some might want to focus on asset protection, others might aim for growth. This diversity in financial circumstances for older members underscores the need for more tailored investment solutions.

Older investors are personalising their allocations

Drawing on T. Rowe Price recordkeeping data from 2019 to 2024, we reviewed how investors in different age groups adjusted their equity allocations. Overall, older investors exhibited a wider range of equity allocation changes, consistent with the notion that diverging preferences for equities and financial circumstances prompt more allocation adjustments (Figure 3).

  • Older investors actively adjusted their portfolios more than younger ones. 46% of investors ages 20–34 kept their equity allocation unchanged compared with only 26% of investors age 50+.
  • Among those who changed their equity allocations during this period, investors across all age groups tended to increase rather than decrease their equity exposure as they aged.
  • The share of investors who increased their equity allocations went up with age. 50% of investors age 50+ increased their equity share compared with just 34% of investors ages 20–34.

(Fig. 3) Directional change in equity shares of different age groups

(Fig. 3) Directional change in equity shares of different age groups

This suggests that older individuals are more actively seeking to personalise their portfolios, possibly to compensate for perceived shortfalls in savings or due to greater investment confidence.

Fees and other considerations

The research argues that the benefits of personalisation grow with age, but some practical challenges remain. The success of these solutions depends on member engagement and the willingness to share personal information, which can be affected by privacy concerns. Additionally, personalised products may involve higher fees, necessitating transparent and well‑designed fee structures.

There is also a behavioural risk: Increased personalisation may lead to excessive monitoring and trading, which can negatively impact returns as documented by Barber and Odean (2001, 2008).

For a successful adoption of personalised investments—whether through tailored default funds or individual financial advice—fee structures must be carefully designed and transparent. Clear communication to explain changes in default investments, their benefits and associated costs is essential. If these challenges are properly addressed, personalised investment strategies could improve retirement outcomes for investors.

 

 

1A target date strategy is an investment approach designed to automatically adjust asset allocation over time based on a specific target retirement date.

2A default is the investment option that members would be automatically enrolled into if they don’t make an active investment choice in their retirement plan account.

References

Banerjee, S., L. Schafer, T. Choukhmane, and T. de Silva 2025. Age, evolving allocation preferences, and the case for personalized solutions, https://www.troweprice.com/en/us/insights/age-evolving-allocation-preferences-and-the-case-for-personalized-solutions.

Barber, B.M. and T. Odean 2001, Boys Will Be Boys: Gender, Overconfidence, and Common Stock Investment. The Quarterly Journal of Economics, 116, 261–292.

Barber, B.M. and T. Odean 2008, All That Glitters: The Effect of Attention and News on the Buying Behavior of Individual and Institutional Investors. The Review of Financial Studies, 21, 785–818.

Choukhmane, T., and T. de Silva 2024. What Drives Investors’ Portfolio Choices? Separating Risk Preferences from Frictions, National Bureau of Economic Research.

 

This material was prepared for use in the United States for U.S.‑based plan sponsors, consultants, and advisors, and the material reflects the current retirement environment in the U.S. It is also available to investment professionals in other countries for reference only. There are many differences between the retirement plan offerings and structures of different nations. Therefore, this material is offered to investment professionals in these other regions for educational purposes only and does not constitute a solicitation or offer of any product or service.

 

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