The Tax-adjusted performance metrics: integrating tax planning into risk-adjusted portfolio evaluation

Main Article Content

Piotr Wiśniewski

Abstrakt

Traditional risk-adjusted performance metrics such as Jensen’s alpha, the Sharpe ratio, and the Information ratio are typically computed on a pre-tax basis, even though taxes materially affect realized investor wealth. This paper develops an implementable framework for tax-adjusted versions of these measures by substituting after-tax returns into standard performance formulas and clarifying the required inputs, assumptions, and interpretation. Using a conceptual – empirical hybrid design, the paper formalizes tax-adjusted alpha, Sharpe, and Information ratios and then benchmarks the magnitude of tax alpha using scenario evidence from six widely used tax-aware portfolio platforms (Vanguard, Morningstar, Parametric, Axioma, Netbasis, and BlackRock). Spanning various tools and representative parameterizations, systematic tax-management techniques – including tax-loss harvesting, gain deferral, and tax-aware rebalancing – produce economically material improvements in after-tax, risk-adjusted performance, with implied annualized tax alpha, typically in the range of 0.7–3.5% for equity direct indexing and 1.0–2.0% for separately managed accounts. The paper concludes with implementation guidance for incorporating tax-adjusted metrics into performance reporting and portfolio analytics, and it discusses practical constraints (transaction costs, wash-sale rules, and investor heterogeneity) that shape realizable benefits.

Downloads

Download data is not yet available.

Article Details

Jak cytować
Wiśniewski, P. (2026). The Tax-adjusted performance metrics: integrating tax planning into risk-adjusted portfolio evaluation. Journal of Management and Financial Sciences, (59), 9–23. Pobrano z https://econjournals.sgh.waw.pl/JMFS/article/view/4896
Dział
Articles

Bibliografia

Apelfeld, R., Fowler, G. B., Jr., Gordon, J. P. (1996). Tax-aware equity investing. Journal of Portfolio Management, 22 (2), pp. 18–28.

Arnott, R. D., Berkin, A. L., Ye, J. (2000). How well have taxable investors been served in the 1980s and 1990s? Journal of Portfolio Management, 26 (4), pp. 84–93.

Axioma Optimizer (2025). Tax-aware portfolio optimization platform, https://www.axioma.com/

Bennyhoff, D. G. (2018). The value of tax-loss harvesting. Vanguard Research.

Bennyhoff, D. G. (2019). Tax-efficient investing: A review of the literature and practitioner approaches. Journal of Wealth Management, 22 (2), pp. 11–22.

Bennyhoff, D. G., Kinniry, F. M., Jr. (2010). The tax-efficient frontier: A framework for after-tax portfolio analysis. Vanguard Research.

Bergstresser, D., Poterba, J. (2002). Do after-tax returns affect mutual fund inflows? Journal of Financial Economics, 63 (3), pp. 381–414.

Berkin, A. L., Ye, J. (2003). Tax management, loss harvesting, and HIFO accounting. Financial Analysts Journal, 59 (4), pp. 91–102.

BlackRock Advisor Center (2025). Tax-aware separately managed accounts, https://www.blackrock.com/

Blin, J. M., Guerard, J. B., Mark, A. (2014). Tax-aware portfolio construction and management. Journal of Investing, 23 (2), pp. 103–111.

Bodie, Z., Kane, A., Marcus, A. J. (2014). Investments (10th ed.). McGraw-Hill Education.

Carhart, M. M. (1997). On persistence in mutual fund performance. Journal of Finance, 52 (1), pp. 57–82.

CFA Institute (2010). Global Investment Performance Standards (GIPS). Charlottesville, VA: CFA Institute.

Chaudhuri, S. E., Burnham, T. C., Lo, A. W. (2020). An empirical evaluation of tax-loss-harvesting alpha. Financial Analysts Journal, 76 (3), pp. 99–108.

Constantinides, G. M. (1983). Capital market equilibrium with personal tax. Econometrica, 51 (3), pp. 611–636.

Constantinides, G. M. (1984). Optimal stock trading with personal taxes: Implications for prices and the abnormal January returns. Journal of Financial Economics, 13 (1), pp. 65–89.

Dammon, R. M., Spatt, C. S., Zhang, H. H. (2001). Optimal consumption and investment with capital gains taxes. Review of Financial Studies, 14 (3), pp. 583–616.

Dammon, R. M., Spatt, C. S., Zhang, H. H. (2004). Optimal asset location and allocation with taxable and tax-deferred investing. Journal of Finance, 59 (3), pp. 999–1037.

DeMiguel, V., Uppal, R. (2005). Portfolio investment with the exact tax basis via nonlinear programming. Management Science, 51 (2), pp. 277–290.

Dickson, J. M., Shoven, J. B. (1994). A stock index mutual fund without net capital gains realizations. National Tax Journal, 47 (3), pp. 607–618.

Dickson, J. M., Shoven, J. B., Sialm, C. (2000). Tax externalities of equity mutual funds. National Tax Journal, 53 (3), pp. 607–628.

Fama, E. F., French, K. R. (2010). Luck versus skill in the cross-section of mutual fund returns. Journal of Finance, 65 (5), pp. 1915–1947.

Garland, J. P. (2016). Building tax alpha into client portfolios. Journal of Financial Planning, 29 (7), pp. 44–53.

Garlappi, L., Huang, J., Huang, X. (2016). Tax-managed portfolios: An equilibrium approach. Journal of Financial Economics, 121 (1), pp. 180–201.

Goldberg, L. R., Lesmond, D. A., Sarig, O. (2019). Tax-managed factor strategies. Financial Analysts Journal, 75 (2), pp. 79–90.

Goodwin, T. H. (1998). The information ratio. Financial Analysts Journal, 54 (4), pp. 34–43.

Grinold, R. C., Kahn, R. N. (2000). Active portfolio management (2nd ed.). McGraw-Hill.

Hale, J. (2017). How to use Morningstar’s tax cost ratio. Morningstar Research.

Horan, S. M. (2007). Tax-efficient wealth accumulation. Journal of Wealth Management, 10 (2), pp. 69–83.

Jeffrey, R. H. (2001). Tax-efficient investing for taxable investors. Journal of Wealth Management, 4 (3), pp. 11–21.

Jensen, M. C. (1968). The performance of mutual funds in the period 1945–1964. Journal of Finance, 23 (2), pp. 389–416.

Kinnel, R. (2005). The Morningstar tax cost ratio. Morningstar Research.

Kinniry, F. M., Jr., Jaconetti, C. M., Dijoseph, M. A. (2018). Putting a value on your value: Quantifying Vanguard Advisor’s Alpha. Vanguard Research.

Modigliani, F., Modigliani, L. (1997). Risk-adjusted performance. Journal of Portfolio Management, 23 (2), pp. 45–54.

Morningstar (2025). Premium database and tax-cost ratio methodology, https://www.morningstar.com/

Netbasis Calculator (2025). Year-end tax simulation tool, https://netbasis.com/

Parametric Custom SMA Simulations (2025). Tax-managed equity strategies, https://www.parametricportfolio.com/

Philips, C. B. (2012). The case for index-fund investing. Vanguard Research.

PivotalPath (2025). Hedge fund indices and performance data, https://www.pivotalpath.com/

Poterba, J. M. (2001). Taxation and portfolio structure: Issues and implications. In: L. Guiso, M. Haliassos, T. Jappelli (Eds.), Household portfolios (pp. 103–142). MIT Press.

Reichenstein, W. (1998). Calculating a family’s asset mix. Financial Services Review, 7 (3), pp. 195–206.

Reichenstein, W. (2006). After-tax asset allocation. Financial Analysts Journal, 62 (4), pp. 14–19.

Schoenfeld, S. A. (2015). Active index investing. Wiley.

Shalett, L., Sosner, N., Xu, R. (2022). Direct indexing: Opportunities for customization and potential tax alpha. Journal of Beta Investment Strategies, 13 (2), pp. 13–27.

Sharpe, W F. (1964). Capital asset prices: A theory of market equilibrium under conditions of risk. Journal of Finance, 19 (3), pp. 425–442.

Sharpe, W. F. (1966). Mutual fund performance. Journal of Business, 39 (1), pp. 119–138.

Sialm, C. (2009). Tax changes and asset pricing. American Economic Review, 99 (4), pp. 1356–1383.

Sialm, C., Starks, L. (2012). Mutual fund tax clienteles. Journal of Finance, 67 (4), pp. 1397–1422.

Sosner, N., Shalett, L., Xu, R. (2020). Understanding a tax-aware defensive equity long-short strategy. SSRN Electronic Journal, https://doi.org/10.2139/ssrn.3586760

Stein, D. M. (2008). The tax-aware portfolio. Research Foundation of CFA Institute.

Stein, D. M., Narasimhan, P. (1999). Of passive and active equity portfolios in the presence of taxes. Journal of Wealth Management, 2 (2), pp. 55–63.

Stiglitz, J. E. (1983). Some aspects of the taxation of capital gains. Journal of Public Economics, 21 (2), pp. 257–294.

Treynor, J. L. (1965). How to rate management of investment funds. Harvard Business Review, 43 (1), pp. 63–75.

Vanguard (2025). Tax alpha calculator for direct indexing, https://advisors.vanguard.com/