NPT Research · Essay

A brief introduction to tax-aware investing.

What tax-aware long/short strategies are, why they work, and the situations in which they may, or may not, make sense.

July 2026

Imagine an investor who made an early bet on a company that worked out. Years after their initial investment, they decide to sell a stake in the low-basis, concentrated stock and now face a $2M long-term capital gain. At the roughly 37% combined federal and state rate that most HNW investors in high-tax states pay, the tax comes to about $740,000.1 For a long time, there wasn't much that could be done to efficiently diversify their investment without substantial tax consequences.

That answer is starting to change. A class of quantitative equity strategies, often called tax-aware long/short, may present an elegant solution to this situation.

The scale of the problem

Investors typically focus on after-tax returns far less than fees, despite taxes being the larger cost. For a long-horizon taxable investor, the tax paid on realized gains will generally cost more over a lifetime than every fee and trading cost they ever pay, combined.

A $10M portfolio compounding at 8% for thirty years finishes near $101M. Taxing the gains each year at the same 37% combined rate lowers the after-tax compounding rate to roughly 5%, and the portfolio finishes near $44M.

Exhibit 1The same $10M portfolio, taxed and untaxed, over thirty years.Source: NPT, illustrative
$10M$30M$50M$70M$90M$110M051015202530Years$ terminal · 30 yr$101Mpre-tax (8.0%)$44Mafter tax (5.0%)paid in taxes, pluseverything those dollarswould have earned
Note. A $10M initial portfolio compounding for 30 years at 8% pre-tax versus roughly 5% after tax, assuming full annual realization of gains at a 37% combined rate. Full annual realization is the worst case, shown for clarity. Illustrative only.

The $57M difference comprises both the tax paid and the loss of compounding off a larger capital base. The forgone compounding is the larger share, because every dollar paid in tax stops growing immediately. This is a dire, and somewhat unrealistic, case where gains are fully realized each year. But the same effect holds whenever an investor realizes a gain of any size.

The standard toolkit

The most common tool presented by financial advisors to help defer capital gains while diversifying out of a big winner is tax-loss harvesting. When a position trades below cost, it's sold, and a close substitute is purchased so market exposure stays similar. The realized loss is then applied against gains elsewhere in the portfolio.

Direct indexing applies the same idea across an entire index. Rather than holding an S&P 500 ETF, the investor holds the five hundred composite stocks individually. The concept is that an index which finished the year up 8% still contains dozens of names that may have finished in the red (and therefore harvestable for loss). In the early years, direct indexing generally adds after-tax value of about 0.5% to 1.5% of portfolio value a year.2

Both conventional tax-loss harvesting and direct indexing have inherent limitations over a multi-year period. This is because harvesting requires positions to trade below cost, and an appreciating portfolio typically runs out of them. Research indicates that losses from direct indexing tend to flatten near 30% of starting capital.3

What adding a short book changes

Alongside its long positions, a tax-aware long/short portfolio shorts stocks a quantitative model scores poorly. This means the strategy actively borrows shares and sells them so the position profits if the price declines. Holding positions both long and short means some part of the portfolio will be in decline in any market, which allows the strategy to realize losses in both rising and falling markets.

We have simulated these structures over the last decade of market data. A 150/50 tax-aware long/short portfolio's cumulative net losses pass 100% of starting capital within about three years.4 This is several times the direct indexing peak on the same capital base. The loss generation typically has much higher staying power than conventional direct indexing in a well-crafted tax-aware long/short implementation.

Exhibit 2Cumulative net realized losses as a percentage of starting capital.Illustrative · NPT simulations; AQR (2021)
0%50%100%150%200%250%300%012345678910Years since inceptionCumulative loss · % of capital= 100% of capital~300%150 / 50 tax-aware~30%direct indexing
Note. Direct indexing yields most of its losses early and flattens as the portfolio appreciates. The tax-aware long/short profile crosses the 100% threshold within roughly three years and keeps generating losses because the active book continually opens new positions. Illustrative only.

Now think back to the investor with the $2M capital gain. A direct indexing program a few years in might have accumulated enough losses to defer a fraction of the tax bill. An established tax-aware long/short program of comparable size could defer all of it, allowing the full $740,000 to remain invested and compounding.

Potential alpha

In our view, the most important benefit of adding a short book is the ability for a manager to add potential pre-tax alpha to the existing portfolio. By going both long and short, the portfolio gains an uncorrelated return stream (no additional market risk) that may not only add incremental returns, but also help diversify the return characteristics of the portfolio.

Generating alpha in liquid markets is difficult and never guaranteed. That is why selecting a manager who has expertise, a good track record, and the proper infrastructure in place to run these complex strategies is of critical importance.

Why deferral is so advantageous

The most common objection is that deferred taxes eventually must be paid, so deferral merely postpones the bill. While this is true, the benefit of compounding off a larger capital base is so large that it's still worth it to defer in almost all reasonable cases.

AQR simulated this over a full investment lifecycle (thirty years of running the strategy followed by complete liquidation with every deferred gain taxed at exit). Scaled to a $10M start, their modeling has a passive index fund finishing near $78M after the final liquidation, direct indexing near $81M, and tax-aware long/short near $129M.5

Exhibit 3What is left after thirty years and a full liquidation, on a $10M start.Illustrative, AQR (2025), scaled
$0$25M$50M$75M$100M$125M~$78M~$81M~$129MIndex ETFDirect indexingTax-aware long/shortPost-liquidation terminal wealth · 30 yrAll deferred taxes paid at the end
Note. Scaled proportionally from AQR's lifecycle simulations, which modeled a $100M starting portfolio over 30 years with full liquidation at the end. Simulated results, not actual performance of any account. Illustrative only.

Investors who never liquidate do better still, as under current U.S. law, assets passed at death receive a stepped-up basis.

Suitability

These strategies are most suitable for investors with a taxable portfolio in the millions, who are in higher tax brackets, and have a multi-year time horizon. Some natural candidates are founders selling down concentrated stock, PE and VC professionals with foreseeable carry distributions, and families with appreciated real estate or a business sale to come.

Several factors are worth understanding before considering tax-aware long/short strategies. They require years to work rather than quarters, and unwinding the portfolio is a process that needs ample time to be done efficiently. The active long/short book produces intentional tracking error against the benchmark, which some investors find difficult to live with when the strategy trails the index. The operational requirements demand institutional infrastructure, with leverage, margin, and continuous risk monitoring as table stakes.

Most important, the pre-tax investment case has to stand on its own, because the economic substance doctrine in tax law exists to disallow a strategy run purely for its tax treatment.

Where this is heading

Direct indexing went from a niche institutional service at the turn of the century to a standard offering at most major custodians. We expect tax-aware long/short to follow a similar path, because the underlying logic is stronger, the potential for pre-tax alpha is material, and tax benefits are much larger.

Notes
  1. The 37% combined rate reflects 23.8% federal (the 20% long-term capital gains rate plus the 3.8% Net Investment Income Tax) and roughly 13% for a high-income taxpayer in a high-tax state such as California or New York. The thirty-year illustration assumes full annual realization of gains, the worst case, shown for clarity. Most taxable investors land somewhere between the two lines depending on turnover and holding period.
  2. Vanguard (July 2024), “Tax-Loss Harvesting: Why a Personalized Approach Is Important”; Chaudhuri, Burnham, and Lo (2020), “An Empirical Evaluation of Tax-Loss-Harvesting Alpha,” Financial Analysts Journal. Estimates vary with market conditions, portfolio size, and stock universe.
  3. AQR (July 2021), “Improving Direct Indexing: 130/30 and 150/50 Strategies.” Cumulative harvested losses from direct indexing typically plateau near 30% of starting capital as the portfolio appreciates and fewer positions trade below cost.
  4. NinePointTwo simulations of tax-aware long/short portfolios run at 4% to 6% tracking error to the Russell 1000, January 2016 through June 2026. Loss generation scales with active risk, so lower-risk implementations harvest more slowly. Simulated results have inherent limitations, and actual outcomes vary with market conditions, portfolio size, and implementation. The 130/30 and 150/50 labels describe leverage. A 150/50 portfolio holds $150 long and $50 short per $100 of capital, keeping net market exposure at 100%.
  5. Scaled proportionally from AQR's lifecycle modeling, which used a $100M starting portfolio ending at $1,294M for tax-aware long/short, $808M for direct indexing, and $780M for a passive index fund, all measured post-liquidation. See “The Impact of Liquidation Taxes on the Lifecycle Benefits of Tax-Aware Long-Short Strategies” (2025).
Important
Disclosures

Regulatory status

NinePointTwo Capital LLC (“NPT”) is a registered investment adviser with the U.S. Securities and Exchange Commission (SEC) and is registered with the National Futures Association (NFA) as a Commodity Trading Advisor (CTA) and Commodity Pool Operator (CPO). Registration does not imply a certain level of skill or training.

Trading in futures contracts and other leveraged derivatives carries a high degree of risk. The risk of loss in trading futures and derivatives is substantial; leverage inherent in these instruments can magnify trading losses as well as gains. Investors should only consider investing in such strategies when the gearing effect of leverage and the risks of loss are fully understood. Past performance is not indicative of future results.

About this essay

This essay is for informational and educational purposes only and does not constitute an offer to sell or a solicitation of an offer to buy any security, fund, or investment vehicle. Such offers are made only via a formal Private Placement Memorandum or Investment Management Agreement. Nothing contained herein constitutes investment, legal, tax, or other advice, nor should it be relied upon in making an investment or other decision. NPT is not a law firm or a public accounting firm.

No tax or legal advice

While NPT's tax-aware strategies are designed to generate realized losses for tax-mitigation purposes, the effectiveness of these strategies depends on individual taxpayer circumstances and evolving tax laws. NPT does not guarantee any specific tax outcome or amount of loss harvesting. Clients and prospective clients should consult with their personal tax and legal professionals regarding their specific situation before implementing any strategy discussed herein.

Hypothetical and simulated results

The exhibits and figures in this essay are hypothetical and illustrative. They are not the results of any actual client account and do not reflect the performance of any NPT strategy or product. The tax-aware long/short loss-generation figures are derived from NinePointTwo simulations of portfolios managed to 4% and 6% tracking error against the Russell 1000 index, covering January 2016 through June 2026 and including modeled transaction and financing costs; loss figures represent net realized losses (realized losses net of realized gains) as a percentage of simulated portfolio value, aggregated from monthly data. The direct indexing and terminal-wealth figures, and Exhibit 3, are drawn from or scaled proportionally from the third-party AQR research referenced in the notes, which reported simulated results. Exhibit 1 is an illustrative comparison. Scaling a simulation to a different starting portfolio does not make its results more likely to be achieved, and actual loss generation, returns, and after-tax outcomes will differ.

HYPOTHETICAL PERFORMANCE RESULTS HAVE MANY INHERENT LIMITATIONS, SOME OF WHICH, BUT NOT ALL, ARE DESCRIBED HEREIN. NO REPRESENTATION IS BEING MADE THAT ANY FUND OR ACCOUNT WILL OR IS LIKELY TO ACHIEVE PROFITS OR LOSSES SIMILAR TO THOSE SHOWN HEREIN. IN FACT, THERE ARE FREQUENTLY SHARP DIFFERENCES BETWEEN HYPOTHETICAL PERFORMANCE RESULTS AND THE ACTUAL RESULTS SUBSEQUENTLY REALIZED BY ANY PARTICULAR TRADING PROGRAM. ONE OF THE LIMITATIONS OF HYPOTHETICAL PERFORMANCE RESULTS IS THAT THEY ARE GENERALLY PREPARED WITH THE BENEFIT OF HINDSIGHT. IN ADDITION, HYPOTHETICAL TRADING DOES NOT INVOLVE FINANCIAL RISK, AND NO HYPOTHETICAL TRADING RECORD CAN COMPLETELY ACCOUNT FOR THE IMPACT OF FINANCIAL RISK IN ACTUAL TRADING. THERE ARE NUMEROUS OTHER FACTORS RELATED TO THE MARKETS IN GENERAL OR TO THE IMPLEMENTATION OF ANY SPECIFIC TRADING PROGRAM WHICH CANNOT BE FULLY ACCOUNTED FOR IN THE PREPARATION OF HYPOTHETICAL PERFORMANCE RESULTS, ALL OF WHICH CAN ADVERSELY AFFECT ACTUAL TRADING RESULTS.

Risks of tax-aware strategies (not exhaustive)

Pre-tax returns of a tax-aware strategy may meaningfully underperform expectations, and negative alpha would erode both growth and loss generation. Realized losses may be smaller than the illustrations suggest, and their value depends on an individual investor's circumstances, including marginal tax rates and the availability of capital gains to offset. Capital losses offset capital gains, not ordinary income beyond a small annual allowance. Gain deferral is not gain forgiveness, and deferred gains may be recognized on liquidation or withdrawal, even after pre-tax losses. Long/short portfolios involve leverage, shorting, financing and transaction costs, tracking error, and operational complexity that index funds do not. The potential tax benefit of any strategy may be lessened or eliminated prospectively by changes in tax law, or retrospectively by an IRS challenge under current law.

Data and forward-looking statements

The data and analysis contained herein are based in part on theoretical and model portfolios derived from internal and third-party academic research. The information has been obtained or derived from sources believed to be reliable; however, NPT does not make any representation or warranty, express or implied, as to the information's accuracy or completeness. There can be no assurance that an investment strategy will be successful. Historic market trends are not reliable indicators of actual future market behavior or future performance of any particular investment, which may differ materially. The views expressed reflect the current views as of the date hereof, and NPT does not undertake to advise you of any changes in the views expressed. It should not be assumed that NPT will make investment recommendations in the future that are consistent with the views expressed herein. Charts, graphs, and illustrative examples provided herein are for illustrative purposes only and should not be relied upon as the primary basis for any investment decision. Forward-looking statements and projections are subject to change without notice.

Geographic availability

This essay is intended only for qualified investors and interested parties residing in jurisdictions in which NPT is qualified to provide investment advisory services. NPT and its affiliates may hold positions (long or short) or engage in securities transactions that are not consistent with the information and views expressed herein.

NinePointTwo Capital

A Los Angeles-based investment management firm. NPT Research publishes periodically and is distributed to clients and qualified prospective investors.

NPT Research
Published · July 2026
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