NPT Research · Essay

A short introduction to tax-aware long/short.

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

July 2026

An investor who sold a business stake this year, or received a first carry distribution, is now facing a $2M capital gain. At the roughly 37% combined federal and state rate that applies to most high earners in high-tax states, the tax comes to about $740,000.1 For a long time, the honest answer for most investors was that not much could be done about the tax burden.

That answer is starting to change. A class of quantitative equity strategies called tax-aware long/short, until recently available mainly to institutions and their largest clients, is built for this situation. This piece explains how the strategies work and the investors they tend to fit.

The size of the problem

Taxes generally receive far less attention than fees, despite being the larger cost. Fees are measured in basis points and negotiated hard, while taxes are measured in percentage points and often go unmanaged. 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 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.1

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 delta was not all tax burden. Most of it is growth that never occurred, because every dollar paid in tax stops compounding the day it leaves the account. This is a dire case, where all realized gains are taxed annually. The same dynamic, however, exists when realizing any amount of gain.

The standard toolkit, and its ceiling

The familiar tool is tax-loss harvesting. When a position trades below cost, it is sold, a close substitute is held so the market exposure stays in place, and the realized loss is applied against gains elsewhere.

Direct indexing applies the same idea at scale. Rather than holding an S&P 500 fund, the investor holds the five hundred stocks individually. An index that finished the year up 8% still contains dozens of names that finished down, and each is a harvesting opportunity. In the early years, the technique generally adds after-tax value on the order of 0.5% to 1.5% of portfolio value annually.2

The limitation shows up over time, because harvesting requires positions trading below cost and an appreciating portfolio gradually runs out of them. Cumulative losses from direct indexing tend to flatten near 30% of starting capital,3 because markets rise over the long run and rising markets leave fewer positions to harvest.

What adding a short book changes

Tax-aware long/short may remove that ceiling. Alongside its long positions, the portfolio shorts stocks a quantitative model scores poorly, borrowing shares and selling them so the position profits if the price declines. Holding positions on both sides means some part of the portfolio is moving against it in any market environment, which is what allows the structure to generate realized losses across 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, several times the direct indexing peak on the same capital base, and the loss generation continues rather than flattening.3

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.

For the investor with the $2M gain, the difference is material. A direct indexing program a few years in might have accumulated enough losses to offset a fraction of the bill. An established tax-aware long/short program of comparable size could plausibly offset all of it, deferring the full $740,000 and leaving it invested.

None of this makes the portfolio a vehicle for generating losses alone. These are investment strategies run for expected return. Carrying a short book costs roughly 50 to 80 basis points a year in financing, and that cost must be earned back through pre-tax alpha before the tax benefits add anything on top.4 Manager quality matters significantly for the successful implementation of these strategies.

Why deferral pays

The most common objection is that deferred taxes eventually come due, so deferral merely postpones the bill. The arithmetic does not support the objection. Tax that has not yet been paid stays invested and earns returns of its own, and over decades those returns compound into significant amounts. George Constantinides formalized the point in 1983, and forty years of subsequent research has refined the result without overturning it.

AQR tested the full lifecycle, thirty years of the strategy followed by a 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 tax, 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. Under current law, assets passed at death receive a stepped-up basis, and the deferred tax is never paid at all.

Fit, sizing, and costs

These strategies generally fit investors with a taxable portfolio in the millions, a long horizon, and a recurring supply of gains to offset. The natural candidates are founders selling down concentrated stock, PE and VC professionals with carry distributions ahead, and families with appreciated real estate or business sales on the horizon.

Sizing follows from expected gains. Estimate the capital gains realistically expected over the next one to three years, then size the allocation so its loss generation roughly matches. Sensible allocations usually land between 5% and 30% of a taxable equity portfolio, smaller for investors with occasional gains, larger ahead of a major liquidity event.

Several factors are worth understanding before considering one of these strategies. They need years to work rather than quarters, and unwinding a program is a multi-year process of its own. The active book produces intentional tracking error against the benchmark, which some investors find genuinely difficult to live with when the strategy is trailing the index they would otherwise hold. The operational requirements demand institutional infrastructure, with leverage, margin, and continuous risk monitoring. And the pre-tax investment case has to stand on its own. A strategy run purely for its tax treatment is what the economic substance doctrine in tax law exists to disallow.

Where this is heading

Direct indexing went from a specialized institutional service to a standard offering at every major custodian in about a decade. We expect tax-aware long/short to follow a similar path, because the underlying logic is stronger and the after-tax stakes are larger. For now the strategies remain expensive, operationally demanding, and widely misunderstood, which is roughly where direct indexing stood fifteen years ago.

Notes
  1. The 37% combined rate reflects 23.8% federal (20% long-term capital gains rate plus 3.8% Net Investment Income Tax) and approximately 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. The direct indexing figure is from AQR (July 2021), “Improving Direct Indexing: 130/30 and 150/50 Strategies.” The tax-aware long/short figures are NinePointTwo simulations of portfolios run at 4% to 6% tracking error to the Russell 1000, January 2016 through June 2026; loss generation scales with active risk, and simulated results have inherent limitations and do not reflect actual trading. The 150/50 label describes leverage. A 150/50 portfolio holds $150 long and $50 short per $100 of capital, keeping net market exposure at 100%.
  4. Short-sale financing costs reflect the spread between prime broker lending rates and the rebate credited on short-sale proceeds, plus stock-borrow fees. For a diversified large-cap book with few hard-to-borrow names, annual costs have historically been in the 50 to 80 basis point range.
  5. Scaled proportionally from AQR (2025), “The Impact of Liquidation Taxes on the Lifecycle Benefits of Tax-Aware Long-Short Strategies,” which modeled a $100M starting portfolio over thirty years, measured post-liquidation. Simulated results derived from third-party research, not actual performance of any NPT account or strategy.
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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