Quantitative Finance · Book 8 · Strategies

Strategies I: Equities and Futures

Strategies I: Equities and Futures · Strategies

12Share Classes, Holding Companies, Closed-End Funds and SPACs

A closed-end fund holds $100 million of listed stocks and trades at $85 million. Its shares cannot be redeemed for the stocks, so nothing forces the two values together: the discount can last for years, narrow when sentiment turns, or widen. Buying the fund and selling its holdings locks in fifteen cents on the dollar only if something closes the gap. On the synthetic model of this chapter the trade earns 0.87% a year if the discount is left to drift back toward its average, with a median holding of three years and a two-in-five chance of losing; with catalysts (a tender, a liquidation, an activist) arriving at 0.3 a year it earns 5.0% a year and closes in a median 1.4 years. Structural relative value is the family of trades in which a contract or a structure ties two prices together: share classes, holding companies, closed-end funds and special-purpose acquisition companies. The build is firm.structrv.

12.1 Dual share classes

Definition 12.1 (Dual-class share)

A dual-class share structure gives a company two or more listed classes of common stock with the same claim on its cash flows but different rights (usually votes), so that the classes should trade close to each other and their spread reflects the value of the difference in rights, liquidity and index eligibility.

Share classes are the cleanest structural pair: the same company, the same dividends, a spread that should be small and stationary. They are the real counterpart of chapter 4’s planted twins, whose log price spread reverted with a ten-day time constant and a 2% standard deviation, and which the distance method found and traded at a Sharpe ratio of 5 after costs. The real spreads are driven by what differs between the classes: voting rights matter in takeover contests, one class may be in an index and the other not (chapter 10), and one may be far less liquid. A share-class book trades the spread against its own history and closes positions before events that could change the value of the vote.

12.2 Holding-company discounts

Definition 12.2 (Holding-company discount)

A holding-company discount is the amount by which a holding company’s market value falls short of the value of its stakes in other listed and unlisted companies (net of its debt), expressed as a fraction of that value.

A holding company that owns listed stakes can be hedged exactly: buy the holding company, sell its stakes in proportion. What is left is the discount, which has reasons to exist (taxes on a sale of the stakes, the holding’s costs, governance) and few forces to close it; unlike a closed-end fund, a holding company rarely liquidates. The chapter’s holding company trades at 70 cents on the dollar with a discount reverting toward 80 cents over a half-life of three years and no catalyst: the hedged trade earns 0.94% a year, closes within three years in only 2% of the paths, and loses in 40%.

12.3 Closed-end fund discounts

Definition 12.3 (Closed-end fund discount)

A closed-end fund discount is the amount by which a closed-end fund’s share price falls short of its net asset value per share, as a fraction of the net asset value; a closed-end fund issues a fixed number of shares that trade on an exchange and cannot be redeemed at net asset value.

The closed-end fund puzzle has two parts. Funds trade at discounts most of the time, and those discounts move. Lee, Shleifer and Thaler traced the movement to individual investors’ sentiment: discounts on different funds move together, new funds get started when seasoned ones sell near or above their asset value, and discounts narrow when small stocks do well. Pontiff found that deviations are larger where arbitrage is costlier: portfolios hard to replicate, small dividends, small funds and high interest rates, which together explained a quarter of the cross-section of mispricing.

closed-end fund at 85 centsholding company
catalysts a yearnone0.10.3at 70 cents, none
mean return per trade; a year1.9%; 0.87%4.4%; 2.23%7.9%; 5.04%2.8%; 0.94%
median years held2.962.131.373.00
closed within three years50%63%79%2%
closed by a catalyst0%19%46%0%
5th percentile of return; share that lose−14.7%-14.7\%; 40%−13.3%-13.3\%; 30%−10.4%-10.4\%; 17%−13.9%-13.9\%; 40%

The model (Listing 12.1) is a mean-reverting discount, in logs: the fund starts at 85 cents on the dollar (−16.3%-16.3\%) and reverts toward 90 cents (−10.5%-10.5\%) with a half-life of two years and a volatility of 8% a year. The trade buys the fund and shorts its portfolio, pays 1.3% a year in carry (the fund’s expenses and the hedge’s borrow), and closes when the discount reaches 5% or after three years. Without a catalyst, most of the expected narrowing is to the average discount, not to zero, and the carry eats much of it: the trade is a slow, uncertain 2% over three years. A catalyst changes the arithmetic: the discount closes to 2% at once, the capital is freed early, and the return per year rises nearly sixfold at 0.3 catalysts a year (Figure 12.1). This is why discount trades are so often activist trades: the investor who can force a tender or a liquidation owns the catalyst.

The closed-end fund discount trade: when it closes (the discount reaches 5%, a catalyst arrives, or three years pass), over 10 000 simulated paths; the last bar holds the trades still open at three years. Data: s1_structrv.fund.
Figure 12.1. The closed-end fund discount trade: when it closes (the discount reaches 5%, a catalyst arrives, or three years pass), over 10 000 simulated paths; the last bar holds the trades still open at three years. Data: s1_structrv.fund.

12.4 Blank-cheque companies and their trust value

Definition 12.4 (Special purpose acquisition company, trust value)

A special purpose acquisition company (SPAC) is a listed shell company that raises cash in an initial public offering, holds it in a trust, and has a limited time to merge with a private company; its shareholders can redeem their shares for their share of the trust instead of taking part in the merger. The trust value per share is that redemption amount, the cash raised plus the interest the trust has earned.

The redemption right makes a SPAC share a floor plus an option: at the vote the holder can take the trust value or keep a share of the merged company. A share bought below the trust value has a guaranteed minimum return (if the trust is safe) and a free call on the merger. Bought at $9.80 with a trust of $10.00 earning 4% a year and the vote a year away, the floor is $10.41, a 6.2% return (Listing 12.2). What the call is worth depends on the merged company. Klausner, Ohlrogge and Ruan found that SPACs raising $10.00 a share held far less net cash per share at their mergers (a median of $5.70 for those merging from January 2019 to June 2020), and that shareholders who held through the merger suffered steep losses while sponsors profited. The chapter’s assumption follows that record: a merged value lognormal around $7 with a volatility of 60%. The arbitrageur who redeems when the merged value is below the trust (74% of the paths) earns 20.2% on average, the floor plus a call on a volatile outcome; a holder who never redeems loses 13.9% on average and 27.8% at the median.

As of September 2026 — SEC rules for SPACs

On January 24, 2024 the SEC adopted rules and amendments for SPAC initial public offerings and de-SPAC transactions (the mergers), requiring among other things enhanced disclosure about conflicts of interest, sponsor compensation and dilution, more information about the target company, and addressing the use of projections, to align SPACs more closely with traditional IPOs.

12.5 Structural relative value, in general

The four trades share a shape. A structure ties a price to a value that can be observed or replicated (the other class, the stakes, the net asset value, the trust). The gap exists because no one can force it closed cheaply: votes, taxes, the inability to redeem, the time to a vote. The trade earns the gap’s narrowing and pays carry while it waits. Its risks are the gap widening (sentiment, as Lee, Shleifer and Thaler found for funds), the hedge failing (a portfolio that cannot be shorted exactly, as Pontiff found), and time. The practical question is always the same: what closes the gap, and when? With a catalyst the trade is an event; without one it is a slow, uncertain carry trade.

12.6 Strategy files

Strategy file 12.1 — Share-class spread

Who pays you, and why. Traders who need one class’s liquidity or index membership and push its price away from the other’s.

Instruments and venues. The two listed classes of one company.

Signal. The log spread against its own history, net of the value of the voting difference.

Sizing and execution. Long the cheap class, short the rich one; small, frequent trades.

Costs. Borrow and spread on the less liquid class.

How it dies. Takeover contests that revalue the votes; index changes; conversion or collapse of the structure.

Horizon, capacity, infrastructure. Days to weeks; capacity set by the less liquid class.

Backtest honestly. Both classes’ prices at the same moment; corporate events in the sample.

Sources. Chapter 4’s twin simulation; no public performance record verified.

Strategy file 12.2 — Holding-company discount trade

Who pays you, and why. Investors who avoid the holding company’s structure, taxes or governance, and sell it below its parts.

Instruments and venues. The holding company, long; its listed stakes, short.

Signal. The discount against its own history and against its causes (tax, costs, governance changes).

Sizing and execution. Hedged to the listed stakes; the unlisted part left as risk or estimated.

Costs. Borrow on the stakes; carry for years.

How it dies. Discounts that persist or widen; no catalyst.

Horizon, capacity, infrastructure. Years; the holding’s reported portfolio.

Backtest honestly. Stakes as reported at each date; the unlisted part marked conservatively.

Sources. This chapter’s simulation (0.94% a year without a catalyst); no public performance record verified.

Strategy file 12.3 — Closed-end fund discount mean reversion

Who pays you, and why. Individual investors whose sentiment moves discounts, and who sell funds when discounts are wide.

Instruments and venues. Closed-end funds, long; their portfolios or a proxy, short.

Signal. The discount against its long-run average and against other funds’ discounts.

Sizing and execution. Many funds, each hedged; exit near the average discount.

Costs. The fund’s expenses while held; hedging costs where the portfolio is hard to replicate.

How it dies. Sentiment that moves all discounts wider together.

Horizon, capacity, infrastructure. Months to years; daily net asset values.

Backtest honestly. Net asset values as published (with their lag); expenses and hedge costs.

Sources. Lee, Shleifer and Thaler (1991); Pontiff (1996).

Strategy file 12.4 — Activist-catalyst discount trade

Who pays you, and why. Fund managers and boards who keep a discount open until forced to close it.

Instruments and venues. Closed-end funds and holding companies with wide discounts and contestable governance.

Signal. The discount, and the feasibility of forcing a tender, a liquidation or a conversion.

Sizing and execution. Positions large enough to influence the outcome; proxy campaigns.

Costs. Legal and campaign costs; long holding periods if the campaign fails.

How it dies. Defensive measures; other shareholders who do not support the campaign.

Horizon, capacity, infrastructure. One to three years; legal and governance capability.

Backtest honestly. Campaigns that failed as well as those that succeeded.

Sources. This chapter’s simulation (5.0% a year with 0.3 catalysts a year, against 0.87% without); no public performance record verified.

Strategy file 12.5 — SPAC trust-value floor

Who pays you, and why. Investors who sell SPAC shares below their trust value, and the option value of the merger.

Instruments and venues. SPAC shares (and sometimes warrants) before their merger vote.

Signal. Price below trust value plus accrued interest; time to the vote or deadline.

Sizing and execution. Buy below trust, redeem at the vote unless the merged share is worth more; many SPACs.

Costs. Low; capital tied up until the vote.

How it dies. Trusts earning less than expected; extensions that lengthen the wait; rules and markets that change the product.

Horizon, capacity, infrastructure. Months to two years; trust and redemption terms from filings.

Backtest honestly. Redemption at trust value, not the merged price; the whole SPAC sample.

Sources. Klausner, Ohlrogge and Ruan (2022) on net cash and post-merger losses; this chapter’s simulation (floor 6.2%).

12.7 Tutorial: eighty-five cents on the dollar

Goal. Simulate a discount that reverts slowly and can be closed by a catalyst, trade it, and price a SPAC as a floor and a call. End state: the table and Figure 12.1.

  1. The discount and the trade: an AR(1) in logs with Poisson catalysts; exit at a level, a catalyst or the horizon.

    def simulate_discount(d0: float, mean: float, half_life: float, vol: float, days: int, catalyst_rate: float = 0.0,
                          catalyst_level: float = -0.02, paths: int = 10000, rng=None):
        rng = rng or np.random.default_rng(12)
        phi = 0.5 ** (1 / half_life)
        sd = vol / math.sqrt(252)
        D = np.empty((paths, days + 1))
        D[:, 0] = d0
        hit = rng.random((paths, days)) < catalyst_rate / 252
        cat = np.where(hit.any(axis=1), hit.argmax(axis=1) + 1, -1)
        for t in range(1, days + 1):
            D[:, t] = mean + phi * (D[:, t - 1] - mean) + sd * rng.standard_normal(paths)
            done = cat == t
            D[done, t] = catalyst_level
            after = (cat > 0) & (cat < t)
            D[after, t] = catalyst_level
        return D, cat
    
    
    def discount_trade(paths, catalyst_day, close_level: float, carry: float, horizon: int):
        D = np.asarray(paths, float)
        reach = D[:, 1:horizon + 1] >= close_level
        first = np.where(reach.any(axis=1), reach.argmax(axis=1) + 1, horizon)
        cat = np.asarray(catalyst_day)
        exit_day = np.where((cat > 0) & (cat < first), cat, first)
        ret = D[np.arange(len(D)), exit_day] - D[:, 0] - carry * exit_day / 252
        return ret, exit_day
    Listing 12.1. The discount’s paths and the hedged trade. code/firm/structrv/firm_structrv.py
  2. The SPAC: the trust floor and the merger option.

    def spac_payoff(trust_at_vote: float, merged_value):
        return np.maximum(trust_at_vote, np.asarray(merged_value, float))
    
    
    def spac_return(price: float, trust: float, rate: float, days: int, merged_value):
        return spac_payoff(trust * math.exp(rate * days / 252), merged_value) / price - 1
    Listing 12.2. A SPAC share’s payoff at the vote. code/firm/structrv/firm_structrv.py
  3. Run fund(0.0), fund(0.1), fund(0.3), holding(), spac() and fig_structrv.py.

What to change next. Make the discounts of several funds move together (Lee, Shleifer and Thaler’s common sentiment) and size a book of them; add warrants to the SPAC; let the catalyst’s arrival depend on the discount’s width.

12.8 Build: structural relative value

Purpose. Discount dynamics with catalysts, the hedged discount trade, and the SPAC floor-plus-option payoff.

Interface. simulate_discount(d0, mean, half_life, vol, days, catalyst_rate, catalyst_level, paths, rng), discount_trade(paths, catalyst_day, close_level, carry, horizon), spac_payoff(trust_at_vote, merged_value), spac_return(price, trust, rate, days, merged_value).

Rules. Discounts in logs; carry charged for the time held; exits on the first of level, catalyst or horizon.

Acceptance tests. code/firm/structrv/tests/: deterministic reversion with zero volatility; catalysts that close the discount; the trade’s exit and return by hand; the SPAC payoff by hand.

Stretch. Correlated discounts across funds; activist campaigns with costs; the SPAC’s warrants and extension votes.

Sources and further reading

  • C. M. C. Lee, A. Shleifer and R. H. Thaler, “Investor sentiment and the closed-end fund puzzle”, Journal of Finance 46(1), 1991.
  • J. Pontiff, “Costly arbitrage: evidence from closed-end funds”, Quarterly Journal of Economics 111(4), 1996.
  • M. Klausner, M. Ohlrogge and E. Ruan, “A sober look at SPACs”, Yale Journal on Regulation 39, 2022.
  • US SEC, press release 2024-8, SPAC rules, January 2024.

12.9 Exercises

Exercise 12.1 ★

Express discounts of 85, 90 and 95 cents on the dollar in logs.

Solution

Solution of Exercise 12.1.

ln⁡0.85=−16.3%\ln 0.85 = -16.3\%, ln⁡0.90=−10.5%\ln 0.90 = -10.5\%, ln⁡0.95=−5.1%\ln 0.95 = -5.1\%.

Exercise 12.2 ★

A trade bought at 85 cents closes at 95 cents after a year with carry of 1.3%. What is its log return?

Solution

Solution of Exercise 12.2.

ln⁡0.95−ln⁡0.85−0.013=11.1%−1.3%=9.8%\ln 0.95 - \ln 0.85 - 0.013 = 11.1\% - 1.3\% = 9.8\%.

Exercise 12.3 ★

A SPAC trades at $9.80 with a trust of $10.00 earning 4% a year and a vote a year away. What is the trust value at the vote and the floor return?

Solution

Solution of Exercise 12.3.

10×e0.04=$10.4110 \times e^{0.04} = \$10.41; the floor return is 10.41/9.80−1=6.2%10.41/9.80 - 1 = 6.2\%.

Exercise 12.4 ★★

With a half-life of two years, what fraction of the gap between today’s discount and its average remains after one year? Why is the no-catalyst trade so slow?

Solution

Solution of Exercise 12.4.

0.51/2=70.7%0.5^{1/2} = 70.7\% of the gap remains after a year. The expected narrowing is to the average discount, not to zero, and slowly; carry runs the whole time, so the expected gain per year is small and the time to reach the exit level long.

Exercise 12.5 ★★

Why is a closed-end fund discount harder to arbitrage than a share-class spread?

Solution

Solution of Exercise 12.5.

Share classes are claims on the same company and differ only in rights and liquidity, so their spread is small and reverts fast. A fund’s shares cannot be redeemed, its portfolio may be hard to replicate, its expenses run while it is held, and its discount moves with investor sentiment across funds: nothing forces it closed.

Exercise 12.6 ★★

Explain why a SPAC bought below its trust value is a floor plus a call, and what can make the floor fail.

Solution

Solution of Exercise 12.6.

At the vote the holder can redeem for the trust value or keep the merged share: the payoff is the maximum of the two, a floor plus a call on the merged company. The floor fails if the trust does not hold what it should (it earns less, or the SPAC’s terms change through extensions), or if the shares cannot be redeemed as expected.

Exercise 12.7 ★★★

Coding. Run fund(0.1) and compare the annual return and holding time with fund(0.0) and fund(0.3). How much would you pay a year for a catalyst arriving at 0.3 a year?

Solution

Solution of Exercise 12.7.

At 0.1 catalysts a year the trade earns 2.23% a year and closes in a median 2.13 years; without a catalyst 0.87% and 2.96 years; at 0.3, 5.04% and 1.37 years. Going from none to 0.3 adds about 4.2 points a year on the capital committed: that is the most a catalyst is worth to the trade, before the costs of producing it.

Exercise 12.8 ★★★

Find the flaw. “The fund trades at a 15% discount to its assets; buying it and shorting its portfolio locks in 15%.”

Solution

Solution of Exercise 12.8.

Nothing makes the fund’s price rise to its asset value: the hedged trade earns only the change in the discount, which can widen, less the fund’s expenses and the hedge’s costs. The expected narrowing is to the fund’s average discount; without a catalyst the model trade earns 1.9% over a median three years and loses in 40% of the paths.

12.10 Problem: Eighty-Five Cents on the Dollar

Problem 12.1

Weekend problem — what closes the gap

The chapter’s simulated discounts and SPAC, and the public record.

Part I — Structures.

  1. Define a dual-class share, a holding-company discount and a closed-end fund discount.
  2. Why do these gaps exist, and why do they persist?
  3. Relate share classes to chapter 4’s twins.
  4. What did Lee, Shleifer and Thaler, and Pontiff, find?

Part II — The discount trade.

  1. Describe the model of the fund’s discount and the trade.
  2. Give the results without a catalyst.
  3. Give the results with catalysts at 0.1 and 0.3 a year.
  4. What does the holding company’s result show?

Part III — SPACs.

  1. Define a SPAC and its trust value.
  2. Compute the floor for the chapter’s SPAC.
  3. What did Klausner, Ohlrogge and Ruan find?
  4. What does the simulation say about redeeming and holding?

Part IV — The verdict.

  1. State the named result: the expected return and the time to close of a discount trade with and without a catalyst.
  2. What do the four structures have in common?
  3. Why are discount trades so often activist trades?
  4. What did the SEC’s 2024 rules change for SPACs?
  5. How would you hedge a fund whose portfolio you cannot short?
  6. Which strategy file would you run with patient capital?
  7. What is the main risk of a book of discount trades?
  8. In one sentence: what does structural relative value buy?
Solution

Solution of Problem 12.1.

  1. Two listed classes with the same cash-flow claim and different rights; the shortfall of a holding company’s value from its stakes; the shortfall of a closed-end fund’s price from its net asset value.
  2. Voting and liquidity differences, taxes and costs, the inability to redeem; nothing forces them closed cheaply.
  3. Share classes are real twins: a small stationary spread, which chapter 4’s distance method traded at a Sharpe ratio of 5.
  4. Fund discounts move together with sentiment and narrow when small stocks do well; deviations are larger where arbitrage is costlier.
  5. A log discount from −16.3%-16.3\% reverting toward −10.5%-10.5\% with a two-year half-life and 8% volatility; long the fund, short its portfolio, 1.3% carry, exit at a 5% discount, a catalyst or three years.
  6. 1.9% per trade, 0.87% a year, median three years, half closed, 40% losing.
  7. 2.23% and 5.04% a year; median 2.13 and 1.37 years; 63% and 79% closed within three years.
  8. Without a catalyst and with slow reversion, a wide discount is a poor trade: 0.94% a year, 2% closed within three years.
  9. A listed shell with a trust, a deadline and redemption rights; the redemption amount per share.
  10. $10.41 at the vote, a 6.2% return from $9.80.
  11. Net cash per share at merger far below $10 (median $5.70 in 2019–2020) and steep post-merger losses for holders.
  12. Redeeming below the trust (74% of paths) gives 20.2% on average; holding always loses 13.9% on average and 27.8% at the median.
  13. Named result. Bought at 85 cents with no catalyst, the discount trade earns 0.87% a year and closes in a median 2.96 years (half the paths not closing within three); with catalysts at 0.3 a year, 5.04% a year and a median 1.37 years.
  14. A price tied by a structure to an observable value, a gap no one can close cheaply, carry while waiting.
  15. Because the activist owns the catalyst.
  16. Enhanced disclosure of conflicts, sponsor compensation, dilution and the target, and rules on projections.
  17. With a proxy (an index or a replicating basket) and accept the tracking error, sized accordingly.
  18. The holding-company or fund discount with a catalyst in view.
  19. Discounts widening together when sentiment turns.
  20. A gap between a price and the value it is tied to, and the time it takes to close.

12.11 Interview questions

Interview question 12.1 ★ researcher, trader

Why can a closed-end fund trade below its net asset value for years?

Solution

Solution of Interview question 12.1.

Its shares cannot be redeemed at net asset value, so nothing forces the price to it; expenses, taxes, illiquid holdings and investor sentiment keep a discount, and arbitrage against it is costly and slow.

Interview question 12.2 ★★ trader

How would you trade two share classes of the same company?

Solution

Solution of Interview question 12.2.

Long the cheap class, short the rich one, when the spread is wide relative to its history and to the value of the voting difference; small positions, many trades, and closing before events that can change the value of the vote.

Interview question 12.3 ★★ researcher

How would you value a SPAC share before its merger vote?

Solution

Solution of Interview question 12.3.

As the discounted trust value plus a call on the merged company’s share struck at the trust value, with warrants valued separately; the call’s value depends on the likely merger, its dilution and the post-merger price distribution.

Interview question 12.4 ★★ risk

What are the risks of a portfolio of hedged closed-end fund positions?

Solution

Solution of Interview question 12.4.

Discounts widening together (common sentiment), hedges that do not track the portfolios, expenses and carry over long holding periods, and illiquidity in the funds themselves.

Interview question 12.5 ★★ trader, researcher

A holding company trades at 70% of its parts. What would make you buy it?

Solution

Solution of Interview question 12.5.

A catalyst: a planned sale or distribution of stakes, a change of control or governance, an activist with influence, or a tax change; and a hedge for the listed stakes, so that the position is a bet on the discount alone.

Interview question 12.6 ★★★ researcher

A discount follows an Ornstein–Uhlenbeck process toward dˉ\bar d with speed κ\kappa, and a catalyst closes it to dcd_c at Poisson rate λ\lambda. Write the expected discount at time tt and the expected gain of a trade held to tt.

Solution

Solution of Interview question 12.6.

Before the catalyst, E[dt]=dˉ+(d0−dˉ)e−κtE[d_t] = \bar d + (d_0 - \bar d)e^{-\kappa t}; with probability e−λte^{-\lambda t} no catalyst has arrived. So E[dt]=e−λt(dˉ+(d0−dˉ)e−κt)+(1−e−λt)dcE[d_t] = e^{-\lambda t}(\bar d + (d_0 - \bar d)e^{-\kappa t}) + (1 - e^{-\lambda t})d_c, and the expected gain of the trade held to tt is E[dt]−d0E[d_t] - d_0 less carry.

Terms defined in this chapter

See all 2333 terms in the glossary