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Market Timing and Capital Structure

Malcolm Baker, Jeffrey Wurgler

The Journal of Finance · 2002 · 3625 citations

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Market Timing and Capital Structure


Source: Baker, M. & Wurgler, J. (2002) · Journal of Finance 57(1), 1–32 · DOI: 10.1111/1540-6261.00414


TL;DR

A firm's **capital structure is the cumulative outcome of its past attempts to time the equity

market** — issuing stock when valuations are high and relying on debt (or repurchasing) when they are

low. Leverage is strongly negatively related to a firm's historical market valuations, and these

timing effects are very persistent: the impact of past market-to-book has a half-life of well over

ten years, contradicting any rapid rebalancing to a target ratio.


The idea

Standard theory says financing decisions either trade off costs/benefits toward a target leverage ratio

or follow a pecking order; either way, transitory swings in market value should leave no permanent

imprint. Baker & Wurgler argue the opposite. Managers exploit windows when equity is mispriced (a

practice CFOs admit to in surveys), and—crucially—firms do not subsequently rebalance these

decisions away. The result is path dependence: **low-leverage firms are those that raised funds when

their market valuations were high, and high-leverage firms are those that raised funds when valuations

were low.** Capital structure thus reflects the accumulated history of timing, not a stable target.


To capture this, they build the "external finance weighted-average" market-to-book ratio,

(M/B)_efwa. For a given firm-year it is a weighted average of the firm's past market-to-book ratios,

where each historical year's weight is that year's net external finance raised (equity plus debt issues)

relative to total external finance raised over the firm's life (eq. 3 in the paper). It therefore loads

on the valuations that prevailed when the firm was actually raising capital—the moments when leverage

could in practice be changed—rather than weighting all years equally.


Evidence

  • Sample: COMPUSTAT firms with an identifiable IPO date between 1968 and 1998 (drawn from all
  • COMPUSTAT firms appearing 1968–1999); IPO dates from Jay Ritter (1968–1995) and SDC (1970–1998).

    Firms are studied in "IPO time" (years since IPO), with a separate broader All-COMPUSTAT sample.

  • Main result: in traditional capital-structure regressions (leverage on (M/B)_efwa plus the Rajan
  • & Zingales controls), leverage is strongly negatively related to (M/B)_efwa. The relation holds

    whether leverage is measured in book or market values and across control specifications.

  • Persistence, documented three ways: (i) controlling for current market-to-book, the
  • weighted-average term still explains leverage—so temporary valuation swings produce permanent capital

    structure changes; (ii) controlling for initial leverage, later valuation swings still move leverage

    away from its starting level; (iii) lagged values of (M/B)_efwa retain explanatory power. The effect

    has a half-life well over 10 years: capital structure in 2000 depends on market-to-book variation

    from 1990 and earlier even after controlling for the 1999 value.

  • Magnitudes: for book leverage, 73% of the initial effect remains after 10 years (the ratio of
  • the lagged to contemporaneous coefficient, b₂/b₁ = 0.73); with 95% confidence at least two-thirds of

    the (M/B)_efwa effect survives a decade. For **market leverage the effect is essentially 100%

    permanent.** Historical market-to-book (even data over 10 years old) is more influential than current

    market-to-book.


    Why it matters

    A foundational behavioral-corporate-finance result. It reframes capital structure as the long-lived

    residue of market-timing attempts rather than the output of a static trade-off or a mechanical pecking

    order, and it directly links market (in)efficiency to corporate financing. The (M/B)_efwa measure has

    become a standard tool, and the paper anchors a large subsequent literature on whether managers exploit

    mispricing and how durable those choices are.


    Caveats

  • Identification: distinguishing genuine mispricing-driven timing from rational responses to
  • changing investment opportunities or risk is hard—market-to-book proxies for both.

  • Persistence is contested: subsequent work (e.g., Welch 2004; Leary & Roberts; Flannery & Rangan;
  • Kayhan & Titman) argues firms do partially rebalance and that the long-run imprint is weaker or

    reflects mechanical inertia in market leverage rather than active timing.

  • The IPO-based sample skews toward younger, post-1968 public firms; some firm-years are dropped where
  • (M/B)_efwa exceeds 10.


    Key references

  • Baker, M. & Wurgler, J. (2002) — Market Timing and Capital Structure — Journal of Finance
  • Welch, I. (2004) — Capital Structure and Stock Returns — Journal of Political Economy
  • Rajan, R. & Zingales, L. (1995) — What Do We Know about Capital Structure? — Journal of Finance
  • Myers, S. & Majluf, N. (1984) — Corporate Financing and Investment Decisions... — Journal of Financial Economics
  • Graham, J. & Harvey, C. (2001) — The Theory and Practice of Corporate Finance — Journal of Financial Economics


  • Provenance: verified/generated from the paper's full text.


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    Wiki last updated: June 24, 2026