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Financial Constraints Risk

Toni M. Whited, Guojun Wu

Review of Financial Studies · 2006 · 3562 citations

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Financial Constraints Risk


Source: Whited, T. M. & Wu, G. (2006). Review of Financial Studies 19(2), 531–559.


TL;DR

Builds an index of financial constraints (the "Whited-Wu index") from a structural investment

model rather than ad hoc proxies, and shows that financially constrained firms' returns **move

together** — there is a common constraints factor — though it carries only a modest, time-varying

risk premium.


What it documents

That financing frictions are a systematic, priced-ish dimension of the cross-section: constrained

firms share exposure to a common factor tied to the tightness of external finance.


How it is constructed

  • Estimate a structural model of investment under financing constraints via GMM; the Lagrange
  • multiplier on the financing constraint yields a firm-level constraints index (a function of

    cash flow, dividends, leverage, size, sales growth, industry growth).

  • Form portfolios on the index and test for a common return factor and its premium.

  • Evidence

  • Constrained-firm returns comove (a constraints factor exists).
  • The factor earns a small, not robustly large premium — constraints risk is real but not a
  • dominant priced factor; the premium varies with macro conditions.


    Why it matters

    A rigorous, model-based alternative to the Kaplan-Zingales index for measuring financial constraints,

    widely used in corporate finance and asset pricing to study how financing frictions affect investment

    and returns.


    Limitations and risks

  • The index depends on the structural model's assumptions; alternative constraint measures disagree.
  • Whether constraints risk is genuinely priced (vs proxying size/distress) is debated.

  • Key references

  • Whited, T. & Wu, G. (2006) — Financial Constraints Risk — Review of Financial Studies
  • Kaplan, S. & Zingales, L. (1997) — Do Investment-Cash Flow Sensitivities Provide Useful Measures of Financing Constraints? — Quarterly Journal of Economics
  • Lamont, O., Polk, C. & Saá-Requejo (2001) — Financial Constraints and Stock Returns — Review of Financial Studies

  • Community-maintained wiki — anyone can suggest an edit or view its revision history. Not peer-reviewed; verify claims against the original paper.

    Wiki last updated: June 24, 2026