Growing out of trouble? Corporate responses to liability risk
Open accessAbstract
This article analyzes corporate responses to the liability risk arising from workers' exposure to newly identified carcinogens. We find that firms, especially those with weak balance sheets, tend to respond to such risks by acquiring large, unrelated businesses with relatively high operating cash flows. The diversifying growth appears to be primarily motivated by managers' personal exposure to their firms' risk in that the growth has negative announcement returns and is related to firms' external governance, managerial stockholdings, and institutional ownership. The results suggest that corporate governance is particularly important when firms are exposed to the risk of large, adverse shocks.
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Each alternative estimator ensures that firms receiving treatment are not compared to those that previously received it.
“For example, each alternative estimator ensures that firms receiving treatment are not compared to those that previously received it.”
From How Much Should We Trust Staggered Difference-in-Differences Estimates? (2022) · cites this paper as Gormley and Matsa, 2011
The Empirical approach section (page unavailable) says the paper compares exposed firms with unaffected firms lacking observed exposure to newly listed carcinogens. That supports the point that its comparison group excludes previously exposed firms, but the paper does not establish that *each alternative estimator* has this property. (LLM, conf=0.82)
Experimental — accuracy not yet measuredThe methods differ in which observations are used as effective comparison units and how covariates are incorporated.
“However, the methods differ in which observations are used as effective com parison units and how covariates are incorporated.”
From How Much Should We Trust Staggered Difference-in-Differences Estimates? (2022) · cites this paper as Gormley and Matsa, 2011
Section 3 (Empirical approach; page unavailable) describes alternative comparison groups and explains why the main regressions omit time-varying accounting controls. It therefore supports both methodological dimensions, but does not directly make the broader claim that the methods under discussion differ along them. (LLM, conf=0.76)
Experimental — accuracy not yet measuredStacked regression is an alternative approach developed by applied researchers for circumventing the issues with TWFE DiD estimators.
“An alternative approach developed by applied researchers for circumventing the issues with TWFE DiD estimators is a “stacked regression” (see, e.g., Gormley and Matsa, 2011; Cengiz et al., 2019; Deshpande and Li, 2019 ).”
From How Much Should We Trust Staggered Difference-in-Differences Estimates? (2022) · cites this paper as Gormley and Matsa, 2011
The proposed solutions all deal with the biases arising from the 'bad comparisons' problem by modifying the set of effective comparison units.
“While the literature has not settled on a standard, the proposed solutions all deal with the biases arising from the”
From How Much Should We Trust Staggered Difference-in-Differences Estimates? (2022) · cites this paper as Gormley and Matsa, 2011
Section 3, “Empirical approach,” describes how this study selects unaffected firms as a comparison group and checks alternative group definitions. It does not discuss a general ‘bad comparisons’ problem or say that proposed solutions all work by modifying effective comparison units. Searches for those terms and close paraphrases found no passage addressing that claim. (LLM, conf=0.76)
Experimental — accuracy not yet measured
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Cites
Theory of the firm: Managerial behavior, agency costs and ownership structure
Jensen, M. C., & Meckling, W. H. (1976) · Journal of Financial Economics · doi:10.1016/0304-405x(76)90026-x · Cited by 71,491 · see citing works
Agency Costs of Free Cash Flow, Corporate Finance, and Takeovers
Jensen, M. C. (1986) · Cited by 17,482 · see citing works
Agency costs of free cash flow, corporate finance, and takeovers
Jensen, M. C. (1996) · Cambridge University Press eBooks · doi:10.1017/cbo9780511609435.005 · Cited by 9,606 · see citing works
Large Shareholders and Corporate Control
Shleifer, A., & Vishny, R. W. (1986) · Journal of Political Economy · doi:10.1086/261385 · Cited by 8,408 · see citing works
Moral Hazard and Observability
Holmstrom, B. R. (1979) · The Bell Journal of Economics · doi:10.2307/3003320 · Cited by 8,159 · see citing works
Do Investment-Cash Flow Sensitivities Provide Useful Measures of Financing Constraints?
Kaplan, S. N., & Zingales, L. (1997) · The Quarterly Journal of Economics · doi:10.1162/003355397555163 · Cited by 6,662 · see citing works
Corporate Governance and Equity Prices
Gompers, P., Ishii, J., & Metrick, A. (2003) · The Quarterly Journal of Economics · doi:10.1162/00335530360535162 · Cited by 6,120 · see citing works
Fama, E., & French, K. (1997) · Journal of Financial Economics · doi:10.1016/s0304-405x(96)00896-3 · Cited by 5,776 · see citing works
Financing Constraints and Corporate Investment
Fazzari, S. M., Hubbard, R. G., Petersen, B. C., Blinder, A. S., & Poterba, J. M. (1988) · Brookings Papers on Economic Activity · doi:10.2307/2534426 · Cited by 5,574 · see citing works
(1997) · RePEc: Research Papers in Economics · Cited by 4,621 · see citing works
The market for corporate control
Jensen, M. C., & Ruback, R. S. (1983) · Journal of Financial Economics · doi:10.1016/0304-405x(83)90004-1 · Cited by 4,257 · see citing works
Enjoying the Quiet Life? Corporate Governance and Managerial Preferences
Bertrand, M., & Mullainathan, S. (2003) · Journal of Political Economy · doi:10.1086/376950 · Cited by 3,777 · see citing works
The Determinants of Firms' Hedging Policies
Smith, C. W., & Stulz, R. M. (1985) · Journal of Financial and Quantitative Analysis · doi:10.2307/2330757 · Cited by 3,275 · see citing works
Managerial Incentive Problems: A Dynamic Perspective
Holmstrom, B. (1999) · Review of Economic Studies · doi:10.1111/1467-937x.00083 · Cited by 3,172 · see citing works
Diversification's effect on firm value
Berger, P. G., & Eli Ofek, A. (1995) · Journal of Financial Economics · doi:10.1016/0304-405x(94)00798-6 · Cited by 3,069 · see citing works
Tobin's q, Corporate Diversification, and Firm Performance
Lang, L. H. P., & Stulz, R. M. (1993) · Journal of Political Economy · doi:10.1086/261970 · Cited by 2,967 · see citing works
What Matters in Corporate Governance?
Bebchuk, L., Cohen, A., & Ferrell, A. (2009) · Review of Financial Studies · doi:10.1093/rfs/hhn099 · Cited by 2,906 · see citing works
Risk Management: Coordinating Corporate Investment and Financing Policies
Froot, K. A., Scharfstein, D. S., & Stein, J. C. (1993) · The Journal of Finance · doi:10.1111/j.1540-6261.1993.tb05123.x · Cited by 2,901 · see citing works
Risk Reduction as a Managerial Motive for Conglomerate Mergers
Yakov Amihud, A., & Lev, B. I. (1981) · The Bell Journal of Economics · doi:10.2307/3003575 · Cited by 2,776 · see citing works
Theory of the Firm: Managerial Behavior, Agency Costs and Ownership Structure
Jensen (Deceased), M. C., & Meckling, W. H. (1998) · doi:10.2139/ssrn.94043 · Cited by 2,749 · see citing works
Shleifer, A., & Vishny, R. W. (1989) · Journal of Financial Economics · doi:10.1016/0304-405x(89)90099-8 · Cited by 2,154 · see citing works
An Analysis of the Principal-Agent Problem
Grossman, S. J., & Hart, O. (1983) · Econometrica · doi:10.2307/1912246 · Cited by 2,070 · see citing works
An Analysis of the Principal-Agent Problem
Grossman, S. J., & Hart, O. (1992) · Hübner international series on risk, insurance, and economic security · doi:10.1007/978-94-015-7957-5_16 · Cited by 1,933 · see citing works
The determinants of board structure☆
Linck, J. S., Netter, J. M., & Yang, T. (2007) · Journal of Financial Economics · doi:10.1016/j.jfineco.2007.03.004 · Cited by 1,800 · see citing works
Endogenously Chosen Boards of Directors and Their Monitoring of the CEO
Hermalin, B. E., & Weisbach, M. S. (1995) · Cited by 1,719 · see citing works
Who Manages Risk? An Empirical Examination of Risk Management Practices in the Gold Mining Industry
Tufano, P. (1996) · The Journal of Finance · doi:10.1111/j.1540-6261.1996.tb04064.x · Cited by 1,420 · see citing works
Do Taxes Affect Corporate Financing Decisions?
MacKie–Mason, J. K. (1990) · The Journal of Finance · doi:10.1111/j.1540-6261.1990.tb03724.x · Cited by 1,158 · see citing works
Welfare., E. (1964) · Cited by 1,103 · see citing works
Management turnover and financial distress
Gilson, S. C. (1989) · Journal of Financial Economics · doi:10.1016/0304-405x(89)90083-4 · Cited by 1,045 · see citing works
Risk Management: Coordinating Corporate Investment and Financing Policies
Froot, K. A., Scharfstein, D. S., & Stein, J. C. (1993) · The Journal of Finance · doi:10.2307/2329062 · Cited by 990 · see citing works
Contagious Speculation and a Cure for Cancer: A Nonevent that Made Stock Prices Soar
Huberman, G., & Regev, T. (2001) · The Journal of Finance · doi:10.1111/0022-1082.00330 · Cited by 887 · see citing works
The Market for Corporate Control: The Scientific EvidencePreprint
Ruback, R. S., & Jensen, M. C. (2002) · SSRN Electronic Journal · doi:10.2139/ssrn.244158 · Cited by 847 · see citing works
Non-smoking wives of heavy smokers have a higher risk of lung cancer: a study from Japan.
Hirayama, T. T. (1981) · BMJ · doi:10.1136/bmj.282.6259.183 · Cited by 792 · see citing works
Managerial risk-taking behavior and equity-based compensationPreprint
Low, A. (2009) · SSRN Electronic Journal · doi:10.2139/ssrn.934857 · Cited by 781 · see citing works
Creditor rights and corporate risk-taking
Acharya, V. V., Yakov Amihud, A., & Litov, L. P. (2011) · Journal of Financial Economics · doi:10.1016/j.jfineco.2011.04.001 · Cited by 781 · see citing works
Managerial risk-taking behavior and equity-based compensation☆
Low, A. (2009) · Journal of Financial Economics · doi:10.1016/j.jfineco.2008.05.004 · Cited by 772 · see citing works
Do Conglomerate Firms Allocate Resources Inefficiently Across Industries? Theory and Evidence
Maksimovic, V., & Phillips, G. M. (2002) · The Journal of Finance · doi:10.1111/1540-6261.00440 · Cited by 759 · see citing works
A Theory of Predation Based on Agency Problems in Financial Contracting
Bolton, P. G. M., & Scharfstein, D. S. (1990) · Research portal (Tilburg University) · Cited by 659 · see citing works
Investment, Idiosyncratic Risk, and Ownership
Panousi, V., & Papanikolaou, D. (2012) · The Journal of Finance · doi:10.1111/j.1540-6261.2012.01743.x · Cited by 654 · see citing works
Prescott, E. C., & Visscher, M. (1980) · Journal of Political Economy · doi:10.1086/260879 · Cited by 432 · see citing works
Measuring investment distortions arising from stockholder–bondholder conflicts
Parrino, R., & Weisbach, M. S. (1999) · Journal of Financial Economics · doi:10.1016/s0304-405x(99)00015-x · Cited by 366 · see citing works
Who Manages Risk? An Empirical Examination of Risk Management Practices in the Gold Mining Industry
Tufano, P. (1996) · The Journal of Finance · doi:10.2307/2329389 · Cited by 357 · see citing works
Executive Effort and Selection of Risky Projects
Lambert, R. A. (1986) · The RAND Journal of Economics · doi:10.2307/2555629 · Cited by 352 · see citing works
CEO Turnover and Relative Performance EvaluationPreprint
Jenter, D., & Kanaan, F. (2006) · SSRN Electronic Journal · doi:10.2139/ssrn.885531 · Cited by 341 · see citing works
Enjoying the Quiet Life? Corporate Governance and Managerial PreferencesPreprint
Bertrand, M., & Mullainathan, S. (2003) · RePEc: Research Papers in Economics · Cited by 290 · see citing works
Organizational Capital: The Path to Higher Productivity and Well-Being
Tomer, J. F. (1987) · Medical Entomology and Zoology · Cited by 283 · see citing works
Large blocks of stock: Prevalence, size, and measurement
Dlugosz, J., Fahlenbrach, R., Gompers, P. A., & Metrick, A. (2005) · Journal of Corporate Finance · doi:10.1016/j.jcorpfin.2005.04.002 · Cited by 271 · see citing works
Why Do Firms Merge and Then Divest? A Theory of Financial Synergy
Fluck, Z., & Lynch, A. W. (1999) · The Journal of Business · doi:10.1086/209617 · Cited by 263 · see citing works
Risk, managerial effort, and project choice
Hirshleifer, D. A., & Suh, Y. S. (1992) · Journal of Financial Intermediation · doi:10.1016/1042-9573(92)90004-w · Cited by 259 · see citing works
Incentives, downsizing, and value creation at general dynamics,
Dial, J. (1995) · Journal of Financial Economics · doi:10.1016/0304-405x(94)00803-9 · Cited by 246 · see citing works
The Determinants of Board StructurePreprint
Linck, J. S., Netter, J. M., & Yang, T. (2005) · SSRN Electronic Journal · doi:10.2139/ssrn.729935 · Cited by 228 · see citing works
Agency Costs of Corporate Risk Management
Tufano, P. (1998) · Financial Management · doi:10.2307/3666152 · Cited by 218 · see citing works
Do Taxes Affect Corporate Financing Decisions?
MacKie–Mason, J. K. (1988) · The Journal of Finance · doi:10.2307/2328746 · Cited by 215 · see citing works
Liability and Large-Scale, Long-Term Hazards
Ringleb, A. H., & Wiggins, S. N. (1990) · Journal of Political Economy · doi:10.1086/261695 · Cited by 211 · see citing works
Faleye, O. (2004) · The Journal of Finance · doi:10.1111/j.1540-6261.2004.00691.x · Cited by 206 · see citing works
Capital Structure and the Market for Corporate Control: The Defensive Role of Debt Financing
Israel, R. (1991) · The Journal of Finance · doi:10.1111/j.1540-6261.1991.tb04622.x · Cited by 165 · see citing works
Parrino, R., Poteshman, A. M., & Weisbach, M. S. (2005) · Financial Management · doi:10.1111/j.1755-053x.2005.tb00091.x · Cited by 159 · see citing works
Piercing the Corporate Veil: An Empirical Study
Thompson, R. B. (1991) · Scholarship @ Cornell Law (Cornell University) · Cited by 131 · see citing works
The Liability Insurance Market
Winter, R. A. (1991) · The Journal of Economic Perspectives · doi:10.1257/jep.5.3.115 · Cited by 102 · see citing works
Managerial hedging, equity ownership, and firm value
Acharya, V. V., & Bisin, A. (2009) · The RAND Journal of Economics · doi:10.1111/j.1756-2171.2008.00055.x · Cited by 94 · see citing works
Corporate control and real investment in incomplete markets
Hugonnier, J. N., & Morellec, E. (2006) · Journal of Economic Dynamics and Control · doi:10.1016/j.jedc.2006.09.001 · Cited by 91 · see citing works
Large Blocks of Stock: Prevalence, Size, and MeasurementPreprint
Dlugosz, J., Fahlenbrach, R., Gompers, P. A., & Metrick, A. (2004) · SSRN Electronic Journal · doi:10.2139/ssrn.565504 · Cited by 83 · see citing works
Labor Laws and InnovationPreprint
Acharya, V. V., Baghai, R., & Subramanian, K. V. (2009) · SSRN Electronic Journal · doi:10.2139/ssrn.1333621 · Cited by 62 · see citing works
Schwartz, A. (1985) · The Journal of Legal Studies · doi:10.1086/467795 · Cited by 57 · see citing works
Steel phoenix: the fall and rise of the U.S. steel industry
(1997) · Choice Reviews Online · doi:10.5860/choice.35-0391 · Cited by 56 · see citing works
Parrino, R., Poteshman, A. M., & Weisbach, M. S. (2002) · SSRN Electronic Journal · doi:10.2139/ssrn.297779 · Cited by 52 · see citing works
Asbestos and the Future of Mass Torts
White, M. J. (2004) · The Journal of Economic Perspectives · doi:10.1257/0895330041371187 · Cited by 42 · see citing works
Capital Structure and the Market for Corporate Control: The Defensive Role of Debt Financing
Israel, R. (1991) · The Journal of Finance · doi:10.2307/2328863 · Cited by 42 · see citing works
Kaplan, S. A., & Lattin, N. D. (1960) · The University of Chicago Law Review · doi:10.2307/1598325 · Cited by 29 · see citing works
Managerial Hedging, Equity Ownership and Firm ValuePreprint
Acharya, V. V., & Bisin, A. (2003) · SSRN Electronic Journal · doi:10.2139/ssrn.312450 · Cited by 22 · see citing works
Cash and Corporate ControlPreprint
Faleye, O. (2001) · SSRN Electronic Journal · doi:10.2139/ssrn.276480 · Cited by 19 · see citing works
Asbestos Litigation Costs and Compensation
Carroll, S. J., Hensler, D. R., Abrahamse, A., Gross, J. L., & White, M. J. (2002) · Defense Technical Information Center (DTIC) · Cited by 17 · see citing works
Corporate Control and Real Investment in Incomplete MarketsPreprint
Hugonnier, J. N., & Morellec, E. (2004) · SSRN Electronic Journal · doi:10.2139/ssrn.547744 · Cited by 13 · see citing works
Investment, Idiosyncratic Risk, and OwnershipPreprint
Papanikolaou, D., & Panousi, V. (2008) · SSRN Electronic Journal · doi:10.2139/ssrn.1319596 · Cited by 13 · see citing works
Asbestos and the Future of Mass Torts
White, M. (2004) · National Bureau of Economic Research · doi:10.3386/w10308 · Cited by 10 · see citing works
Thriving in the Midst of Financial Distress? An Analysis of Firms Exposed to Asbestos LitigationPreprint
Taillard, J. P. (2008) · SSRN Electronic Journal · doi:10.2139/ssrn.1160319 · Cited by 9 · see citing works
Asbestos Litigation Costs, Compensation, and Alternatives
Carroll, S. J., Hensler, D. R., Gross, J. L., Sloss, E. M., Schonlau, M., Abrahamse, A., & Ashwood, J. S. (2005) · RAND Corporation eBooks · doi:10.7249/rb9155 · Cited by 7 · see citing works
Thriving in the Midst of Financial Distress? An Analysis of Firms Exposed to Asbestos LitigationPreprint
Taillard, J. P. (2010) · SSRN Electronic Journal · doi:10.2139/ssrn.1571885 · Cited by 7 · see citing works
Workers' Compensation Insurance Rates: Their Determination and Regulation
Williams, C. A. (1986) · doi:10.17848/9780880995443.ch8 · Cited by 6 · see citing works
An Analysis of the Black Lung Compensation Program
Cummins, J. D., & Olson, D. G. (1974) · Journal of Risk & Insurance · doi:10.2307/251960 · Cited by 5 · see citing works
Flagged first, then by citations
Research works printed but not linked: 2
- [7]7. Blanchard, Olivier Jean, Florencio Lopez de Silanes, and Andrei Shleifer. 1994. "What Do Firms Do with Cash Windfalls?" Journal of Financial Economics, 36(3): 337-60.
- [25]25. LeRoy, Spencer, Richard N. Golding, Salvatore A. Barbatano, Kirk A. Borchardt, James H. M. Sprayregen, and JoAnn M. Hornak. 1989. "Workers' Compensation in Bankruptcy: How Do the Parties Fare?" Tort & Insurance Law Journal, 24: 593-629.
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Ni, X. (2020) · Journal of Corporate Finance · doi:10.1016/j.jcorpfin.2020.101606 · Cited by 69 · see citing works
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Meng, Q., Ni, X., & Zhang, J. (2018) · SSRN Electronic Journal · doi:10.2139/ssrn.3237881 · Cited by 34 · see citing works
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Massa, M., Schumacher, D., & Wang, Y. (2021) · RePEc: Research Papers in Economics · doi:10.1093/rfs/hhaa081 · Cited by 33 · see citing works
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Schiozer, R. F., Mourad, F. A., & Martins, T. (2020) · Revista de Administração Contemporânea · doi:10.1590/1982-7849rac2021200067 · Cited by 31 · see citing works
Gao, H., Hsu, P., & Zhang, J. (2020) · The RAND Journal of Economics · doi:10.1111/1756-2171.70005 · Cited by 34 · see citing works
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Han, Y.-Q., Mao, C. X., Tan, H.-P., & Zhang, C. (2023) · Contemporary Accounting Research · doi:10.1111/1911-3846.12923 · Cited by 20 · see citing works
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Čapkun, V., Lou, Y., Otto, C. A., & Wang, Y. (2022) · The Accounting Review · doi:10.2308/tar-2019-0137 · Cited by 29 · see citing works
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Freeman, K. (2016) · SSRN Electronic Journal · doi:10.2139/ssrn.2873199 · Cited by 29 · see citing works
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Iliev, P., & Roth, L. (2020) · SSRN Electronic Journal · doi:10.2139/ssrn.3575501 · Cited by 29 · see citing works
Fu, W., Kalkancı, B., & Subramanian, R. (2018) · Manufacturing & Service Operations Management · doi:10.1287/msom.2018.0710 · Cited by 26 · see citing works
Media Partisanship and Fundamental Corporate Decisions
Knill, A. M., Liu, B., & McConnell, J. J. (2021) · Journal of Financial and Quantitative Analysis · doi:10.1017/s0022109021000594 · Cited by 28 · see citing works
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Gandhi, A. D., Song, Y., & Upadrashta, P. (2020) · SSRN Electronic Journal · doi:10.2139/ssrn.3626558 · Cited by 28 · see citing works
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Boone, A. L., Fich, E. M., & Griffin, T. P. (2018) · Journal of Corporate Finance · doi:10.1016/j.jcorpfin.2023.102444 · Cited by 42 · see citing works
Dasgupta, S., Huynh, T., & Xia, Y. (2021) · SSRN Electronic Journal · doi:10.2139/ssrn.3936584 · Cited by 27 · see citing works
Fu, W., & Jacobs, B. W. (2022) · International Journal of Operations & Production Management · doi:10.1108/ijopm-10-2021-0628 · Cited by 26 · see citing works
Gao, H., Qu, Y., & Shen, T. (2021) · Financial Management · doi:10.1111/fima.12354 · Cited by 26 · see citing works
Bank Diversification and Lending ResiliencyPreprint
Gelman, M., Itay Goldstein, B., & MacKinlay, A. (2022) · SSRN Electronic Journal · doi:10.2139/ssrn.4147790 · Cited by 26 · see citing works
Employment protection and the provision of trade credit
Li, T., Ang, T. C., & Lu, C. (2023) · Journal of Banking & Finance · doi:10.1016/j.jbankfin.2023.106991 · Cited by 25 · see citing works
- Authors
- Gormley, T. A., & Matsa, D. A.
- Affiliations
- Washington University in St. Louis (US)
- Northwestern University (US)
- ORCID
- Gormley, Todd A.
- Venue
- Review of Financial Studies
- Publisher
- Oxford University Press (OUP)
- Published
- 2011-04-11
- Volume
- 24
- Issue
- 8
- Pages
- 2781-2821
- ISSN
- 0893-9454 (ISSN-L)
- 1465-7368
- OpenAlex
- W2137816507
- Cited by
- 690
- References
- 75
- Citations by year
- 2026: 90 · 2025: 136 · 2024: 113 · 2023: 70 · 2022: 56 · 2021: 59 · 2020: 39 · 2019: 21 · 2018: 27 · 2017: 24 · 2016: 19 · 2015: 10 · 2014: 7 · 2013: 13 · 2012: 4
- FWCI
- 28.37
- Type
- journal article
- Language
- en
- Open access
- green
- repository.upenn.edu
- Locations
- Review of Financial Studies (publishedVersion)
- ScholarlyCommons (University of Pennsylvania) (submittedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Topics
- Social Sciences › Business, Management and Accounting › Accounting › Corporate Finance and Governance
- Social Sciences › Business, Management and Accounting › Accounting › Auditing, Earnings Management, Governance
- Social Sciences › Business, Management and Accounting › Accounting › Risk Management in Financial Firms
- Keywords
- liability risk, carcinogens, business diversification, unrelated acquisitions, corporate governance, institutional ownership, operating cash flow, balance sheet strength, adverse shocks
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