IDEAS home Printed from https://ideas.repec.org/a/taf/quantf/v12y2012i11p1733-1751.html
   My bibliography  Save this article

The effect of neglecting the slope parameters’ heterogeneity on dynamic models of corporate capital structure

Author

Listed:
  • Maria Elena Bontempi
  • Roberto Golinelli

Abstract

We present a parsimonious representation of debt-ratio dynamics that is able to nest the Trade-Off, Pecking-Order and Market-Timing theoretical models, at the same time avoiding the poolability of the slope parameters. The inference on the heterogeneous speed of adjustment of the firm towards the target debt ratio is based on a comparison of the unit root results from both individual company and (this is a relative novelty in the case of micro-data) panel data. Results show that company behavior is largely heterogeneous with regard to the theory underlying the historical data. Our proposed methodology may be usefully employed in order to identify sub-samples of companies behaving in an homogeneous manner, and can be extended to study the empirical capital structure models with more appropriate quantitative instruments. This would avoid the arbitrary a priori selection of sub-samples and the imposition of untested poolability assumptions as commonly occurs in the empirical literature.

Suggested Citation

  • Maria Elena Bontempi & Roberto Golinelli, 2012. "The effect of neglecting the slope parameters’ heterogeneity on dynamic models of corporate capital structure," Quantitative Finance, Taylor & Francis Journals, vol. 12(11), pages 1733-1751, November.
  • Handle: RePEc:taf:quantf:v:12:y:2012:i:11:p:1733-1751
    DOI: 10.1080/14697688.2011.572903
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1080/14697688.2011.572903
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1080/14697688.2011.572903?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    2. Bun, Maurice J.G. & Carree, Martin A., 2005. "Bias-Corrected Estimation in Dynamic Panel Data Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 23, pages 200-210, April.
    3. Stewart C. Myers & Nicholas S. Majluf, 1984. "Corporate Financing and Investment Decisions When Firms Have InformationThat Investors Do Not Have," NBER Working Papers 1396, National Bureau of Economic Research, Inc.
    4. Huang, Rongbing & Ritter, Jay R., 2009. "Testing Theories of Capital Structure and Estimating the Speed of Adjustment," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 44(2), pages 237-271, April.
    5. Myers, Stewart C. & Majluf, Nicholas S., 1984. "Corporate financing and investment decisions when firms have information that investors do not have," Journal of Financial Economics, Elsevier, vol. 13(2), pages 187-221, June.
    6. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    7. Maria Elena Bontempi, 2002. "The dynamic specification of the modified pecking order theory: Its relevance to Italy," Empirical Economics, Springer, vol. 27(1), pages 1-22.
    8. Jushan Bai & Serena Ng, 2002. "Determining the Number of Factors in Approximate Factor Models," Econometrica, Econometric Society, vol. 70(1), pages 191-221, January.
    9. Bradley, Michael & Jarrell, Gregg A & Kim, E Han, 1984. "On the Existence of an Optimal Capital Structure: Theory and Evidence," Journal of Finance, American Finance Association, vol. 39(3), pages 857-878, July.
    10. Whitney K. Newey & Kenneth D. West, 1994. "Automatic Lag Selection in Covariance Matrix Estimation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 61(4), pages 631-653.
    11. Pedroni, Peter, 2004. "Panel Cointegration: Asymptotic And Finite Sample Properties Of Pooled Time Series Tests With An Application To The Ppp Hypothesis," Econometric Theory, Cambridge University Press, vol. 20(3), pages 597-625, June.
    12. Anindya Banerjee, 1999. "Panel Data Unit Roots and Cointegration: An Overview," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 607-629, November.
    13. Kaddour Hadri, 2000. "Testing for stationarity in heterogeneous panel data," Econometrics Journal, Royal Economic Society, vol. 3(2), pages 148-161.
    14. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    15. Eugene F. Fama, 2002. "Testing Trade-Off and Pecking Order Predictions About Dividends and Debt," Review of Financial Studies, Society for Financial Studies, vol. 15(1), pages 1-33, March.
    16. Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July.
    17. Joakim Westerlund, 2007. "Testing for Error Correction in Panel Data," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 69(6), pages 709-748, December.
    18. Lakshmi Shyam-Sunder & Stewart C. Myers, 1994. "Testing Static Trade-off Against Pecking Order Models of Capital Structure," NBER Working Papers 4722, National Bureau of Economic Research, Inc.
    19. Aydoğan Alti, 2006. "How Persistent Is the Impact of Market Timing on Capital Structure?," Journal of Finance, American Finance Association, vol. 61(4), pages 1681-1710, August.
    20. Panetta, F. & Violi, R., 1999. "Is there an Equity Premium Puzzle in Italy? A Look at Asset Returns, Consumption and Financial Structure Data Over the Last Century," Papers 353, Banca Italia - Servizio di Studi.
    21. Hahn, Jinyong & Hausman, Jerry & Kuersteiner, Guido, 2007. "Long difference instrumental variables estimation for dynamic panel models with fixed effects," Journal of Econometrics, Elsevier, vol. 140(2), pages 574-617, October.
    22. Taggart, Robert A, Jr, 1977. "A Model of Corporate Financing Decisions," Journal of Finance, American Finance Association, vol. 32(5), pages 1467-1484, December.
    23. Flannery, Mark J. & Rangan, Kasturi P., 2006. "Partial adjustment toward target capital structures," Journal of Financial Economics, Elsevier, vol. 79(3), pages 469-506, March.
    24. Andrews, Donald W K, 1991. "Heteroskedasticity and Autocorrelation Consistent Covariance Matrix Estimation," Econometrica, Econometric Society, vol. 59(3), pages 817-858, May.
    25. Stephen R. Bond, 2002. "Dynamic panel data models: a guide to micro data methods and practice," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 1(2), pages 141-162, August.
    26. Elliott, Graham & Jansson, Michael, 2003. "Testing for unit roots with stationary covariates," Journal of Econometrics, Elsevier, vol. 115(1), pages 75-89, July.
    27. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    28. Jushan Bai & Serena Ng, 2004. "A PANIC Attack on Unit Roots and Cointegration," Econometrica, Econometric Society, vol. 72(4), pages 1127-1177, July.
    29. Rondi, Laura & Sembenelli, Alessandro & Zanetti, Giovanni, 1994. "Is excess sensitivity of investment to financial factors constant across firms? Evidence from panel data on Italian companies," Journal of Empirical Finance, Elsevier, vol. 1(3-4), pages 365-383, July.
    30. Elliott, Graham & Rothenberg, Thomas J & Stock, James H, 1996. "Efficient Tests for an Autoregressive Unit Root," Econometrica, Econometric Society, vol. 64(4), pages 813-836, July.
    31. Ilya A. Strebulaev, 2007. "Do Tests of Capital Structure Theory Mean What They Say?," Journal of Finance, American Finance Association, vol. 62(4), pages 1747-1787, August.
    32. Frank, Murray Z. & Goyal, Vidhan K., 2003. "Testing the pecking order theory of capital structure," Journal of Financial Economics, Elsevier, vol. 67(2), pages 217-248, February.
    33. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    34. Karlsson, Sune & Lothgren, Mickael, 2000. "On the power and interpretation of panel unit root tests," Economics Letters, Elsevier, vol. 66(3), pages 249-255, March.
    35. Antoniou, Antonios & Guney, Yilmaz & Paudyal, Krishna, 2008. "The Determinants of Capital Structure: Capital Market-Oriented versus Bank-Oriented Institutions," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 43(1), pages 59-92, March.
    36. Hansen, Bruce E., 1995. "Rethinking the Univariate Approach to Unit Root Testing: Using Covariates to Increase Power," Econometric Theory, Cambridge University Press, vol. 11(5), pages 1148-1171, October.
    37. Bond, Stephen & Van Reenen, John, 2007. "Microeconometric Models of Investment and Employment," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 65, Elsevier.
    38. Mark T. Leary & Michael R. Roberts, 2005. "Do Firms Rebalance Their Capital Structures?," Journal of Finance, American Finance Association, vol. 60(6), pages 2575-2619, December.
    39. Peter Pedroni, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 653-670, November.
    40. Maddala, G S & Wu, Shaowen, 1999. "A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(0), pages 631-652, Special I.
    41. Hall, Anthony D & Anderson, Heather M & Granger, Clive W J, 1992. "A Cointegration Analysis of Treasury Bill Yields," The Review of Economics and Statistics, MIT Press, vol. 74(1), pages 116-126, February.
    42. Stephen Bond, 2002. "Dynamic panel data models: a guide to microdata methods and practice," CeMMAP working papers CWP09/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    43. Sudipto Sarkar & Fernando Zapatero, 2003. "The Trade-off Model with Mean Reverting Earnings: Theory and Empirical Tests," Economic Journal, Royal Economic Society, vol. 113(490), pages 834-860, October.
    44. Serena Ng & Pierre Perron, 2001. "LAG Length Selection and the Construction of Unit Root Tests with Good Size and Power," Econometrica, Econometric Society, vol. 69(6), pages 1519-1554, November.
    45. Harris, Milton & Raviv, Artur, 1991. "The Theory of Capital Structure," Journal of Finance, American Finance Association, vol. 46(1), pages 297-355, March.
    46. Hovakimian, Armen, 2006. "Are Observed Capital Structures Determined by Equity Market Timing?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 41(1), pages 221-243, March.
    47. Malcolm Baker & Jeffrey Wurgler, 2002. "Market Timing and Capital Structure," Journal of Finance, American Finance Association, vol. 57(1), pages 1-32, February.
    48. Marsh, Paul, 1982. "The Choice between Equity and Debt: An Empirical Study," Journal of Finance, American Finance Association, vol. 37(1), pages 121-144, March.
    49. Kayhan, Ayla & Titman, Sheridan, 2007. "Firms' histories and their capital structures," Journal of Financial Economics, Elsevier, vol. 83(1), pages 1-32, January.
    50. Raymar, Steven, 1991. "A Model of Capital Structure when Earnings Are Mean-Reverting," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 26(3), pages 327-344, September.
    51. Marcellino, Massimiliano, 1999. "Some Consequences of Temporal Aggregation in Empirical Analysis," Journal of Business & Economic Statistics, American Statistical Association, vol. 17(1), pages 129-136, January.
    52. Michael L. Lemmon & Michael R. Roberts & Jaime F. Zender, 2008. "Back to the Beginning: Persistence and the Cross‐Section of Corporate Capital Structure," Journal of Finance, American Finance Association, vol. 63(4), pages 1575-1608, August.
    53. G. S. Maddala & Shaowen Wu, 1999. "A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 631-652, November.
    54. MacKinnon, James G, 1994. "Approximate Asymptotic Distribution Functions for Unit-Root and Cointegration Tests," Journal of Business & Economic Statistics, American Statistical Association, vol. 12(2), pages 167-176, April.
    55. Banerjee, Anindya, 1999. "Panel Data Unit Roots and Cointegration: An Overview," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(0), pages 607-629, Special I.
    56. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    57. Stock J.H. & Watson M.W., 2002. "Forecasting Using Principal Components From a Large Number of Predictors," Journal of the American Statistical Association, American Statistical Association, vol. 97, pages 1167-1179, December.
    58. Pedroni, Peter, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(0), pages 653-670, Special I.
    59. Jalilvand, Abolhassan & Harris, Robert S, 1984. "Corporate Behavior in Adjusting to Capital Structure and Dividend Targets: An Econometric Study," Journal of Finance, American Finance Association, vol. 39(1), pages 127-145, March.
    60. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
    61. Peter MacKay & Gordon M. Phillips, 2005. "How Does Industry Affect Firm Financial Structure?," Review of Financial Studies, Society for Financial Studies, vol. 18(4), pages 1433-1466.
    62. Bianco, Madga & Golinelli, Roberto & Parigi, Giuseppe, 2009. "Family firms and investments," MPRA Paper 19247, University Library of Munich, Germany.
    63. Anderson, T. W. & Hsiao, Cheng, 1982. "Formulation and estimation of dynamic models using panel data," Journal of Econometrics, Elsevier, vol. 18(1), pages 47-82, January.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Alice Monti & Pierpaolo Pattitoni & Barbara Petracci & Otto Randl, 2022. "Does corporate social responsibility impact equity risk? International evidence," Review of Quantitative Finance and Accounting, Springer, vol. 59(3), pages 825-855, October.
    2. Zhou, Qing & Tan, Kelvin Jui Keng & Faff, Robert & Zhu, Yushu, 2016. "Deviation from target capital structure, cost of equity and speed of adjustment," Journal of Corporate Finance, Elsevier, vol. 39(C), pages 99-120.
    3. Maria Elena Bontempi & Laura Bottazzi & Roberto Golinelli, 2015. "ynamic corporate capital structure behavior:empirical assessment in the light of heterogeneity and non stationarity," Working Papers 537, IGIER (Innocenzo Gasparini Institute for Economic Research), Bocconi University.
    4. bag, DINABANDHU, 2013. "Market Leverage Of Real Estate Firms In India: Empirical Study," OSF Preprints 3d7v4, Center for Open Science.
    5. Bontempi, Maria Elena & Bottazzi, Laura & Golinelli, Roberto, 2020. "A multilevel index of heterogeneous short-term and long-term debt dynamics," Journal of Corporate Finance, Elsevier, vol. 64(C).
    6. Bag, Dinabandhu, 2014. "Market leverage of real estate firms in India: empirical study," EconStor Conference Papers 272924, ZBW - Leibniz Information Centre for Economics.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. M. E. Bontempi & L. Bottazzi & R. Golinelli, 2015. "Dynamic corporate capital structure behavior: empirical assessment in the light of heterogeneity and non stationarity," Working Papers wp988, Dipartimento Scienze Economiche, Universita' di Bologna.
    2. Bontempi, Maria Elena & Bottazzi, Laura & Golinelli, Roberto, 2020. "A multilevel index of heterogeneous short-term and long-term debt dynamics," Journal of Corporate Finance, Elsevier, vol. 64(C).
    3. Christopher F. Baum & Mustafa Caglayan & Abdul Rashid, 2017. "Capital structure adjustments: Do macroeconomic and business risks matter?," Empirical Economics, Springer, vol. 53(4), pages 1463-1502, December.
    4. Ebrahim, M. Shahid & Girma, Sourafel & Shah, M. Eskandar & Williams, Jonathan, 2014. "Dynamic capital structure and political patronage: The case of Malaysia," International Review of Financial Analysis, Elsevier, vol. 31(C), pages 117-128.
    5. Dang, Viet Anh & Kim, Minjoo & Shin, Yongcheol, 2012. "Asymmetric capital structure adjustments: New evidence from dynamic panel threshold models," Journal of Empirical Finance, Elsevier, vol. 19(4), pages 465-482.
    6. Elsas, Ralf & Florysiak, David, 2008. "Empirical Capital Structure Research: New Ideas, Recent Evidence, and Methodological Issues," Discussion Papers in Business Administration 4743, University of Munich, Munich School of Management.
    7. Dang, Viet Anh & Kim, Minjoo & Shin, Yongcheol, 2015. "In search of robust methods for dynamic panel data models in empirical corporate finance," Journal of Banking & Finance, Elsevier, vol. 53(C), pages 84-98.
    8. Yongfu Huang, 2011. "Private investment and financial development in a globalized world," Empirical Economics, Springer, vol. 41(1), pages 43-56, August.
    9. McMillan, David G. & Camara, Omar, 2012. "Dynamic capital structure adjustment: US MNCs & DCs," Journal of Multinational Financial Management, Elsevier, vol. 22(5), pages 278-301.
    10. Im, Hyun Joong & Kang, Ya & Shon, Janghoon, 2020. "How does uncertainty influence target capital structure?," Journal of Corporate Finance, Elsevier, vol. 64(C).
    11. Zhaoxia Xu, 2007. "Do Firms Adjust Toward a Target Leverage Level?," Staff Working Papers 07-50, Bank of Canada.
    12. Markus Eberhardt & Francis Teal, 2011. "Econometrics For Grumblers: A New Look At The Literature On Cross‐Country Growth Empirics," Journal of Economic Surveys, Wiley Blackwell, vol. 25(1), pages 109-155, February.
    13. Mai, Nhat Chi, 2012. "Market timing, taxes and capital structure: evidence from Vietnam," OSF Preprints t3mvs, Center for Open Science.
    14. Giorgio Canarella & Stephen M. Miller, 2019. "Determinants of Optimal Capital Structure and Speed of Adjustment: Evidence from the U.S. ICT Sector," Working papers 2019-06, University of Connecticut, Department of Economics.
    15. Viet Anh Dang, 2013. "Testing capital structure theories using error correction models: evidence from the UK, France and Germany," Applied Economics, Taylor & Francis Journals, vol. 45(2), pages 171-190, January.
    16. Wolfgang Drobetz & Dirk C. Schilling & Henning Schröder, 2015. "Heterogeneity in the Speed of Capital Structure Adjustment across Countries and over the Business Cycle," European Financial Management, European Financial Management Association, vol. 21(5), pages 936-973, November.
    17. Viet Anh Dang, 2005. "Testing the Trade-off and Pecking Order Theory: Some UK Evidence," Money Macro and Finance (MMF) Research Group Conference 2005 28, Money Macro and Finance Research Group.
    18. Viet Anh Dang, 2011. "Testing Capital Structure Theories Using Error Correction Models: Evidence From The Uk, France And Germany," Post-Print hal-00732527, HAL.
    19. Chakraborty, Indrani, 2010. "Capital structure in an emerging stock market: The case of India," Research in International Business and Finance, Elsevier, vol. 24(3), pages 295-314, September.
    20. Jaunky, Vishal Chandr, 2011. "The CO2 emissions-income nexus: Evidence from rich countries," Energy Policy, Elsevier, vol. 39(3), pages 1228-1240, March.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:taf:quantf:v:12:y:2012:i:11:p:1733-1751. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Chris Longhurst (email available below). General contact details of provider: http://www.tandfonline.com/RQUF20 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.