IDEAS home Printed from https://ideas.repec.org/a/vrs/suvges/v34y2024i3p26-59n1002.html
   My bibliography  Save this article

Financial Performance Among Top10 Automotive Leaders in the EU: Essential Techniques to Investigate the Structure of Moments While Using the GMM with Dynamic Panel Data

Author

Listed:
  • Heryán Tomáš

    (Department of Finance and Accounting, School of Business Administration, Silesian University, Czech Republic)

  • Růčková Petra

    (Department of Finance and Accounting, School of Business Administration, Silesian University, Czech Republic)

  • Cerulli Giovanni

    (CNR-IRCrES, National Research Council of Italy, Research Institute on Sustainable Economic Growth, Rome, Italy)

Abstract

The automotive industry is widely considered to be crucial for the economy, as it reflects economic development in general. Despite interest in financial performance, few studies have considered paying attention to the ownership structure among stockholders. Hence, the study aims to find out how the degree of ownership concentration, measured through the independence indicator of the Bureau van Dijk, is reflected in the financial management of companies in the automotive industry among selected European countries. The generalized method of moments (GMM) technique is widely used while investigating panel data with a short estimating period, i.e. nine years annually in this case. However, this study reveals that, without deploying techniques, subsequently introduced a modified version of GMM estimators with panel data by providing an implementation using Stata statistical software. Otherwise, these particular econometric tools to analyze a dynamic panel can often give false significant estimates. Overall, liquidity seems to be significant in the case of firms with less concentrated ownership, whereas companies with a major owner are affected more by selected macroeconomic variables.

Suggested Citation

  • Heryán Tomáš & Růčková Petra & Cerulli Giovanni, 2024. "Financial Performance Among Top10 Automotive Leaders in the EU: Essential Techniques to Investigate the Structure of Moments While Using the GMM with Dynamic Panel Data," Studia Universitatis „Vasile Goldis” Arad – Economics Series, Sciendo, vol. 34(3), pages 26-59.
  • Handle: RePEc:vrs:suvges:v:34:y:2024:i:3:p:26-59:n:1002
    DOI: 10.2478/sues-2024-0012
    as

    Download full text from publisher

    File URL: https://doi.org/10.2478/sues-2024-0012
    Download Restriction: no

    File URL: https://libkey.io/10.2478/sues-2024-0012?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
    ---><---

    References listed on IDEAS

    as
    1. Péter Hernádi & Mihály Ormos, 2012. "What managers think of capital structure and how they act: Evidence from Central and Eastern Europe," Baltic Journal of Economics, Baltic International Centre for Economic Policy Studies, vol. 12(2), pages 47-71, December.
    2. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    3. repec:bla:jfinan:v:43:y:1988:i:3:p:567-91 is not listed on IDEAS
    4. Shleifer, Andrei & Vishny, Robert W, 1992. "Liquidation Values and Debt Capacity: A Market Equilibrium Approach," Journal of Finance, American Finance Association, vol. 47(4), pages 1343-1366, September.
    5. 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.
    6. Sebastian Kripfganz & Claudia Schwarz, 2019. "Estimation of linear dynamic panel data models with time‐invariant regressors," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 34(4), pages 526-546, June.
    7. Sanderson, Eleanor & Windmeijer, Frank, 2016. "A weak instrument F-test in linear IV models with multiple endogenous variables," Journal of Econometrics, Elsevier, vol. 190(2), pages 212-221.
    8. Nivorozhkin, Eugene, 2005. "Financing choices of firms in EU accession countries," Emerging Markets Review, Elsevier, vol. 6(2), pages 138-169, June.
    9. Morck, Randall & Shleifer, Andrei & Vishny, Robert W., 1988. "Management ownership and market valuation," Scholarly Articles 29407535, Harvard University Department of Economics.
    10. 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.
    11. Jensen, Michael C, 1986. "Agency Costs of Free Cash Flow, Corporate Finance, and Takeovers," American Economic Review, American Economic Association, vol. 76(2), pages 323-329, May.
    12. Maug, Ernst, 2002. "Insider trading legislation and corporate governance," European Economic Review, Elsevier, vol. 46(9), pages 1569-1597, October.
    13. repec:zbw:bofrdp:2013_014 is not listed on IDEAS
    14. Kiviet, Jan F., 2020. "Testing the impossible: Identifying exclusion restrictions," Journal of Econometrics, Elsevier, vol. 218(2), pages 294-316.
    15. Demsetz, Harold & Lehn, Kenneth, 1985. "The Structure of Corporate Ownership: Causes and Consequences," Journal of Political Economy, University of Chicago Press, vol. 93(6), pages 1155-1177, December.
    16. Yabei Hu & Shigemi Izumida, 2008. "Ownership Concentration and Corporate Performance: A Causal Analysis with Japanese Panel Data," Corporate Governance: An International Review, Wiley Blackwell, vol. 16(4), pages 342-358, July.
    17. Colin Mayer, 1996. "Corporate Governance, Competition and Performance," OECD Economics Department Working Papers 164, OECD Publishing.
    18. Kiviet, Jan F., 2023. "Instrument-free inference under confined regressor endogeneity and mild regularity," Econometrics and Statistics, Elsevier, vol. 25(C), pages 1-22.
    19. Franks, Julian R. & Harris, Robert S., 1989. "Shareholder wealth effects of corporate takeovers : The U.K. experience 1955-1985," Journal of Financial Economics, Elsevier, vol. 23(2), pages 225-249, August.
    20. Demsetz, Harold & Villalonga, Belen, 2001. "Ownership structure and corporate performance," Journal of Corporate Finance, Elsevier, vol. 7(3), pages 209-233, September.
    21. Prommin, Panu & Jumreornvong, Seksak & Jiraporn, Pornsit & Tong, Shenghui, 2016. "Liquidity, ownership concentration, corporate governance, and firm value: Evidence from Thailand," Global Finance Journal, Elsevier, vol. 31(C), pages 73-87.
    22. Steen Thomsen & Torben Pedersen, 2000. "Ownership structure and economic performance in the largest european companies," Strategic Management Journal, Wiley Blackwell, vol. 21(6), pages 689-705, June.
    23. Matjaž Ärnigoj & DuÅ¡an Mramor, 2009. "Determinants of Capital Structure in Emerging European Economies: Evidence from Slovenian Firms," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 45(1), pages 72-89, January.
    24. Cragg, John G. & Donald, Stephen G., 1993. "Testing Identifiability and Specification in Instrumental Variable Models," Econometric Theory, Cambridge University Press, vol. 9(2), pages 222-240, April.
    25. Alexandra Horobet & Lucian Belascu & Ștefania Cristina Curea & Alma Pentescu, 2019. "Ownership Concentration and Performance Recovery Patterns in the European Union," Sustainability, MDPI, vol. 11(4), pages 1-31, February.
    26. Chrysovalantis Gaganis & Iftekhar Hasan & Fotios Pasiouras, 2013. "Efficiency and stock returns: evidence from the insurance industry," Journal of Productivity Analysis, Springer, vol. 40(3), pages 429-442, December.
    27. Andrews, Donald W. K. & Lu, Biao, 2001. "Consistent model and moment selection procedures for GMM estimation with application to dynamic panel data models," Journal of Econometrics, Elsevier, vol. 101(1), pages 123-164, March.
    28. Kim, Chang-Soo & Mauer, David C. & Sherman, Ann E., 1998. "The Determinants of Corporate Liquidity: Theory and Evidence," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 33(3), pages 335-359, September.
    29. 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.
    30. Windmeijer, Frank, 2005. "A finite sample correction for the variance of linear efficient two-step GMM estimators," Journal of Econometrics, Elsevier, vol. 126(1), pages 25-51, May.
    31. Bruce E. Hansen & Seojeong Lee, 2021. "Inference for Iterated GMM Under Misspecification," Econometrica, Econometric Society, vol. 89(3), pages 1419-1447, May.
    Full references (including those not matched with items on IDEAS)

    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. Lai Trung Hoang & Cuong Cao Nguyen & Baiding Hu, 2017. "Ownership Structure and Firm Performance Improvement: Does it Matter in the Vietnamese Stock Market?," Economic Papers, The Economic Society of Australia, vol. 36(4), pages 416-428, December.
    2. Mai, Nhat Chi, 2017. "Ownership concentration, state ownership and firm performance: Empirical evidence from the Vietnamese stock market," OSF Preprints zgvsw, Center for Open Science.
    3. Stavros E. Arvanitis & Theodoros V. Stamatopoulos & Dimitris Terzakis, 2018. "Is There a Non-linear Relationship of Market Value with Cash and Ownership?," SPOUDAI Journal of Economics and Business, SPOUDAI Journal of Economics and Business, University of Piraeus, vol. 68(1), pages 3-25, January-M.
    4. Mukhopadhyay, Jhuma & Chakraborty, Indrani, 2017. "Foreign institutional investment, business groups and firm performance: Evidence from India," Research in International Business and Finance, Elsevier, vol. 39(PA), pages 454-465.
    5. Wali Ullah, 2017. "Evolving corporate governance and firms performance: evidence from Japanese firms," Economics of Governance, Springer, vol. 18(1), pages 1-33, February.
    6. Mykhayliv, Dariya & Zauner, Klaus G., 2017. "The impact of equity ownership groups on investment: Evidence from Ukraine," Economic Modelling, Elsevier, vol. 64(C), pages 20-25.
    7. Gupta, C.P. & Bedi, Prateek, 2020. "Corporate cash holdings and promoter ownership," Emerging Markets Review, Elsevier, vol. 44(C).
    8. Ilduara Busta & Evis Sinani & Steen Thomsen, 2014. "Ownership concentration and market value of European banks," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 18(1), pages 159-183, February.
    9. O'Connor, Matthew L. & Rafferty, Matthew, 2010. "Incentive effects of executive compensation and the valuation of firm assets," Journal of Corporate Finance, Elsevier, vol. 16(4), pages 431-442, September.
    10. Rossi, Fabrizio & Barth, James R. & Cebula, Richard J., 2018. "Do shareholder coalitions affect agency costs? Evidence from Italian-listed companies," Research in International Business and Finance, Elsevier, vol. 46(C), pages 181-200.
    11. Petra Růčková & Nicole Škuláňová, 2022. "What Firm-Specific and Macroeconomic Determinants of Financial Structure Affect Transport and Storage Companies from Selected European Countries?," European Financial and Accounting Journal, Prague University of Economics and Business, vol. 2022(2), pages 5-32.
    12. Drobetz, Wolfgang & Janzen, Malte & Requejo, Ignacio, 2019. "Capital allocation and ownership concentration in the shipping industry," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 122(C), pages 78-99.
    13. Roberto Mura, 2007. "Firm Performance: Do Non‐Executive Directors Have Minds of their Own? Evidence from UK Panel Data," Financial Management, Financial Management Association International, vol. 36(3), pages 81-112, September.
    14. Georgeta Vintila & Stefan Cristian Gherghina & Mihai Nedelescu, 2014. "The Effects of Ownership Concentration and Origin on Listed Firms’ Value: Empirical Evidence from Romania," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(3), pages 51-71, October.
    15. Nam Hoai Tran & Chi Dat Le & David McMillan, 2020. "Ownership concentration, corporate risk-taking and performance: Evidence from Vietnamese listed firms," Cogent Economics & Finance, Taylor & Francis Journals, vol. 8(1), pages 1732640-173, January.
    16. Nigel Driffield & Vidya Mahambare & Sarmistha Pal, 2005. "How Ownership Structure Affects Capital Structure and Firm Performance? Recent Evidence from East Asia," Finance 0505010, University Library of Munich, Germany.
    17. Paul-Olivier Klein & Rima Turk-Ariss, 2022. "Bank capital and economic activity," Post-Print hal-03955630, HAL.
    18. Joan Costa-Font & Cristina Vilaplana-Prieto, 2023. "‘Investing’ in care for old age? An examination of long-term care expenditure dynamics and its spillovers," Empirical Economics, Springer, vol. 64(1), pages 1-30, January.
    19. Hak Yeung & Jürgen Huber, 2022. "Further Evidence on China’s B&R Impact on Host Countries’ Quality of Institutions," Sustainability, MDPI, vol. 14(9), pages 1-17, May.
    20. Abdul Rashid & Maryam Ashfaq, 2017. "Financial Constraints And Corporate Cash Holdings: An Empirical Analysis Using Firm Level Data," Annals of Financial Economics (AFE), World Scientific Publishing Co. Pte. Ltd., vol. 12(02), pages 1-26, June.

    More about this item

    Keywords

    Financial Performance; Ownership structure; EU automotive industry; Dynamic panel estimation;
    All these keywords.

    JEL classification:

    • C58 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Financial Econometrics
    • D25 - Microeconomics - - Production and Organizations - - - Intertemporal Firm Choice: Investment, Capacity, and Financing
    • E21 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Consumption; Saving; Wealth
    • G39 - Financial Economics - - Corporate Finance and Governance - - - Other

    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:vrs:suvges:v:34:y:2024:i:3:p:26-59:n:1002. 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: Peter Golla (email available below). General contact details of provider: https://www.sciendo.com .

    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.