Asset Tangibility and Financial Performance: A Time Series Evidence

Yıl 2020, Cilt: 6 Sayı: 2, 345 - 364, 21.07.2020

Yüksel İltaş Kartal Demirgüneş

https://doi.org/10.31592/aeusbed.731079

Cited By: 1

Öz

1980li yılların başlarından itibaren, dünya genelinde firmaların varlık yatırımlarının maddi varlıklardan çok maddi olmayan varlıklara doğru yöneldiği görülmektedir. Bu yönelim Türkiye’deki üretim firmaları için de geçerlidir. Maddi olmayan varlık yatırımlarının öneminin artmasına karşın, bu varlıkların finansal performans üzerindeki etkisi tartışmaya açık bir konudur. Maddi olmayan varlık yatırımları daha riskli olabilmekte ve kaldıraç etkisi yaratmada -maddi- teminat olarak yeterince kullanılamamaktadır. Sonuç itibariyle, maddi varlık yoğun firmaların fonlama maliyetlerinin daha düşük, finansal performanslarının da daha yüksek olması olasıdır.
Bu çalışmada; 1990.Q3-2016.Q4 döneminde maddi varlıkların Türk imalat sanayi sektörünün finansal performansı üzerindeki olası etkisi araştırılmaktadır. Serilerin durağanlık düzeyleri ADF (1979; 1981), KPSS (1992) ve Zivot ve Andrews (1992) birim kök testleri kullanılarak tespit edilmektedir. Seriler arasındaki uzun dönemli ilişkilerin irdelendiği Gregory ve Hansen (1996) eşbütünleşme testi sonuçları; finansal performans ile maddi varlık yapısı, kaldıraç, likidite ve faaliyet etkinliği arasında uzun dönem ilişkisinin varlığını göstermektedir. Son olarak, uzun-dönem katsayıların tahminlemesinde kullanılan Stock ve Watson (1993)’ın DOLS tahmincisi sonuçlarına göre; maddi varlık yapısı, finansal kaldıraç, likidite ve faaliyet etkinliği değişkenlerinin finansal performansa karşı katsayıları istatistiksel olarak anlamlıdır. Kırılma tarihi (2002.Q1) de dahil olmak üzere, bu tarihe kadar, bağımsız değişkenlerin tamamının finansal performansı olumlu yönde etkilediği görülürken; söz konusu etkileşim kırılma tarihi sonrasında negatife dönmektedir.

Anahtar Kelimeler

Varlık Yapısı, Finansal Performans, Zaman Serisi Analizi

Asset Tangibility and Financial Performance: A Time Series Evidence

Öz

Since 1980s, firms’ asset investments have more or less tended to shift from tangible to intangible investments. This tendency is also valid for Turkish manufacturing firms. Despite the increasing importance of intangible asset investments, their role on financial performance is subject to considerable debate. These investments are riskier compared to tangible asset investments, and cannot easily be used as collateral in corporate borrowing. Tangible assets offering high guarantee are pledged as the primary source of collateral in corporate borrowing. Consequently, a firm with higher asset tangibility is likely to lower external financing costs, leading higher financial performance.
This paper analyzes the effect of asset tangibility on financial performance of Turkish manufacturing sector covering 1990.Q3-2016.Q4. The stationarity of series and the cointegration relationship among them are tested by ADF (1979; 1981), KPSS (1992), and Zivot and Andrews (1992) unit root tests, and one-break Gregory and Hansen (1996) cointegration test. Long-run coefficients estimated by Stock and Watson (1993)’s DOLS methodology posit that while asset tangibility, financial leverage, liquidity and operating efficiency have significant and positive effects on financial performance till (and including) the break date; from this break date on, they affect financial performance negatively.

Anahtar Kelimeler

Asset Tangibility, Financial Performance, Time Series Analysis

Kaynakça

• Abor, J. (2007). Debt policy and performance of SMEs: Evidence from Ghanaian and South Africa firms. Journal of Risk Finance, 8(4), 364-379.
• Abuzayed, B. (2012). Working capital management and firms’ performance in emerging markets: The case of Jordan. International Journal of Managerial Finance, 8(2), 155-179.
• Acharya, V., Bharath, S. and Srinivasan, A. (2007). Does industry-wide distress affect defaulted firms? Evidence from creditor recoveries. Journal of Financial Economics, 85(3), 787-821.
• Almeida, H. and Campello, M. (2007). Financial constraints, asset tangibility, and corporate investment. The Review of Financial Studies, 20(5), 1429-1460.
• Andrews, D. and Criscuolo C. (2013). Knowledge-based capital, innovation and resource allocation. OECD Economics Department Working Papers, No. 1046, OECD Publishing, Paris.
• Andrews, D. and de Serres, A. (2012). Intangible assets, resource allocation and growth: A framework for analysis. OECD Economics Department Working Papers, No. 989, OECD Publishing, Paris.
• Andrews, D., Criscuolo, C. and Gal, P. N. (2016). The best versus the rest: The global productivity slowdown, divergence across firms and the role of public policy. OECD Productivity Working Papers No. 5, OECD Publishing, Paris.
• Ang, J. S., Cole, R. A. and Lin, J. W. (2000). Agency costs and ownership structure. Journal of Finance, 55(1), 81-106.
• Arltova, M. and Fedorova, D. (2016). Selection of unit root test on the basis of length of the time series and value of AR(1) parameter. Statistika, 96(3), 47-64.
• Atabek Demirhan, A. and Ercan, H. (2018). Export behavior of Turkish manufacturing firms under crises. TCMB Working Paper, No: 18/02.
• Azadi, M. (2013). The relationship between changes in asset structure and operating earnings in the Tehran Stock Exchange (TSE). Trends in Advanced Science and Engineering, 7(1), 30-34.
• Bae, K.-H. and Goyal, V. K. (2009). Creditor rights, enforcement, and bank loans. Journal of Finance, 64(2), 823-860.
• Banos-Caballero, S., García-Teruel, P. J. and Martinez-Solano, P. (2012). How does working capital management affect the profitability of Spanish SMEs. Small Business Economics, 9(2), 517-529.
• Bardia, S. C. (2004). Liquidity management: A case study of steel authority of India Ltd.. The Management Accountant, 39(6), 463-495.
• Berger, A. N. and Udell, G. F. (1990). Collateral, loan quality and bank risk. Journal of Monetary Economics, 25(1), 21-42.
• Birch, K. (2016). Rethinking value in the bio-economy: Finance, assetization and the management of value. Science, Technology and Human Values, 42(3), 460-490.
• Birhan, M. (2017). Determinants of insurance company profitability in Ethiopia: Case study on the Nile Insurance, Dire Dawa Branch. International Journal of Scientific and Research Publications, 7(6), 761-767.
• Black, J., de Meza, D. and Jeffreys, D. (1996). House prices, the supply of collateral and the enterprise economy. Economic Journal, 106(434), 60-75.
• Box, G. E. P. and Jenkins (1970). G. M. time series analysis, forecasting and control. San Francisco: Holden-Day.
• Campello, M. and Giambona, E. (2013). Real assets and capital structure. Journal of Financial and Quantitative Analysis, 48(5), 1333-1370.
• Chang, C., Lee, A. C. and Lee, C. F. (2009). Determinants of capital structure choice: A structural equation modeling approach. Quarterly Review of Economics and Finance, 49(2), 197-213.
• Charitou, M. S., Elfani, M. and Lois, P. (2010). The effect of working capital management. Journal of Business and Economics Research, 8(12), 63-68.
• Corrado, C., Haskel, J., Jona-Lasinio, C. and Iommi, M. (2016). Intangible investment in the EU and the US before and since the Great Recession and its contribution to productivity growth. EIB Working Papers 2016/08, European Investment Bank, Luxemburg.
• Dawar, V. (2014). Agency theory, capital structure and firm performance: Some Indian evidence. Managerial Finance, 40(12), 1190-1206.
• De Jong, A., Kabir, R. and Nguyen, T. T. (2008). Capital structure around the world: The roles of firm-and country-specific determinants. Journal of Banking and Finance, 32(9), 1954-1969.
• Degryse, H., de Goeij, P. and Kappert, P. (2012). The impact of firm and industry characteristics on small firms’ capital structure. Small Business Economics, 38(4), 431-447.
• Deloof, M. (2003). Does working capital management affect profitability of Belgian firms?. Journal of Business Finance and Accounting, 30(3-4), 573-588.
• Demirgüneş, K. (2016). How does pecking order theory explain determinants of corporate cash holdings? Evidence from BIST listed IT and software companies. ICEB2016 2nd International Congress of Economics and Business, “New Economic Trends and Opportunities”, Sarajevo/Bosnia and Herzegovina, May 30-June 3, 1472-1483.
• Demirgüneş, K. (2016). The effect of liquidity on financial performance: Evidence from Turkish retail industry. International Journal of Economics and Finance, 8(4), 63-79.
• Demmou, L., Stefanescu, I. and Arquie, A. (2019). Productivity growth and finance: The role of intangible assets - a sector level analysis. OECD Economics Department Working Papers 1547, OECD Publishing, Paris.
• Derbali, A. (2014). Determinants of performance of insurance companies in Tunisia: The case of Life Insurance. The World Bank Economic Review, 13(2), 379-408.
• Devi, A. and Devi, S. (2014). Determinants of firm’s profitability in Pakistan. Research Journal of Finance and Accounting, 5(19), 87-92.
• Dickey, D. A and Fuller, W. A. (1981). Distribution of the estimators for autoregressive time series with a unit root. Econometrica, 49(4), 1057-1072.
• Dickey, D. A. and Fuller, W. A. (1979). Distribution of the estimators for autoregressive time series with a unit root. Journal of the American Statistical Association, 74(366), 427-431.
• Dickey, D. A. (1976). Estimation and hypothesis testing in nonstationary time series. Iowa State University Ph.D. Thesis.
• Dietrich, D. (2007). Asset tangibility and capital allocation. Journal of Corporate Finance, 13(5), 995-1007.
• Doguwa, O. E. O., Uyaebo, S. O. Adamu, I. and Bada, A. S. (2014). Structural breaks, cointegration and demand for money in Nigeria. CBN Journal of Applied Statistics, 5(1), 15-33.
• Donaldson, G. (1961). Corporate debt capacity: A study of corporate debt policy and the determination of corporate debt capacity. Division of Research, Graduate School of Business Administration, Harvard University, Boston.
• Dong, H. P. and Su, J. T. (2010). The relationship between working capital management and profitability: A Vietnam case. International Research Journal of Finance and Economics, 49(1), 62-71.
• Dong, Y. L., Charles K. Y. and Cai, D. (2012). What drives fixed asset holding and risk-adjusted performance of corporates in China? An empirical analysis. International Real Estate Review, 15(2), 141-164.
• Downes, J. and Goodman, J. E. (2003). Finance and investment handbook. 6th Edition, New York, Barron’s Educational Series Inc.
• Dyckman, T. R., Dukes, R. E. and Davis, C. J. (1992). Intermediate accounting. Revised Edition, Homewood IL: Irwin, Inc.
• Ehiedu, V. C. (2014). The impact of liquidity on profitability of some selected companies: The financial statement analysis (FSA) approach. Research Journal of Finance and Accounting, 5(5), 81-90.
• Eljelly, A. M. A. (2004). Liquidity-profitability trade-off: An empirical investigation in an emerging market. International Journal of Commerce and Management, 14(2), 48-61.
• Elliot, G., Rothenberg, T. J. and Stock, J. H. (1996). Efficient tests for an autoregressive unit root. Econometrica, 64(4), 813-836.
• Engle, R. F. and Granger, C. (1987). Cointegration and error correction, representation, estimation and testing. Econometrica, 55(2), 251-276.
• Eric, K. B., Samuel, A. and Victor, C. L. (2013). Determinants of profitability of insurance firms in Ghana. International Journal of Business and Social Research, 3(3), 43-50.
• Esteve, V. and Requena, F. (2006). A co-integration analysis of car advertising and sales data in the presence of structural change. International Journal of Economics of Business, 13(1), 111-128.
• Falope, O. I. and Ajilore, O. T. (2009). Working capital management and corporate profitability: Evidence from panel data analysis of selected quoted companies in Nigeria. Research Journal of Business Management, 3(3), 73-84.
• Ghosh, S. K. and Maji, S. (2003). Utilization of current assets and operating profitability: An empirical study on cement and tea industries in India. Indian Journal of Accounting, 34(1), 81-91.
• Glynn, J., Perera, N. and Verma, R. (2007). Unit root tests and structural breaks: A survey with applications. Revista de Metodos Cuantitativos para la Economia y la Empresa, 3, 63-79.
• Gregory, A. W. and Hansen. B. E. (1996). Residual-based tests for cointegration in models with regime shifts. Journal of Econometrics, 70(1), 99-126.
• Grossman, S. J. and Hart, O. D. (1982). Corporate financial structure and managerial incentives. The Economics of Information and Uncertainty, National Bureau of Economic Research, Chicago, IL.
• Güngöraydınoğlu, A. and Öztekin, Ö. (2011). Firm-and country-level determinants of corporate leverage: Some new international evidence. Journal of Corporate Finance, 17(5), 1457-1474.
• Hall, G. C., Hutchinson, P. J. and Michaelas, N. (2004). Determinants of the capital structures of European SMEs. Journal of Business Finance and Accounting, 31(5-6), 711-728.
• Hart, O. and Moore, J. (1994). A theory of debt based on the inalienability of human capital”, The Quarterly Journal of Economics, 109(4), 841-879.
• Haskel, J., and Westlake, S. (2017). Capitalism without capital: The rise of the intangible economy. Princeton University Press, USA.
• Himmelberg, C. P. and Petersen, B. C. (1994). R&D and internal finance: A panel study of small firms in high-tech industries. Review of Economics and Statistics, 76(1), 38-51.
• Holmstrom, B. and Tirole, J. (1997). Financial intermediation, loanable funds, and the real sector. Quarterly Journal of Economics, 112(3), 663-691.
• IRS (1994-2005). Internal Revenue Service (IRS) Reports on Returns of Active Corporations, 1994-2005. <https://www.irs.gov/statistics/soi-tax-stats-returns-of-active-corporations-table-1.
• Johansen, S. (1991). Estimation and hypothesis testing of co-integration vectors in Gaussian vector autoregressive models. Econometrica, 59(6), 1551-1580.
• Jose, M., Lancaster, C. and Stevens, J. (1996). Corporate returns and cash conversion cycles. Journal of Economics and Finance, 20(1), 33-46.
• Kaplan, R. S. and Norton D. P. (2004). Strategy maps: converting intangible assets into tangible outcomes. Harvard Business School Press, USA.
• Khan, T., Shamim, M. and Goyal, J. (2018). Panel data analysis of profitability determinants: Evidence from Indian telecom companies. Theoretical Economics Letters, 8(5), 3581-3593.
• Kocaman, M., Altemur, N., Aldemir, S. and Karaca, S. S. (2016). The factors affecting economics profitability: A case study of ISO 500 industry firms. Mustafa Kemal University Journal of Social Sciences Institute, 13(35), 320-332.
• Koralun-Bereznicka, J. (2013). How does asset structure correlate with capital structure? - Cross-industry and cross-size analysis of the EU countries. Universal Journal of Accounting and Finance, 1(1), 19-28.
• Korkmaz, Ö. and Karaca, S. S. (2014). Financial determinants of firm profitability in manufacturing firms and application on BIST manufacturing firms. Ege Academic Review, 14(1), 21-29.
• Kotsina, S. and Hazak, A. (2012). Does investment intensity impact company profitability? A cross-country empirical study. Proceedings from the 2nd International Conference on Economics, Trade and Development, IPEDR, Vol. 36, IACSIT Press, Singapore.
• Kraus, A. and Litzenberger, R. H. (1973). A state-preference model of optimal financial leverage. Journal of Finance, 28(4), 911-922.
• Kwiatkowski, D., Phillips, P. C. B., Schmidt, P. and Shin, Y. (1992). Testing the null hypothesis of stationary against the alternative of a unit root: how sure are we that economic time series have a unit root?. Journal of Econometrics, 54(1-3), 159-178.
• Lei, J., Qiu, J. and Wan, C. (2018). Asset tangibility, cash holdings, and financial development. Journal of Corporate Finance, 50(C), 223-242.
• Liberti, J. M. and Sturgess, J. (2016). The anatomy of a credit supply shock: Evidence from an internal credit market. Journal of Financial and Quantitative Analysis, 53(2), 547-579.
• Lu-Andrews, R. and Yu-Thompson, Y. (2015). CEO inside debt, asset tangibility, and investment. International Journal of Managerial Finance, 11(4), 451-479.
• Lyandres, E. and Palazzo, B. (2016). Cash holdings, competition, and innovation. Journal of Financial and Quantitative Analysis, 51(6), 1823-1861.
• Lyngstadaas, H. and Berg, T. (2016). Working capital management: Evidence from Norway. International Journal of Managerial Finance, 12(3), 295-313.
• MacKinnon, J. G. (1991). Critical values for cointegration tests. In Engle, R. F. and Granger, C. W. J. (Eds.), Long Run Economic Relationships (pp. 267–276). Oxford University Press.
• Mateev, M., Poutziouris, P. and Ivanov, K. (2013). On the determinants of SME capital structure in central and eastern Europe: A dynamic panel analysis. Research in International Business and Finance, 27(1), 28-51.
• McConnell, J. J. and Servaes, H. (1995). Equity ownership and the two faces of debt. Journal of Financial Economics, 39(1), 131-157.
• Mehari, D. and Aemiro, T. (2013). Firm specific factors that determine insurance companies’ performance in Ethiopia. European Scientific Journal, 9(10), 88-96.
• Modigliani, F. and Miller, M. H. (1963). Corporate income taxes and the cost of capital: A correction. The American Economic Review, 53(3), 433-443.
• Mohamad, N. E. A. and Saad, N. M. (2010). Working capital management: The effect of market valuation and profitability in Malaysia. International Journal of Business and Management, 5(11), 140-148.
• Muhammad, M., Jan, W. U. and Ullah K. (2012). Working capital management and profitability: An analysis of firms of textile industry of Pakistan. Journal of Managerial Sciences, 6(2), 155-165.
• Mun, S. G. and Jang, S. (2015). Working capital, cash holding, and profitability of restaurant firms. International Journal of Hospitality Management, 48(1), 1-11.
• Musah, M., Kong, Y. and Osei, A. A. (2019). The nexus between asset tangibility and firms’ financial performance: A panel study of non-financial firms listed on the Ghana Stock Exchange (GSE). European Academic Research, 12(1), 450-474.
• Mwaniki, G. and Omagwa, J. (2017). Asset structure and financial performance: A case of firms quoted under commercial and services sector at the Nairobi Securities Exchange, Kenya. Research Journal of Finance and Accounting, 8(4), 192-200.
• Myers, S. C. and Majluf, N. S. (1984). Corporate financing and investment decisions when firms have information that investors do not have. Journal of Financial Economics, 13(2), 187-221.
• Myers, S. C. (1984). The capital structure puzzle. Journal of Finance, 39(3), 575-592.
• Myers, S. C. (2001). Capital structure. Journal of Economic Perspectives, 15(2), 81-102.
• Ng, S., and Perron, P. (1995). Unit root tests in ARMA models with data-dependent methods for the selection of the truncation lag. Journal of the American Statistical Association, 90(429), 268-281.
• Ng, S., and Perron, P. (2001). Lag length selection and the construction of unit root tests with good size and power. Econometrica, 69(6), 1519-1554.
• Nobanee, H., Abdullatif, M. and AlHajjar, M. (2011). Cash conversion cycle and firm’s performance of Japanese firms. Asian Review of Accounting, 19(2), 147-156.
• Nunes, P. J. M., Serrasqueiro, Z. M. and Sequeira, T. N. (2009). Profitability in Portuguese service industries: A panel data approach. The Service Industries Journal, 29(5), 693-707.
• Okwo, I. M., Okelue, U. D. and Nweze, A. U. (2012). Investment in fixed assets and firm profitability: Evidence from the Nigerian brewery industry. European Journal of Business and Management, 4(20), 10-17.
• Olatunji, T. E. and Tajudeen, A. A. (2014). Investment in fixed assets and firm profitability: Empirical evidence from the Nigerian banking sector. Asian Journal of Social Sciences and Management Studies, 1(3), 78-82.
• Perron, P. (1989). The Great Crash, the Oil-Price shock and the unit root hypothesis. Econometrica, 57(6), 1361-1401.
• Phillips, P. C. B. and Perron, P. (1988). Testing for a unit root in a time series regression. Biometrika, 75(2), 335-346.
• Pratheepan, T. (2014). A panel data analysis of profitability determinants: empirical results from Sri Lankan manufacturing companies. International Journal of Economics, Commerce and Management, 2(12), 1-9.
• Rajan, R. G. and Zingales, L. (1995). What do we know about capital structure? Some evidence from international data. Journal of Finance, 50(5), 1421-1460.
• Ramachandran, A. and Janakiraman, M. (2009). The relationship between working capital management efficiency and EBIT. Managing Global Transitions, 7(1), 61-74.
• Rehman, M. Z., Khan M. N. and Khokhar, I. (2015). Investigating liquidity-profitability relationship: Evidence from companies listed in Saudi Stock Exchange. Journal of Applied Finance and Banking, 5(3), 159-173.
• Reyhani, A. G. (2012). The investigation of effect of asset structure on performance of accepted companies of Tehran Stock Exchange. Journal of Basic and Applied Scientific Research, 2(2), 1086-1090.
• Rivard, R. J. and Thomas, C. R. (1997). The effect of interstate banking on large bank holding company profitability and risk. Journal of Economic and Business, 49(1), 61-76.
• Şamiloğlu, F. and Demirgüneş, K. (2008). The effect of working capital management on firm profitability: Evidence from Turkey. International Journal of Applied Economics and Finance, 2(1), 44-50.
• Saravanan, P., Sivasankaran, N., Srikanth, M. and Shaw, T. S. (2017). Enhancing shareholder value through efficient working capital management: An empirical evidence from India. Finance India, 31(3), 851-871.
• Sharma, A. K. and Kumar, S. (2011). Effect of working capital management on firm profitability: Empirical evidence from India. Global Business Review, 12(1), 159-173.
• Shin, H. H. and Soenen, L. (1998). Efficiency of working capital management and corporate profitability. Financial Practice and Education, 8(2), 37-45.
• Shleifer, A. and Vishny, R. W. (1992). Liquidation values and debt capacity: A market equilibrium approach. Journal of Finance, 47(4), 1343-1366.
• Shrivastava, A., Kumar, N. and Kumar, P. (2017). Bayesian analysis of working capital management on corporate profitability: Evidence from India. Journal of Economic Studies, 44(4), 568-584.
• Stock, J. H. and Watson, M. W. (1993), A simple estimator of cointegrating vectors in higher order integrated systems. Econometrica, 61(4), 783-820.
• Stulz, R. (1990). Managerial discretion and optimal financing policies. Journal of Financial Economics, 26(1), 3-27.
• Sur, D., Biswas, J. and Ganguly, P. (2001). Liquidity management in Indian private sector enterprises: A case study of Indian primary aluminum producing industry. Indian Journal of Accounting, 32, 8-14.
• TCMB (2005-2016). The Central Bank of the Republic of Turkey Company Accounts’2005-’2016.
• Thum-Thysen, A., Voigt, P., Bilbao-Osorio, B. and Maier, C. (2019). Investment dynamics in Europe: Distinct drivers and barriers for investing in intangible versus tangible assets?. Structural Change and Economic Dynamics, 51(C), 77-88.
• Titman, S., and Wessels, R. (1988). The determinants of capital structure choice. Journal of Finance, 43(1), 1-19.
• Vintila, G. and Nenu, E. A. (2015). An analysis of determinants of corporate financial performance: Evidence from the Budapest stock exchange listed companies. International Journal of Economics and Financial Issues, 5(3), 732-739.
• Wang, Y. J. (2002). Liquidity management, operating performance, and corporate value: Evidence from Japan and Taiwan. Journal of Multinational Financial Management, 12(2), 159-169.
• Zivot, E. and Andrews, D. (1992). Further evidence of Great Crash, the Oil-Price shock and unit root hypothesis. Journal of Business and Economic Statistics, 10(3), 251-270.