The Empirical Study of the Impact of Firm- and Country-level Factors on Debt Financing Decisions of ICT Firms
DOI:
https://doi.org/10.47743/saeb-2023-0014Keywords:
financial decisions, capital structure, corporate finance, external and internal determinants, ICT firms.Abstract
The capital structure has been extensively analysed in the empirical literature. Despite of the great contribution of the technological industry to the global economy, little research has been conducted regarding corporate finance of ICT firms. Moreover, the previous literature barely considers the effect of macroeconomic variables on financial decisions, focusing much more on internal determinants, such as cash flow, firm’s size or growth opportunities. The objective of this work is to reduce this gap by disentangling the reasons behind the financial decisions of technological firms. The sample included 1,510 public ICT firms from 23 countries over the period 2004 – 2019 (17,342 observations). The variables used in this study are obtained from S&P Capital IQ, World Development Indicators, Main Science and Technology Indicators from OECD, and FMI dataset. The two-step system generalized method of moments (GMM) was used as methodology. Consistent with the extant literature, more profitable and liquid ICT firms and those with an increased non-debt tax shields are less leveraged. However, the companies which present higher risk, measured as volatility of EBIT, increase their use of debt financing. Contrary to the findings of many other studies, the analysis of a firm’s size and tangible assets shows non-conclusive results. Regarding macroeconomic determinants, only economic growth and foreign direct investment inflows were found to generate a positive effect on financial decisions of ICT firms. The findings of this work can be used to design and develop policies, measures, and facilitate mechanisms for optimal management of the financing decisions of ICT firms.
References
Ahmed, E., Yaqoob, I., Hashem, I. A. T., Khan, I., Ahmed, A. I. A., Imran, M., & Vasilakos, A. V. (2017). The role of big data analytics in Internet of Things. Computer Networks, 129, 459-471. http://dx.doi.org/10.1016/j.comnet.2017.06.013
Aivazian, V. A., Ge, Y., & Qiu, J. (2005). The impact of leverage on firm investment: Canadian evidence. Journal of Corporate Finance, 11(1), 277-291. http://dx.doi.org/10.1016/S0929-1199(03)00062-2
Akbar, S., Rehman, S., & Ormrod, P. (2013). The impact of recent financial shocks on the financing and investment policies of UK private firms. International Review of Financial Analysis, 26, 59-70. http://dx.doi.org/10.1016/j.irfa.2012.05.004
Alti, A. (2006). How persistent is the impact of market timing on capital structure? The Journal of Finance, 61(4), 1681-1710. http://dx.doi.org/10.1111/j.1540-6261.2006.00886.x
Antoniou, A., Guney, Y., & Paudyal, K. (2008). The determinants of capital structure: Capital market-oriented versus bank-oriented institutions. Journal of Financial and Quantitative Analysis, 43(1), 59-92. http://dx.doi.org/10.1017/S0022109000002751
Aoun, D. (2012). Capital Structure of ICT vs. Non-ICT Firms: Evidence from the UK. International Research Journal of Finance and Economics, 89, 15-31.
Aoun, D., & Hwang, J. (2008). The effects of cash flow and size on the investment decisions of ICT firms: A dynamic approach. Information Economics and Policy, 20(2), 120-134. http://dx.doi.org/10.1016/j.infoecopol.2007.12.001
Arellano, M., & Bover, O. (1995). Another look at the instrumental variable estimation of error-components models. Journal of Econometrics, 68(1), 29-51. http://dx.doi.org/10.1016/0304-4076(94)01642-D
aus dem Moore, N. (2014). Taxes and Corporate Financing Decisions-Evidence from the Belgian ACE Reform. Ruhr Economic Papers, 553. http://dx.doi.org/10.4419/86788610
Baker, M., & Wurgler, J. (2002). Market timing and capital structure. The Journal of Finance, 57(1), 1-32. http://dx.doi.org/10.1111/1540-6261.00414
Bastos, R., & Pindado, J. (2013). Trade credit during a financial crisis: A panel data analysis. Journal of Business Research, 66(5), 614-620. http://dx.doi.org/10.1016/j.jbusres.2012.03.015
Bathala, C., Moon, K., & Rao, R. (1994). Managerial ownership, debt, policy, and the impact of institutional holdings: An agency perspective. Financial Management, 23, 38-50. http://dx.doi.org/10.2307/3665620
Bauer, P. (2004). Determinants of capital structure: Empirical Evidence from the Czech Republic. Czech Journal of Economics and Finance, 54, 2-21.
Beck, T., & Demirgüç-Kunt, A. (2006). Small and medium-size enterprises: Access to finance as a growth constraint. Journal of Banking & Finance, 30, 2931-2943. http://dx.doi.org/10.1016/j.jbankfin.2006.05.009
Belkhir, M., Maghyereh, A., & Awartani, B. (2016). Institutions and corporate capital structure in the MENA region. Emerging Markets Review, 26, 99-129. http://dx.doi.org/10.1016/j.ememar.2016.01.001
Benito, A. (2003). The capital structure decisions of firms: is there a pecking order? . Banco de España. Madrid. Retrieved from https://repositorio.bde.es/bitstream/123456789/6776/1/dt0310e.pdf
Berger, A. N., & Udell, G. F. (1998). The economics of small business finance: The roles of private equity and debt markets in the financial growth cycle. Journal of Banking & Finance, 22(6-8), 613-673. http://dx.doi.org/10.1016/S0378-4266(98)00038-7
Berger, A. N., & Udell, G. F. (2002). Small business credit availability and relationship lending: The importance of bank organisational structure. The economic journal, 112(477), F32-F53.
Berger, P. G., Ofek, E., & Yermack, D. L. (1997). Managerial entrenchment and capital structure decisions. The Journal of Finance, 52(4), 1411-1438. http://dx.doi.org/10.1111/j.1540-6261.1997.tb01115.x
Bharadwaj, A., El Sawy, O. A., Pavlou, P. A., & Venkatraman, N. (2013). Digital business strategy: Toward a next generation of insights. Management Information Systems Quarterly, 37, 471-482. http://dx.doi.org/10.25300/MISQ/2013/37:2.3
Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115-143. http://dx.doi.org/10.1016/S0304-4076(98)00009-8
Booth, L., Aivazian, V., Demirgüç-Kunt, A., & Maksimovic, V. (2001). Capital structures in developing countries. The Journal of Finance, 56(1), 87-130. http://dx.doi.org/10.1111/0022-1082.00320
Boshkoska, M. (2015). The agency problem: Measures for its overcoming. International Journal of Business and Management, 10(1), 204.
Brailsford, T. J., Oliver, B. R., & Pua, S. L. (2002). On the relation between ownership structure and capital structure. Accounting and Finance, 42(1), 1-26. http://dx.doi.org/10.1111/1467-629X.00001
Brierley, P. (2001). The financing of technology-based small firms. A review of the literature. Bank of England Quarterly Bulletin, 41(1), 64-76.
Brounen, D., De Jong, A., & Koedijk, K. (2006). Capital structure policies in Europe: Survey evidence. Journal of Banking & Finance, 30(5), 1409-1442. http://dx.doi.org/10.1016/j.jbankfin.2005.02.010
Brown, J. R., Fazzari, S. M., & Petersen, B. C. (2009). Financing innovation and growth: Cash flow, external equity, and the 1990s R&D boom. The Journal of Finance, 64(1), 151-185. http://dx.doi.org/10.1111/j.1540-6261.2008.01431.x
Brown, J. R., & Petersen, B. C. (2015). Which investments do firms protect? Liquidity management and real adjustments when access to finance falls sharply. Journal of Financial Intermediation, 24(4), 441-465. http://dx.doi.org/10.1016/j.jfi.2014.03.002
Butzbach, O., & Sarno, D. (2019). To What Extent Do Regional Effects Influence Firms’ Capital Structure? The Case of Southern Italian SMEs’. International Journal of Financial Studies, 7(1), 3. http://dx.doi.org/10.3390/ijfs7010003
Calcagnini, G., Favaretto, I., & Giombini, G. (2011). Financial models of small innovative firms: an empirical investigation. In G. Calcagnini & I. Favaretto (Eds.), The Economics of Small Businesses (pp. 151-171). Heidelberg: Physica-Verlag HD. http://dx.doi.org/10.1007/978-3-7908-2623-4_9
Campello, M. (2006). Debt financing: Does it boost or hurt firm performance in product markets? Journal of Financial Economics, 82(1), 135-172. http://dx.doi.org/10.1016/j.jfineco.2005.04.001
Carpenter, R. E., & Petersen, B. C. (2002). Capital market imperfections, high‐tech investment, and new equity financing. Economic Journal, 112(477), F54-F72. http://dx.doi.org/10.1111/1468-0297.00683
Castro, P., Fernández, M. T., Amor-Tapia, B., & de Miguel, A. (2016). Target leverage and speed of adjustment along the life cycle of European listed firms. Business Research Quarterly, 19(3), 188-205. http://dx.doi.org/10.1016/j.brq.2016.01.003
Castro, P., Tascón, M. T., & Amor-Tapia, B. (2015). Dynamic analysis of the capital structure in technological firms based on their life cycle stages. Spanish Journal of Finance and Accounting/Revista Española de Financiación y Contabilidad, 44(4), 458-486. http://dx.doi.org/10.1080/02102412.2015.1088202
Cekrezi, A. (2013). A literature review of the trade− off theory of capital structure. Iliria International Review, 3(1), 125-134. http://dx.doi.org/10.21113/iir.v3i1.103
Chen, J. J. (2004). Determinants of capital structure of Chinese-listed companies. Journal of Business Research, 57(12), 1341-1351. http://dx.doi.org/10.1016/S0148-2963(03)00070-5
Chen, N., & Kou, S. G. (2009). Credit spreads, optimal capital structure, and implied volatility with endogenous default and jump risk. Mathematical Finance: An International Journal of Mathematics, Statistics and Financial Economics, 19(3), 343-378. http://dx.doi.org/10.1111/j.1467-9965.2009.00375.x
Chittenden, F., Hall, G., & Hutchison, P. (1996). Small firm growth, access to capital markets and financial structure: Review of issues and an empirical investigation. Small Business Economics, 8(1), 59-67. http://dx.doi.org/10.1007/BF00391976
Christopoulos, D. K., & Tsionas, E. G. (2004). Financial development and economic growth: Evidence from panel unit root and cointegration tests. Journal of Development Economics, 73(1), 55-74. http://dx.doi.org/10.1016/j.jdeveco.2003.03.002
Ciesielska, M. (2017). Implementation of ITIL Service Lifecycle in small and medium-sized enterprises of Polish ICT sector. Information Systems Management, 6(2), 85-96. http://dx.doi.org/10.22630/ISIM.2017.6.2.8
Coleman, S., & Robb, A. (2012). Capital structure theory and new technology firms: Is there a match? Management Research Review, 35(2), 106-120. http://dx.doi.org/10.1108/01409171211195143
Colombo, M., & Grilli, L. (2007). Funding gaps? Access to bank loans by high-tech start-ups. Small Business Economics, 29, 25-46. http://dx.doi.org/10.1007/s11187-005-4067-0
Condea, C., Cruickshank, D., & Hagedorn, P. (2017). What Co-Innovation Can Mean for Digital Business Transformation: Sharing and Managing Risk to Achieve IT Business Innovation. In G. Oswald & M. Kleinemeier (Eds.), Shaping the Digital Enterprise (pp. 287-307). Cham: Springer. http://dx.doi.org/10.1007/978-3-319-40967-2_14
Cotei, C., & Farhat, J. B. (2009). The trade-off theory and the pecking order theory: Are they mutually exclusive? SSRN, 3(3), 1-16. http://dx.doi.org/10.2139/ssrn.1404576
Cressy, R., & Olofsson, C. (1997). European SME financing: An overview. Small Business Economics, 9(2), 87-96. http://dx.doi.org/10.1023/A:1007921004599
Cuñat-Martínez, V. (2007). Trade credit: Suppliers as debt collectors and insurance providers. Review of Financial Studies, 20(2), 491-527. http://dx.doi.org/10.1093/rfs/hhl015
De Miguel, A., & Pindado, J. (2001). Determinants of capital structure: New evidence from Spanish panel data. Journal of Corporate Finance, 7(1), 77-99. http://dx.doi.org/10.1016/S0929-1199(00)00020-1
De Mooij, R. A. (2011). The Tax Elasticity of Corporate Debt. IMF Working Paper, 11(95), 1-27. http://dx.doi.org/10.5089/9781455253340.001
Deesomsak, R., Paudyal, K., & Pescetto, G. (2004). The determinants of capital structure: Evidence from the Asia Pacific region. Journal of Multinational Financial Management, 14(4), 387-405. http://dx.doi.org/10.1016/j.mulfin.2004.03.001
Degryse, H., Goeij, P., & Kappert, P. (2010). The impact of firm and industry characteristics on small firms capital structure. Small Business Economics, 38, 431-447. http://dx.doi.org/10.1007/s11187-010-9281-8
Delcoure, N. (2007). The determinants of capital structure in transitional economies. International Review of Economics & Finance, 16(3), 400-415. http://dx.doi.org/10.1016/j.iref.2005.03.005
Dierker, M., Lee, I., & Seo, S. W. (2019). Risk changes and external financing activities: Tests of the dynamic trade-off theory of capital structure. Journal of Empirical Finance, 52, 178-200. http://dx.doi.org/10.1016/j.jempfin.2019.03.004
Ebrahim, M. S., Girma, S., Shah, M. E., & Williams, J. (2014). Dynamic capital structure and political patronage: The case of Malaysia. International Review of Financial Analysis, 31, 117-128. http://dx.doi.org/10.1016/j.irfa.2013.11.004
Eriotis, N., Vasiliou, D., & Ventura-Neokosmidi, Z. (2007). How firm characteristics affect capital structure: An empirical study. Managerial Finance, 33(5), 321-331. http://dx.doi.org/10.1108/03074350710739605
Falato, A., Kadyrzhanova, D., Sim, J., & Steri, R. (2022). Rising intangible capital, shrinking debt capacity, and the US corporate savings glut. The Journal of Finance, 77(5), 2799-2852. http://dx.doi.org/10.1111/jofi.13174
Faleye, O. (2007). Classified boards, firm value, and managerial entrenchment. Journal of Financial Economics, 83(2), 501-529. http://dx.doi.org/10.1016/j.jfineco.2006.01.005
Fama, E. F., & French, K. R. (2002). Testing trade-off and pecking order predictions about dividends and debt. Review of Financial Studies, 15(1), 1-33. http://dx.doi.org/10.1093/rfs/15.1.1
Fama, E. F., & French, K. R. (2005). Financing decisions: Who issues stock? Journal of Financial Economics, 76(3), 549-582. http://dx.doi.org/10.1016/j.jfineco.2004.10.003
Ferreira, J. J., Fernandes, C. I., & Ferreira, F. A. (2019). To be or not to be digital, that is the question: Firm innovation and performance. Journal of Business Research, 101, 583-590. http://dx.doi.org/10.1016/j.jbusres.2018.11.013
Fischer, E., Heinkel, R., & Zechner, J. (1989). Dynamic capital structure choice: Theory and tests. The Journal of Finance, 44, 19-40. http://dx.doi.org/10.1111/j.1540-6261.1989.tb02402.x
Forte, R., & Moura, R. (2013). The effects of foreign direct investment on the host country’s economic growth: Theory and empirical evidence. The Singapore Economic Review, 58(03), 1350017. http://dx.doi.org/10.1142/S0217590813500173
Frank, M. Z., & Goyal, V. K. (2003). Testing the pecking order theory of capital structure. Journal of Financial Economics, 67(2), 217-248. http://dx.doi.org/10.1016/S0304-405X(02)00252-0
Frank, M. Z., & Goyal, V. K. (2009). Capital structure decisions: Which factors are reliably important? Financial Management, 38(1), 1-37. http://dx.doi.org/10.1111/j.1755-053X.2009.01026.x
Garcia-Appendini, E., & Montoriol-Garriga, J. (2013). Firms as liquidity providers: Evidence from the 2007–2008 financial crisis. Journal of Financial Economics, 109(1), 272-291. http://dx.doi.org/10.1016/j.jfineco.2013.02.010
Gaud, P., Jani, E., Hoesli, M., & Bender, A. (2005). The Capital Structure of Swiss Companies: An Empirical Analysis Using Dynamic Panel Data. European Financial Management, 11(1), 51-69. http://dx.doi.org/10.1111/j.1354-7798.2005.00275.x
Ghosh, S., Harrington, C., & Smith, W. (2011). Do windfall non‐debt tax shields from acquisitions affect corporate debt issues? Managerial Finance, 37(6), 537-552. http://dx.doi.org/10.1108/03074351111134736
Giudici, G., & Paleari, S. (2000). The provision of finance to innovation: A survey conducted among Italian technology-based small firms. Small Business Economics, 14, 37-53. http://dx.doi.org/10.1023/A:1008187416389
Goldstein, R., Ju, N., & Leland, H. (2001). An EBIT-based model of dynamic capital structure. The Journal of Business, 74, 483-512. http://dx.doi.org/10.1086/322893
González, V. M., & González, F. (2008). Influence of bank concentration and institutions on capital structure: New international evidence. Journal of Corporate Finance, 14(4), 363-375. http://dx.doi.org/10.1016/j.jcorpfin.2008.03.010
Gordon, R. H., & Lee, Y. (2001). Do taxes affect corporate debt policy? Evidence from US corporate tax return data. Journal of Public Economics, 82(2), 195-224. http://dx.doi.org/10.1016/S0047-2727(00)00151-1
Graham, J. R. (2003). Taxes and Corporate Finance: A Review. Review of Financial Studies, 16(4), 1075-1129. http://dx.doi.org/10.1093/rfs/hhg033
Graham, J. R., & Harvey, C. R. (2001). The theory and practice of corporate finance: Evidence from the field. Journal of Financial Economics, 60(2-3), 187-243. http://dx.doi.org/10.1016/S0304-405X(01)00044-7
Graham, J. R., Lemmon, M. L., & Schallheim, J. S. (1998). Debt, leases, taxes, and the endogeneity of corporate tax status. The Journal of Finance, 53(1), 131-162. http://dx.doi.org/10.1111/0022-1082.55404
Graham, J. R., & Tucker, A. L. (2006). Tax shelters and corporate debt policy. Journal of Financial Economics, 81(3), 563-594. http://dx.doi.org/10.1016/j.jfineco.2005.09.002
Guerrieri, P., & Meliciani, V. (2005). Technology and international competitiveness: The interdependence between manufacturing and producer services. Structural Change and Economic Dynamics, 16, 489-502. http://dx.doi.org/10.1016/j.strueco.2005.02.002
Hackbarth, D., & Mauer, D. C. (2011). Optimal priority structure, capital structure, and investment. Review of Financial Studies, 25(3), 747-796. http://dx.doi.org/10.1093/rfs/hhr129
Harrison, A. E., & McMillan, M. S. (2003). Does direct foreign investment affect domestic credit constraints? Journal of International Economics, 61(1), 73-100. http://dx.doi.org/10.1016/S0022-1996(02)00078-8
Harrison, B., & Widjaja, T. W. (2014). The determinants of capital structure: Comparison between before and after financial crisis. Economic Issues, 19(2), 55-82.
Harrison, R. T., Mason, C. M., & Girling, P. (2004). Financial bootstrapping and venture development in the software industry. Entrepreneurship and Regional Development, 16(4), 307-333. http://dx.doi.org/10.1080/0898562042000263276
Heider, F., & Ljungqvist, A. (2015). As certain as debt and taxes: Estimating the tax sensitivity of leverage from state tax changes. Journal of Financial Economics, 118(3), 684-712. http://dx.doi.org/10.1016/j.jfineco.2015.01.004
Hennessy, C., & Whited, T. (2005). Debt dynamics. The Journal of Finance, 60, 1129-1165. http://dx.doi.org/10.1111/j.1540-6261.2005.00758.x
Hogan, T., & Hutson, E. (2005). Capital structure in new technology-based firms: Evidence from the Irish software sector. Global Finance Journal, 15(3), 369-387. http://dx.doi.org/10.1016/j.gfj.2004.12.001
Hogan, T., Hutson, E., & Drnevich, P. (2017). Drivers of External Equity Funding in Small High‐Tech Ventures. Journal of Small Business Management, 55(2), 236-253. http://dx.doi.org/10.1111/jsbm.12270
Holm, J. R., & Østergaard, C. R. (2015). Regional employment growth, shocks and regional industrial resilience: A quantitative analysis of the Danish ICT sector. Regional Studies, 49(1), 95-112. http://dx.doi.org/10.1080/00343404.2013.787159
Homaifar, G., Zietz, J., & Benkato, O. (1994). An empirical model of capital structure: Some new evidence. Journal of Business Finance & Accounting, 21(1), 1-14. http://dx.doi.org/10.1111/j.1468-5957.1994.tb00302.x
Hovakimian, A. (2006). Are observed capital structures determined by equity market timing? Journal of Financial and Quantitative Analysis, 41(1), 221-243. http://dx.doi.org/10.1017/S0022109000002489
Hsu, P. H., Tian, X., & Xu, Y. (2014). Financial development and innovation: Cross-country evidence. Journal of Financial Economics, 112(1), 116-135. http://dx.doi.org/10.1016/j.jfineco.2013.12.002
Huyghebaert, N. (2001). The capital structure of business start-ups: Determinants of initial financial structure. Tijdschrift voor Bank-en Financiewezen, 3, 84-88.
Huynh, K. P., & Petrunia, R. J. (2010). Age effects, leverage and firm growth. Journal of Economic Dynamics and Control, 34(5), 1003-1013. http://dx.doi.org/10.1016/j.jedc.2010.01.007
Ivashina, V., & Scharfstein, D. (2010). Bank lending during the financial crisis of 2008. Journal of Financial Economics, 97(3), 319-338. http://dx.doi.org/10.1016/j.jfineco.2009.12.001
Jensen, M. C. (1986). Agency costs of free cash flow, corporate finance, and takeovers. The American Economic Review, 76(2), 323-329.
Jensen, M. C., & Meckling, W. H. (1976). Theory of the firm: Managerial behavior, agency costs and ownership structure. Journal of Financial Economics, 3(4), 305-360. http://dx.doi.org/10.1016/0304-405X(76)90026-X
Johnson, A. (2006). The effects of FDI inflows on host country economic growth. Working Paper Series in Economics and Institutions of Innovation, 58. Retrieved from https://static.sys.kth.se/itm/wp/cesis/cesiswp58.pdf
Kaplan, S. N., & Strömberg, P. (2001). Venture capitalists as principals: Contracting, screening, and monitoring. American Economic Review, 91(2), 426-430.
Kara, E., & Erdur, D. A. (2015). Determinants of capital structure: a research on sectors that contribute to exports in Turkey. İstanbul Üniversitesi İşletme Fakültesi Dergisi, 44(2), 27-38.
Kayhan, A. (2003). Managerial entrenchment and the debt-equity choice. Working paper. University of Texas at Austin.
Kayhan, A., & Titman, S. (2007). Firms’ histories and their capital structures. Journal of Financial Economics, 83(1), 1-32. http://dx.doi.org/10.1016/j.jfineco.2005.10.007
Kedzior, M., Grabinska, B., Grabinski, K., & Kedzior, D. (2020). Capital structure choices in technology firms: Empirical results from Polish listed companies. Journal of Risk and Financial management, 13(9), 221.
Kestens, K., Van Cauwenberge, P., & Bauwhede, H. V. (2012). Trade credit and company performance during the 2008 financial crisis. Accounting and Finance, 52(4), 1125-1151. http://dx.doi.org/10.1111/j.1467-629X.2011.00452.x
Köksal, B., Orman, C., & Oduncu, A. (2013). Determinants of capital structure: evidence from a major emerging market economy. MPRA Paper, (48415). Retrieved from https://ideas.repec.org/p/pra/mprapa/48415.html
Korajczyk, R. A., & Levy, A. (2003). Capital structure choice: Macroeconomic conditions and financial constraints. Journal of Financial Economics, 68(1), 75-109. http://dx.doi.org/10.1016/S0304-405X(02)00249-0
La Rocca, M., La Rocca, T., & Cariola, A. (2011). Capital structure decisions during a firm’s life cycle. Small Business Economics, 37, 107-130. http://dx.doi.org/10.1007/s11187-009-9229-z
Leary, M. T., & Roberts, M. R. (2005). Do firms rebalance their capital structures? The Journal of Finance, 60(6), 2575-2619. http://dx.doi.org/10.1111/j.1540-6261.2005.00811.x
Leary, M. T., & Roberts, M. R. (2007). The Pecking Order, Debt Capacity, and Information Asymmetry. Journal of Financial Economics, 95(3), 332-355. http://dx.doi.org/10.1016/j.jfineco.2009.10.009
Lee, M., & Tcha, M. (2004). The color of money: The effects of foreign direct investment on economic growth in transition economies. Review of World Economics, 140(2), 211-229. http://dx.doi.org/10.1007/BF02663646
Legner, C., Eymann, T., Hess, T., Matt, C., Böhmann, T., Drews, P., . . . Ahlemann, F. (2017). Digitalization: Opportunity and challenge for the business and information systems engineering community. Business & Information Systems Engineering, 59(4), 301-308. http://dx.doi.org/10.1007/s12599-017-0484-2
Lin, S., Tong, N., & Tucker, A. L. (2014). Corporate tax aggression and debt. Journal of Banking & Finance, 40, 227-241. http://dx.doi.org/10.1016/j.jbankfin.2013.11.035
Lipson, M. L., & Mortal, S. (2009). Liquidity and capital structure. Journal of Financial Markets, 12(4), 611-644. http://dx.doi.org/10.1016/j.finmar.2009.04.002
López-Gracia, J., & Aybar-Arias, C. (2000). An empirical approach to the financial behaviour of small and medium sized companies. Small Business Economics, 14, 55-63. http://dx.doi.org/10.1023/A:1008139518709
López-Gracia, J., & Sogorb-Mira, F. (2008). Testing trade-off and pecking order theories financing SMEs. Small Business Economics, 31(2), 117-136. http://dx.doi.org/10.1007/s11187-007-9088-4
Lucas, D., & McDonald, R. (1990). Equity issues and stock price dynamics. The Journal of Finance, 45, 1019-1043. http://dx.doi.org/10.1111/j.1540-6261.1990.tb02425.x
Magri, S. (2009). The Financing of Small Innovative Firms: The Italian Case. Economics of Innovation and New Technology, 18(2), 181-204. http://dx.doi.org/10.1080/10438590701738016
Mahajan, A., & Tartaroglu, S. (2008). Equity market timing and capital structure: International evidence. Journal of Banking & Finance, 32(5), 754-766. http://dx.doi.org/10.1016/j.jbankfin.2007.05.007
Mihalca, G., & Antal, R. (2009). An empirical investigation of the trade-off and pecking order hypotheses on Romanian market. ASMDA. Proceedings of the International Conference Applied Stochastic Models and Data Analysis, 13, 109.
Miozzo, M., & Soete, L. (2001). Internationalization of services: A technological perspective. Technological Forecasting and Social Change, 67, 159-185. http://dx.doi.org/10.1016/S0040-1625(00)00091-3
Mišun, J., & Tomšík, V. (2002). Foreign direct investment in central europe-does it crowd in domestic investment? Prague Economic Papers, 11(1), 57-66.
Modigliani, F., & Miller, M. (1958). The Cost of Capital, Corporation Finance and the Theory of Investment. The American Economic Review, 48(3), 261-297.
Modigliani, F., & Miller, M. (1963). Corporate income taxes and the cost of capital: a correction. The American Economic Review, 53(3), 433-443.
Morellec, E. (2001). Asset liquidity, capital structure, and secured debt. Journal of Financial Economics, 61(2), 173-206. http://dx.doi.org/10.1016/S0304-405X(01)00059-9
Morellec, E., Nikolov, B., & Schürhoff, N. (2008). Dynamic capital structure under managerial entrenchment: Evidence from a structural estimation. Working paper, 553. Retrieved from https://www.researchgate.net/publication/46448351_Dynamic_Capital_Structure_under_Managerial_Entrenchment_Evidence_from_a_Structural_Estimation
Mueller, J. M. (2012). Resourceful financing by new firms: the use of multiple credit sources. Retrieved from https://ir.library.louisville.edu/cgi/viewcontent.cgi?article=2019&context=etd
Myers, S. (1984). The Capital Structure Puzzle. The Journal of Finance, 39(3), 575-592. http://dx.doi.org/10.2307/2327916
Myers, S., & Majluf, N. (1984). Corporate financing and investment decisions when firms have information that investors do not have. Journal of Financial Economics, 13, 187-221. http://dx.doi.org/10.1016/0304-405X(84)90023-0
Myers, S. C. (2001). Capital structure. Journal of Economic perspectives, 15(2), 81-102.
Nahtigal, M. (2014). Toward modern European industrial policy. Managing Global Transitions, 12(2), 179-194.
Naranjo, P., Saavedra, D., & Verdi, R. S. (2022). The pecking order and financing decisions: Evidence from changes to financial-reporting regulation. Journal of Accounting, Auditing & Finance, 37(4), 727-750. http://dx.doi.org/10.1177/0148558X20945066
Nureev, R. M., & Valerievich, K. O. (2018). Digital technologies: Main directions of development. The Business & Management Review, 9(4), 493-503.
OECD. (2009). Information Economy Product Definitions Based on the Central Product Classification (version 2). OECD Digital Economy Papers, 158. Retrieved from https://www.oecd-ilibrary.org/docserver/222222056845.pdf?expires=1675705883&id=id&accname=guest&checksum=AD75C6E1FC29A2ACE56B16EBA3A2FD68 http://dx.doi.org/10.1787/222222056845
OECD. (2017). OECD Digital Economy Outlook 2017. OECD Publishing. Retrieved from http://dx.doi.org/10.1787/9789264276284-
Ozdagli, A. K. (2012). Financial leverage, corporate investment, and stock returns. Review of Financial Studies, 25(4), 1033-1069. http://dx.doi.org/10.1093/rfs/hhr145
Ozkan, A. (2001). Determinants of capital structure and adjustment to long run target: Evidence from UK company panel data. Journal of Business Finance & Accounting, 28(1‐2), 175-198. http://dx.doi.org/10.1111/1468-5957.00370
Paul, S., Whittam, G., & Wyper, J. (2007). The pecking order hypothesis: Does it apply to start-up firms? Journal of Small Business and Enterprise Development, 14(1), 8-21. http://dx.doi.org/10.1108/14626000710727854
Pindadoa, J., Requejoa, I., & de la Torrea, C. (2012). Does family control affect corporate debt choices? An empirical analysis of Eurozone countries. In European Financial Management Annual Meetings, June, 27-30. Retrieved from https://www.efmaefm.org/0efmameetings/efma%20annual%20meetings/2012-Barcelona/papers/EFMA2012_0140_fullpaper.pdf
Pradhan, R. P., Arvin, M. B., & Norman, N. R. (2015). The dynamics of information and communications technologies infrastructure, economic growth, and financial development: Evidence from Asian countries. Technology in Society, 42, 135-149. http://dx.doi.org/10.1016/j.techsoc.2015.04.002
Psillaki, M., & Daskalakis, N. (2009). Are the determinants of capital structure country or firm specific? Small Business Economics, 33(3), 319-333. http://dx.doi.org/10.1007/s11187-008-9103-4
Psychoyios, D., & Dotsis, G. (2018). The Competitiveness of the European ICT Industry. Review of Economic Analysis, 10(1), 97-119. http://dx.doi.org/10.15353/rea.v10i1.1510
Rajan, R., & Zingales, L. (1995). What do we know about capital structure? Some evidence from international data. The Journal of Finance, 50, 1421-1460. http://dx.doi.org/10.1111/j.1540-6261.1995.tb05184.x
Ramalho, J., & Silva, J. (2009). A two-part fractional regression model for the financial leverage decisions of micro, small, medium and large firms. Quantitative Finance, 9(5), 621-636. http://dx.doi.org/10.1080/14697680802448777
Ramli, N. A., Latan, H., & Solovida, G. T. (2019). Determinants of capital structure and firm financial performance - A PLS-SEM approach: Evidence from Malaysia and Indonesia. The Quarterly Review of Economics and Finance, 71, 148-160. http://dx.doi.org/10.1016/j.qref.2018.07.001
Revest, V., & Sapio, A. (2012). Financing technology-based small firms in Europe: What do we know? Small Business Economics, 39(1), 179-205. http://dx.doi.org/10.1007/s11187-010-9291-6
Revest, V., & Sapio, S. (2010). Sources of Finance for Technology-based Small Firms: A review of the empirical evidence. FINNOV project document. European Union. Brussels.
Richardson, G., Lanis, R., & Leung, S. C. M. (2014). Corporate tax aggressiveness, outside directors, and debt policy: An empirical analysis. Journal of Corporate Finance, 25, 107-121. http://dx.doi.org/10.1016/j.jcorpfin.2013.11.010
Robb, A., & Robinson, D. (2014). The Capital Structure Decisions of New Firms. Review of Financial Studies, 27(1), 153-179. http://dx.doi.org/10.1093/rfs/hhs072
Ruan, W., Tian, G., & Ma, S. (2011). Managerial ownership, capital structure and firm value: Evidence from China’s civilian-run firms. Australasian Accounting. Australasian Accounting. Business and Finance Journal, 5(3), 73-92.
Sánchez-Vidal, J., & Martín-Ugedo, J. F. (2005). Financing preferences of Spanish firms: Evidence on the pecking order theory. Review of Quantitative Finance and Accounting, 25(4), 341-355. http://dx.doi.org/10.1007/s11156-005-5459-6
Sanfilippo-Azofra, S., López-Gutiérrez, C., & Torre-Olmo, B. (2016). Coverage of financing deficit in firms in financial distress under the pecking order theory. Economics and Management, 4, 104-116.
Sbeiti, W. (2010). The determinants of capital structure: Evidence from the GCC countries. International Research Journal of Finance and Economics, 47, 56-82.
Scellato, G., & Ughetto, E. (2010). The Basel II reform and the provision of finance for R & D activities in SMEs: An analysis of a sample of Italian companies. International Small Business Journal, 28(1), 65-89. http://dx.doi.org/10.1177/0266242609350825
Schallheim, J., & Wells, K. (2006). Debt and taxes: A new measure for non-debt tax shields. Unpublished working paper. University of Utah. Salt Lake City. Retrieved from https://www.researchgate.net/profile/Kyle-Wells-3/publication/228388706_Debt_and_taxes_A_new_measure_for_non-debt_tax_shields/links/577be34508aec3b743366b1a/Debt-and-taxes-A-new-measure-for-non-debt-tax-shields.pdf
Scott, J. (1977). Bankruptcy, secured debt, and optimal capital structure. The Journal of Finance, 32, 1-19. http://dx.doi.org/10.1111/j.1540-6261.1977.tb03237.x
Sekmen, F., & Gokirmak, H. (2018). Causal relationship between internet use and economic development for selected Central Asian economies. Theoretical and Applied Economics, 25(3), 145-152.
Seo, D. (2017). Digital business convergence and emerging contested fields: A conceptual framework. Journal of the Association for Information Systems, 18(10), 3. http://dx.doi.org/10.17705/1jais.00471
Serrasqueiro, Z. (2011). Are capital structure decisions of service SMEs different? Empirical evidence from Portugal. Management Research Review, 34(1), 34-57. http://dx.doi.org/10.1108/01409171111096469
Shyam-Sunder, L., & Myers, S. C. (1999). Testing static tradeoff against pecking order models of capital structure. Journal of Financial Economics, 51(2), 219-244. http://dx.doi.org/10.1016/S0304-405X(98)00051-8
Smulders, R., & Renneboog, L. (2014). Managerial Entrenchment and Capital Structure. Tilburg University, Department of Finance. Retrieved from http://arno.uvt.nl/show.cgi?fid=134747
Sohn, J., Tang, C. H. H., & Jang, S. S. (2013). Does the asset-light and fee-oriented strategy create value? International Journal of Hospitality Management, 32, 270-277. http://dx.doi.org/10.1016/j.ijhm.2012.07.004
Stanley, T. D., Doucouliagos, H., & Steel, P. (2015). Does ICT generate economic growth? A meta-regression analysis. Journal of Economic Surveys, 32(3), 705-726. http://dx.doi.org/10.1111/joes.12211
Strebulaev, I. (2007). Do tests of capital structure theory mean what they say? The Journal of Finance, 62(4), 1747-1787. http://dx.doi.org/10.1111/j.1540-6261.2007.01256.x
Sun, J., Ding, L., Guo, J. M., & Li, Y. (2016). Ownership, capital structure and financing decision: Evidence from the UK. The British Accounting Review, 48(4), 448-463. http://dx.doi.org/10.1016/j.bar.2015.04.001
Talberg, M., Winge, C., Frydenberg, S., & Westgaard, S. (2008). Capital structure across industries. International Journal of the Economics of Business, 15(2), 181-200. http://dx.doi.org/10.1080/13571510802134304
Udomsirikul, P., Jumreornvong, S., & Jiraporn, P. (2011). Liquidity and capital structure: The case of Thailand. Journal of Multinational Financial Management, 21(2), 106-117. http://dx.doi.org/10.1016/j.mulfin.2010.12.008
Ughetto, E. (2008). Does internal finance matter for RyD? New evidence from a panel of Italian firms. Cambridge Journal of Economics, 32(6), 907-925. http://dx.doi.org/10.1093/cje/ben015
UNCTAD. (2019). Digital Economy Report 2019. Retrieved from https://unctad.org/system/files/official-document/der2019_en.pdf
Vithessonthi, C., & Tongurai, J. (2015). The effect of firm size on the leverage–performance relationship during the financial crisis of 2007–2009. Journal of Multinational Financial Management, 29, 1-29. http://dx.doi.org/10.1016/j.mulfin.2014.11.001
Welch, I. (2004). Capital structure and stock returns. Journal of Political Economy, 112(1), 106-131. http://dx.doi.org/10.1086/379933
Whited, T. M. (2006). External finance constraints and the intertemporal pattern of intermittent investment. Journal of Financial Economics, 81(3), 467-502. http://dx.doi.org/10.1016/j.jfineco.2005.07.007
Yinusa, O. G. (2017). Trade-off theory of optimal capital structure and adjustment towards long run target: A dynamic panel approach. The Journal of Accounting and Management, 7(2).
Zeitun, R., Temimi, A., & Mimouni, K. (2017). Do financial crises alter the dynamics of corporate capital structure? Evidence from GCC countries. The Quarterly Review of Economics and Finance, 63, 21-33. http://dx.doi.org/10.1016/j.qref.2016.05.004
Zwiebel, J. (1996). Dynamic capital structure under managerial entrenchment. The American Economic Review, 86(5), 1197-1215.
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