RESEARCH ARTICLE
Firm performance and ownership structure: Dynamic network
data envelopment analysis approach
Kuo-Cheng Kuo
1
| Wen-Min Lu
2
| Thanh Nhan Dinh
3,4
1
Program of Global Business, Chinese Culture
University, Taipei, Taiwan
2
Department of Financial Management,
National Defense University, Taipei, Taiwan
3
Department of International Business
Administration, Chinese Culture University,
Taipei, Taiwan
4
Department of Accounting-Finance, College
of Commerce, Da Nang, Vietnam
Correspondence
Thanh Nhan Dinh, Department of
International Business Administration, Chinese
Culture University, No. 55, Hwa-Kang Road,
Yang-Ming-Shan, Taipei, Taiwan.
Email: thanhnhan2905@gmail.com
This paper applies dynamic network slacks-based data envelopment analysis to mea-
sure financial performance based on the interrelationship among investment, financ-
ing, and dividend decisions. The empirical results show that financial performance is
determined simultaneously by the efficiency of decisions, and sample firms have
good performance in investment stage, but need to improve their financing and divi-
dend policies. The proposal financial performance measure explains the multicriteria
of decision-making rather than the single financial ratios. Besides, the research con-
tributes a novel on the significant relationship between firm's ownership structure in
the form of managers, government and foreign shareholders, and the firm's financial
performance.
1 | INTRODUCTION
Being considered as being multidimensional in nature (Gordon et al.,
2015; Modi & Mishra, 2011), financial performance mostly refers to
earnings and losing as well as the ability of firm in meeting financial
obligations and satisfying the shareholders and related stakeholders.
Regarding to measurement, the accounting-based and market-based
indicators are used widely in the form of stock returns, Tobin's Q or
other financial ratios in form of profitability, liquidity, or asset utiliza-
tion (Baird, Geylani, & Roberts, 2012; Delen, Kuzey, & Uyar, 2013;
Modi & Mishra, 2011). Each firm basically has its three heterogeneous
financial decisions named investment, financing, and dividend, and
they simultaneously determine the expected growth of firm over time
(Fama & French, 1998; Lang, Ofek, & Stulz, 1996). Parker (2010)
defines investment decision as transactions that create the increment
of real aggregate wealth combines three categories of business fixed
investment, inventory investment, and residential investment, and
investment could be enhanced to research and development and
employment demands (Hubbard, 1997). Furthermore, in typical busi-
ness firms, they are simultaneous evaluating investment opportunities
and possible resources of funds (Teichroew, Robichek, & Montalbano,
1965); therefore, the investment and financing decisions are usually
combined or mixed in research of decision-making procedure. Miller
and Modigliani (1961) state that the growth of dividends or dividend
decision depends on the growth of earning originated from
investment opportunities and level of external financing. The authors
also introduce an equation on the relationship between dividend
growth rate and firm share prices. Generally, referring to three finan-
cial decisions, there is a variety of researches that focus on their inter-
relationship in assumptions of imperfect market and interfere with
transaction costs, taxes, agency problem, or information asymmetry
(McDonald, Jacquillat, & Nussenbaum, 1975; Wang, 2010). Based on
these, it could be considered that financial performance is the out-
come of three simultaneous financial decisions. For example, a firm
utilizes the assets and financial sources to generate revenues and bal-
ance the operating and financial risk, and the next step is deciding the
earning payout to meet the requirement of relevant parties and future
growth estimation. Consequently, a model that is able to observe all
the activities is necessary.
Beginning with the traditional black-box, data envelopment analy-
sis (DEA; Charnes, Cooper, & Rhodes, 1978) has developed and
applied widely in diverse research areas (Emrouznejad & Yang, 2018;
Liu, Lu, Lu, & Lin, 2013). The development of DEA approach in analyz-
ing financial performance begins with the work of Yeh (1996) and
Ozcan and McCue (1996). According to Yeh (1996), ratios analysis
that are commonly used by financial analysts have one drawback is
“each single ratio must be compared with a benchmark ratio one at a
time, whereas one assumes that other factors are fixed and the
benchmarks chosen are suitable for comparison.” Because an individ-
ual key performance indicator can bias the analysis and miss
Received: 10 September 2019 Revised: 12 November 2019 Accepted: 30 November 2019
DOI: 10.1002/mde.3124
Manage Decis Econ. 2020;1–16. wileyonlinelibrary.com/journal/mde © 2020 John Wiley & Sons, Ltd. 1