Application of the two-stage DEA model for evaluating the efficiency and investigating the relationship between managerial ability and firm performance

Subject Areas : Multi-Criteria Decision Analysis and its Application in Financial Management

Mohammad Reza  Ravanshad ¹ (Department of Accounting,Bandar Abbas Branch,Islamic Azad University, Bandar Abbas, Iran)
Ali  Amiri ² (Department of Accounting,Bandar Abbas Branch,Islamic Azad University, Bandar Abbas, Iran)
Hojjatallah  Salari ³ (Department of Accounting,Bandar Abbas Branch,Islamic Azad University, Bandar Abbas, Iran)
Davood  Khodadadi ⁴ (Department of Accounting,Bandar Abbas Branch,Islamic Azad University, Bandar Abbas, Iran)

Received: 2018-12-30 Accepted : 2019-05-04 Published : 2020-04-01

Keywords:

References:

[1] Adam, S., and Maznah, M., A two stage data envelopment analysis model with Undesirable output, Journal of Physics: Conf. Series 890, 2017, P. 1-6. DOI:10.1088/1742-6596/890/1/012110.

[2] Aliahmadi, S., Jamshidi, A., and Mousavi, R., The Managerial Ability and Value of Cash: Evidence of Iran. Journal of Advances in mathematical finance & application, 2016,1(1), P.19-31, DOI:10.22304/AMFA.2016.526241, (in Persian).

[3] Andreou, P. C., Ehrlich, D., and Christodoulos, L., Managerial Ability and Firm Performance: Evidence from the Global Financial Crisis, 2013, Available online: http://www.efmaefm.org. DOI: 10.2139/ssrn.2633216.

[4] Andreou, P.C., Philip, D., and Robejsek, P., Bank liquidity creation and risk‐taking: Does   managerial ability matter? Journal of Business Finance & Accounting, 2016, 43 (1-2), P. 226-259. DOI: org/10.1111/jbfa.12169.

[5] Bamber, L.S., Jiang, J., and Wang, I.Y., What's my style, The influence of top managers on voluntary corporate financial disclosure, The Accounting Review, 2010, 85 (4), P. 1131- 1162. DOI: 10.2308/accr.2010.85.4.1131.

[6] Basu, S., Investment performance of common stocks in relation to their price–earnings ratios: A test of the efficient market hypothesis. Journal of Finance, 1977, 32 (3), P. 663–682. DOI: org/10.1111/j.1540-6261.1977.tb.1979.x.

[7] Chemmanur, J.T., Paeglis, I., and Simonyan, K., Management quality and equity issue characteristics: a comparison of SEOs and IPOs. Financial Management, 2010, 39(4), P. 1601-1642. DOI: org/10.1111/j.1755-053x.2010.01124. x.

[8] Chen, C.T., and Cheng, H.L., A comprehensive model for selecting information system project under fuzzy environment, International Journal of Project Management, 2009, 27(4), P. 389–399. DOI: org/10.1016/j. ijproman.2008.04.001.

[9] Choi, W., Han, S., Jung, S.H., and Kang, T., CEO's Operating Ability and the Association between Accruals and Future Cash Flows. Journal of Business Finance & Accounting, 2015, 42(5-6), P. 619-634. DOI: org/10.1111/jbfa.12118.

[10] Demerjian, P., Lev, B., and McVay, S., Quantifying managerial ability: A new measure and validity tests. Management Science, 2012, 58(7), P. 1229-1248. DOI: org/10.1287/mnsc.1110.1487.

[11] Demerjian, P., Lev, S., and McVay, S., Managerial ability and earnings quality. The Accounting Review, 2013, 88(2), P. 463-498. DOI: 10.2308/accr-50318.

[12] Dibachi, H., Behzadi, M.H., Izadikhah, M., Stochastic multiplicative DEA model for measuring the efficiency and ranking of DMUs under VRS technology, Indian Journal of Science and Technology,2014, 7 (11), P. 1765–1773.

[13] Esfandiar, M., Saremi, M., and Jahangiri Nia, H., Assessment of the efficiency of banks accepted in Tehran Stock Exchange using the data envelopment analysis technique, Journal of Advances in mathematical finance & application, 2018, 3(2), P.1-11. DOI:10.22034/AMFA.2018.540815, (in Persian).

[14] Fama, E., and French, K., The cross-section of expected stock returns. Journal of Finance, 1992, 47(2), P. 427–465. DOI: org/10.1111/j. 1540-6261.1992. tb04398. x.

[15] Francis, B.B., Ren, N., Sun, X., and Qiang, W., Do better managers get better loan contracts? , 2016, working paper. DOI: org/10.2139/ssrn.2793943.

[16] Hosseini, A., Aboueye Mehrizi, M., Shahtahmasebi, I., and Varan, R., Fundamental stock analysis using a two-stage DEA, financial engineering and management of securities, 2013, 6(3) P. 13-26, (in Persian).

[17] Hussein Lotfi Zadeh, F., Asghryan, S., and Kazemipour, H., Overall performance and two-step common set of bank branches to help weight with fuzzy method, Operations research in its applications, 2016,12(2), P. 89-108, (in Persian).

[18] Hwang, S.N., and Kao, T.L., Measuring Managerial Efficiency in Insurance companies: An Application of Two-stage DEA “. International Journal of management, 2006, 23, P. 699-720.

[19] Izadikhah, M., Saen, R.F., Ahmadi, K., How to assess sustainability of suppliers in the presence of dual-role factor and volume discounts? A data envelopment analysis approach, Asia-Pacific Journal of Operational Research,2017, 34 (03), 1740016. Doi: 10.1142/S0217595917400164

[20] Izadikhah, M., Using goal programming method to solve DEA problems with value judgments, Yugoslav Journal of Operations Research,2016, 24 (2), P. 267 – 282. Doi: 10.2298/YJOR121221015I

[21] Kor, Y.Y., Experience-based top management team competence and sustained growth. Organization Science, 2003, 14(6), P. 707-719. DOI: org/10.1287/orsc.14.6.707.24867.

[22] Khoshroo, A., Izadikhah, M., Emrouznejad, A., Improving energy efficiency considering reduction of CO2 emission of turnip production: A novel data envelopment analysis model with undesirable output approach, Journal of cleaner production,2018, 187 (20), P. 605-615. Doi: 10.1016/j.jclepro.2018.03.232

[23] Lepak, D.P., Smith, K.G., and Taylor, M.S., Value creation and value capture: A multilevel perspective. Academy of Management Review, 2007, 32(1), P. 180-194. DOI: org/10.5465/amr.2007.23464011.

[24] Momeni, M., and Shakhvah, N., Evaluate the performance of insurance companies in Iran using the DEA two-step communication model, Daneshvar (Raftar) Management and Achievement, 2011, 47 (1), P. 45-71, (in Persian).

[25] Namazi, M., and Ghaffari, M., The importance and role of information management and the financial ability as a criterion in the selection of an optimal portfolio of shares in companies listed on the Tehran Stock Exchange. Journal of Financial Accounting, 2015, 7 (26), P. 1-30, (in Persian)

[26] Namazi, M., and moosavi, R., Examining the relationship between intangible assets and financial performance in companies listed on a Tehran stock exchange, Journal of Investment Knowledge, 2016,5 (20), P.243-262, (in Persian).

[27]  Park, B.U., L. Simar, and V. Zelenyuk., Local likelihood estimation of truncated regression and its partial derivatives: Theory and application, Journal of Econometrics, 2008,146(1), P.185-198.DOI: org/10.1016/j.jeconom.2008.08.007

[28] Rezaei pendari ,A., model of performance evaluation and ranking of Tehran stock exchange firms using network data envelopment analysis,Journal of Khatam Novel Management Studies,2017,1(2), p.1-24, (in Persian).

[29] Roodposhti rahnama, F, Nikoumaram, H., and Shahvrdyany, sh., Strategic financial management (value), Publishing Hakimbashi, 2014, (in Persian).

[30] Roodposhti rahnama, F., Strategic management accounting (based on cost management creates value), Chap the proper task of promoting Islamic Azad - Science and Research Branch, 2014, (in Persian).

[31] Saberi, M., Rostami, M.R., Hamidian, M., and Aghami, N., Forecasting the Profitability in the Firms Listed in Tehran Stock Exchange Using Data Envelopment Analysis and Artificial Neural Network, Journal of Advances in mathematical finance & application, 2016, 1 (2), P.94-104. DOI: 10.22034/AMFA.2016.527823, (in Persian).

[32] Sakawa, M., and Yano, T., Interactive fuzzy decision-making for multi objective linear fractional programming problems. Cybernetics and systems An International journal, 1985, 5 (2), P. 377–394. DOI: org/10.1080/01969728508927781.

[33] Sayednejad Fahim, R., and Eghdami, S., intangible asset importance as sustainable competitive advantage, Journal of Certified Accountants, 2011, 14 (26),  p. 120-134, (in Persian).

[34] Seiford, L., and Zhu, J., Profitability and marketability of the top 55 US commercial banks. Management Science, 1999, 45(9), P. 1270–1288. DOI: org/10.1287/mmsc.45.9.1270.

[35] Solana, j., Caravaca, M., and Para-Gonzalez, L., Two-stage data envelopment analysis of Spanish regions: Efficiency determinants and stability analysis. Journal of Contemporary Economics, 2016, 10(3), P. 259-274, DOI: 10.5709/ce.1897-9254.214.

[36] Stattman, D., Book values and stock returns. The Chicago MBA: A Journal of Selected Papers, 1980, 4, P. 25–45.

[37] Ümit, s., a two-stage performance assessment of utility-scale wind farms in Texas, Using data envelopment analysis and Tobit models. Journal of Cleaner Production, 2018, 201(4), P. 580-598. DOI: org/10.1016/j.jciepro.2018.08.034.

[38] Yang, Z., A Two-stage DEA model to evaluate the overall performance of Canada Life and health insurance companies, Mathematical and Computer Modelling, 2006, 43, P. 910-919. DOI: org/10.1016/j.mcm.2005.12.011.

[39] Zimmermann, H., Fuzzy programming and linear programming with several objective functions. Fuzzy Sets and Systems, 1978, 1 (1), P. 45–55. DOI: org/10.1016/0165-0114 (78)90031-3.