Presenting a Comparative Model and Financial Ranking of Petrochemical Companies Using Dynamic Network Data Envelopment Analysis (DNDEA)
Subject Areas :
Industrial Management
Ali hasanpor
1
,
rahmat alizadeh
2
,
seyed ali Nabavi Chashmi
3
1 - Student of Islamic Azad University, Babol Branch - Mazandaran - Iran
2 - Assistant Professor of Islamic Azad University of Babol
3 - Associate Professor, Department of Management, College of Humanities, Babol Branch, Islamic Azad University, Babol, Iran
Received: 2021-04-05
Accepted : 2021-10-16
Published : 2021-11-25
Keywords:
DNDEA,
Financial Performance,
: Iran Petrochemical Industry,
stock exchange,
Abstract :
The aim of this study is to provide a comparative model and financial ranking of petrochemical companies using dynamic network data envelopment analysis (DNDEA) approach by CCR and AP methods. occurred. In the first step, a relational model including major profit sheet, balance sheet and financial soundness indicators is presented under a dynamic network structure. Then, the dynamic effect of indicators (carriers and relationships) is included to calculate the efficiency scores for these four infrastructures correctly. Then we calculated using the two models and the results were extracted.This research is applied in terms of purpose and its statistical population is petrochemical companies listed on the Tehran Stock Exchange.Based on the research findings, according to the research criteria, efficiency was calculated. Out of 18 petrochemical companies studied, two companies were identified in the CCR method and one company in the AP method as moderately efficient. However, the results show a strong correlation of 71% between the two methods.
References:
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Goli, Mehdi., Dehdar, Farhad. (2015). Evaluation of financial performance of municipal water and sewage company based on BSC model. SID.ir, 28(1), 31-41.
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Houssine, Tlig., Adel, ben-Hamed. (2017). Assessing the Efficiency of commercial Tunisian Banks using Fuzzy Data Envelopment Analysis; Journal of Data Envelopment Analysis and Decision Science, 2017 (2),14-27.
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Mirghfouri, Habibollah., Shafaei-Rood-Poshti, Meysam., Nadafi, Ghazaleh. (2012). Evaluating the financial performance of companies with a data envelopment analysis approach. Management Research in Iran, 16(4), 189 - 206.
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Peter, Wanke, Barros, C.P., Emrouznejad, Ali. (2015). Assessing Productive Efficiency of Banks Using Integrated Fuzzy-DEA and Bootstrapping: A Case of Mozambican Banks; 10.1016/j.ejor.2015.10.018.
Roodpashti, Fereydoun., Eftekhari-Aliabadi, Akbar. (2010) "Developing a strategy with a value creation approach in financial institutions". Journal of Portfolio Engineering and Management, 4,129 -149.
Sadeghi, Seyyed-Rasool, Maleki, Mohammad-Hassan, Mottaqi, Peyman. (2018). Provide a dynamic two-step model for evaluating the performance of private banks with a data envelopment analysis approach. Monetary-Banking Research Quarterly; 35, 55-82.
Salehabadi, Ali., Tajmir-Riahi, Hamed., Taati-Kashani, Hassan. (2013). Comparative study and hierarchical analysis (DEA) of brokerage ranking based on data coverage analysis method. Journal of Auditing and Accounting Research, Iranian Accounting Association, 20, 1-20.
Soleimani-Amiri, Gholamreza., Nasiri, Sepideh-Sadat. (2017). An overview of models for evaluating the financial performance of investment companies; Accounting Research, 4(27), 1-22.
Soleimani-Damaneh, Reza, Momeni-Mansour, Mostafaei, Amin, Rostami-Mal-Khalifa, Mohsen. (2017). Development of a dynamic network data envelopment analysis model to evaluate the performance of banks. Quarterly Journal of Industrial Management, 7(25), 67 - 89.
Shafi, Morteza. (2017). Evaluating the efficiency of bank branches using dynamic data envelopment analysis model with SBM approach. New Research in Mathematics, Islamic Azad University, Science and Research Branch; 3 (10), 1682-1690.
Tehran Stock Exchange tse.ir.
Xiaoyang, Zhou, Zhongwen, Xu., Jian, Chai., Liming. Yao., Shouyang, Wang., Benjamin, Lev. (2018). Efficiency evaluation for banking systems under uncertainty: A multi-period three-stage DEA model; 10.1016/j.omega.2018.05.012 ; Accepted date: 29 May 2018.
Yu-Chuan, Chen., Yung-Ho, Chiu., Chin-Wei, Huang., Chien, Heng-Tu. (2013). The analysis of bank business performance and market risk—Applying Fuzzy DEA; Economic Modelling, 32, 225–232.
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A Abbasian, Maryam, & Kargsha, Mohammad. (2016). Determining the portfolio using fuzzy data envelopment analysis in companies listed on the Tehran Stock Exchange; international conference on modern Research’s in management, Economics & Accounting; kualalumpur- Malaysia-2016.
Afshar Kazemi, Mohammad-Ali., Khalili-Iraqi, Maryam., Sadat-Kiai, Ahmad. (2012). Selection of a portfolio on the Tehran Stock Exchange using the method of web data envelopment analysis and ideal planning. Quarterly Journal of Financial Knowledge, Securities Analysis, 5(13), 49 - 63.
Ali-Nejad-Saruklayi, Mehdi., et al. (2014). Analysis of financial statements of companies listed on the Tehran Stock Exchange using the window data envelopment analysis model. Iranian Journal of Accounting Quarterly, Journal of Accounting and Auditing Research, 13, 4 (51), 55 – 65.
Amiri, Maghsoud, Bamdad-Sufi, Jahaniar., Mansouri, Mohammad., Abadi, Soleiman. (2018). Presenting a model for evaluating the performance of decision-making units with the approach of data envelopment analysis with common weights (studied: food and beverage companies accepted in the Exchange and Securities Organization). Journal of Operations Research in its Applications, 15 (56), 1-18.
Fallah-Shams, Mirfeiz., & Atai, Younes. (2011). Evaluating the performance of 50 active companies of Tehran Stock Exchange Using Sortino, M3 and EROV criteria; Quarterly Journal of Financial Engineering and Securities Management, 2( 9), 1 - 22.
Gharib,Ali-Hossein., Azar, Adel., Moqbel, Abbas., Dehghan-Nairi, Mahmoud. (2019). Designing a model for measuring organizational innovation with a dynamic network data envelopment analysis approach"; Industrial Management Perspectives of the Ninth. 33, 9-29.
Ghaffari-Fard, Mohammad., Zahedi,Jamshid. (2019). Selection of Strategic Indicators and Evaluation of Companies' Financial Performance Using Fuzzy Hierarchical Analytical Method and TOPSIS Case Study: Chemical Industries in Tehran Stock Exchange. Accounting and Auditing Research, 44, 125 -144.
Grigorios, Asimakopoulos, Georgios, , Michail, Xanthopoulos. (2018). The Eurozone financial crisis and bank efficiency asymmetries: Peripheral versus core economies. The Journal of Economic Asymmetries, Elsevier, 18(C), 1-9.
Goli, Mehdi., Dehdar, Farhad. (2015). Evaluation of financial performance of municipal water and sewage company based on BSC model. SID.ir, 28(1), 31-41.
Holod, D., & Lewis, H. F. (2011). Resolving the deposit dilemma: A new DEA bank efficiency model. Journal of Banking and Finance, 35, 2801-2810.
Houssine, Tlig., Adel, ben-Hamed. (2017). Assessing the Efficiency of commercial Tunisian Banks using Fuzzy Data Envelopment Analysis; Journal of Data Envelopment Analysis and Decision Science, 2017 (2),14-27.
Jafarian-Moghaddam, Ahmad-Reza, Qusiri, Keyvan. (2010). Dynamic multi-objective model of fuzzy data envelopment analysis. Faculty of Management, University of Tehran, Industrial Management, 2 (4), 19 – 36.
Khalili-Asboui, Saber. (2013). Evaluation of strategic financial performance of Tehran Stock Exchange companies by using multi-criteria decision making techniques in a fuzzy environment. Monetary and Banking Management Development Quarterly, 1, 36-. 56
Keshavarzian, Neda., Sheikh, Mohammad-Javad., Abbasi, Reza. (2019) "Comparative study of the ranking of petrochemical companies listed on the Tehran Stock Exchange using the combined approach AHP-PROMETHEE. Accounting and Auditing Studies, 30, 91-108.
Khodadadi, Vali., Tucker, Reza. (2012). The Impact of Corporate Governance Structure on the Financial Performance and Value of Companies Listed on the Tehran Stock Exchange". Journal of Accounting Research and Audit (2012). Iranian Accounting Association, 15,167-172.
Lee, P. T. W., Lin, C. W. & Shin, S. H. (2012). A Comparative Study on Financial Positions of Shipping Companies in Taiwan and Korea Using Entropy and Grey Relation Analysis. Expert Systems with Applications, 39, 5649-5657
Mahdavi, Gholam-Hossein., Hosseini, Azan. (2008). What is the best criterion for evaluating financial performance? Economic Research Journal, 8(4), 121-
Kalantary, Majid., Farzipoor-Saen, Reza. (2019). Assessing Sustainability of Supply Chains: An Inverse Network Dynamic DEA Model; https://doi.org/10.1016/j.cie.2018.11.009, 135, 1224-
Mahmoud-Abadi, Hamid., Ghayuri-Moghaddam, Ali. (2011). Credit ranking in terms of financial ability to pay the principal and sub-liabilities of debt using data envelopment analysis method) Case study: Companies listed on the Tehran Stock Exchange. Journal of Accounting Knowledge, 1( 9), 125-145.
Mehdi, Toloo. (2014). Finding the best asset financing alternative: A DEA–WEO approach. Measurement, 55, 288–294.
Mirghfouri, Habibollah., Shafaei-Rood-Poshti, Meysam., Nadafi, Ghazaleh. (2012). Evaluating the financial performance of companies with a data envelopment analysis approach. Management Research in Iran, 16(4), 189 - 206.
Momeni, Mansour, Safari, Hossein, Rostami, Mohsen., Mostafaei, Amin, Soleimani-Domaneh, Reza. (2017). Designing a non-radial network data envelopment analysis model to evaluate performance; Journal of Management Studies (Improvement and Transformation), 26( 86), 1-23
Naseri, Ahmad., Omrani, Rahman, Noush-Azar, Mohsen. (2015). Study of the financial situation and performance of Mazandaran Textile Company and provide a proposal to improve its shortcomings", Journal of Knowledge and Research. Accounting, Iranian Accounting Association, 26(105), 47 – 58.
Peter, Wanke, Md., Abul-Kalam, Azad, Emrouznejad, Ali, Antunes, Jorge. (2019). A Dynamic Network DEA Model for Accounting and Financial Indicators: A Case of Efficiency in MENA Banking. International Review of Economics and Finance, 61, 52-68.
Peter, Wanke, Barros, C.P., Emrouznejad, Ali. (2015). Assessing Productive Efficiency of Banks Using Integrated Fuzzy-DEA and Bootstrapping: A Case of Mozambican Banks; 10.1016/j.ejor.2015.10.018.
Roodpashti, Fereydoun., Eftekhari-Aliabadi, Akbar. (2010) "Developing a strategy with a value creation approach in financial institutions". Journal of Portfolio Engineering and Management, 4,129 -149.
Sadeghi, Seyyed-Rasool, Maleki, Mohammad-Hassan, Mottaqi, Peyman. (2018). Provide a dynamic two-step model for evaluating the performance of private banks with a data envelopment analysis approach. Monetary-Banking Research Quarterly; 35, 55-82.
Salehabadi, Ali., Tajmir-Riahi, Hamed., Taati-Kashani, Hassan. (2013). Comparative study and hierarchical analysis (DEA) of brokerage ranking based on data coverage analysis method. Journal of Auditing and Accounting Research, Iranian Accounting Association, 20, 1-20.
Soleimani-Amiri, Gholamreza., Nasiri, Sepideh-Sadat. (2017). An overview of models for evaluating the financial performance of investment companies; Accounting Research, 4(27), 1-22.
Soleimani-Damaneh, Reza, Momeni-Mansour, Mostafaei, Amin, Rostami-Mal-Khalifa, Mohsen. (2017). Development of a dynamic network data envelopment analysis model to evaluate the performance of banks. Quarterly Journal of Industrial Management, 7(25), 67 - 89.
Shafi, Morteza. (2017). Evaluating the efficiency of bank branches using dynamic data envelopment analysis model with SBM approach. New Research in Mathematics, Islamic Azad University, Science and Research Branch; 3 (10), 1682-1690.
Tehran Stock Exchange tse.ir.
Xiaoyang, Zhou, Zhongwen, Xu., Jian, Chai., Liming. Yao., Shouyang, Wang., Benjamin, Lev. (2018). Efficiency evaluation for banking systems under uncertainty: A multi-period three-stage DEA model; 10.1016/j.omega.2018.05.012 ; Accepted date: 29 May 2018.
Yu-Chuan, Chen., Yung-Ho, Chiu., Chin-Wei, Huang., Chien, Heng-Tu. (2013). The analysis of bank business performance and market risk—Applying Fuzzy DEA; Economic Modelling, 32, 225–232.