Providing a model of earning transparency with emphasis on the criteria of the govermance system and performance: an artificial intelligence approach
الموضوعات :
fardin hafezi
1
,
Mehrdad Ghanbari
2
,
babak jamshidinavid
3
,
Roohollah Jamshidpour
4
1 - Department of Accounting, Kermanshah Branch, Islamic Azad University, Kermanshah, Iran
2 - Department of Accounting, Faculty of Literature & Humanities, Kermanshah Branch, Islamic Azad University, Kermanshah, Iran.
3 - Department of Accounting, Faculty of Literature & Humanities, Kermanshah Branch, Islamic Azad University, Kermanshah, Iran.
4 - Department of Accounting, Faculty of Literature & Humanities, Kermanshah Branch, Islamic Azad University, Kermanshah, Iran.
الکلمات المفتاحية: artificial intelligence approach, Governance system, profit transparency,
ملخص المقالة :
The present study is aimed to present a model of earnings transparency with an artificial intelligence approach in companies listed on the Tehran Stock Exchange (TSE). For this purpose, the data of 167 companies during the years 2011 to 2018 were used to test the research hypotheses. Variable selection test performed using Lasso's artificial intelligence algorithm showed that among the criteria of the audit committee's independence management system, the non-executive managers ratio, gender diversity and among the performance criteria, the ratio of cash holding in the company, operating profit margin and accounts receivable ratio had the highest effect to explain the earnings transparency of companies and also to predict the earnings transparency of the companies in the next year, the LARS algorithm method was used. The results of prediction showed the high power of Lars artificial intelligence algorithm to predict the earnings transparency of the companies listed on Tse. Keywords: Earnings Transparency, Corporate governance and performance criteria, Artificial Intelligence Approach
[1] Abbaszadeh, M.R., ArefiAsl, S., An overview of the concept of profit quality and the classification of its measurement criteria, Accounting Research, 2015, 5(2), P. 93-110, (in Persian). Doi: 10.22051/IJAR.2015.2179.
[2] Abbaszadeh, M.R., Ghannad, M., and Behsoodi, A., Information transparency and quality of audit services: evidence of companies listed in the Tehran Stock Exchange, The First National Conference on New Approaches in Accounting and Management, Miyaneh, Faculty of Islamic Azad University, Miyaneh Branch. 2015, (in Persian).
[3] Azadi, K., Moshki, M., Samipour, M., The role of the audit committee's financial independence and expertise in disclosing financial information. The first international conference on management and accounting with a value creation approach, Tehran, Islamic Azad University, Fars Science and Research Branch, 2015, (in Persian).
[4] Aliakbarpoor, Z., Izadikhah, M. Evaluation and ranking DMUs in the presence of both undesirable and ordinal factors in data envelopment analysis. Int. J. Autom. Comput. 2012, 9, P. 609–615. Doi: 10.1007/s11633-012-0686-5
[5] Fakhari, H., RezaeiPiteNouei, Y., The impact of the audit committee on the company's information environment, Management Accounting, 2018, 11(36), P. 63-79, (in Persian). Doi: 10.22059/IJMS.2017.231317.672627.
[6] FarahiBouzanjani, B., Introducing the model of developing managerial skills required by managers (the country's administrative system), Management Knowledge Quarterly, 2005, 18(1-565), P.73-92, (in Persian).
[7] Francis, J., Lafond, R., Olsson, P., and Schipper. K., The Market Pricing of Accruals Quality. Journal of Accounting and Economics 2005, 39(2), P. 295-327, Doi: 10.1016/j.jacceco.2004.06.003.
[8] Haghighat, H., Alavi, S. M., Investigating the Relationship between Accounting Profit Transparency and Abnormal Return on Stocks, Financial Accounting Research, 2013, 5(1), P. 1-12.
[9] Iordache, I. D., Transparenta informationala corporativa pe pietele financiare, in viziune international, Audit Financiar, 2020, 159, P. 568-577.
[10] Izi, R., Garkaz, M., Saeidi, P., Matoofi, A., Reporting Quality of Financial Information Based On Behavioral and Value Accounting, Advances in Mathematical Finance and Applications, 5(1), P. 95-111.
Doi: 10.22034/amfa.2019.582810.1164.
[11] Khoshroo, A., Izadikhah, M., Improving efficiency of farming products through benchmarking and data envelopment analysis, International Journal of Management and Decision Making, 2019, 18(1), P.15-30.
Doi: 10.1504/IJMDM.2019.096691
[12] Lipman, F. D., Lipman L. K., Corporate governance best practices: strategies for public, private, and not-for-profit organizations. John Wiley & Sons, First Edition, - Business & Economics – 2012.
Doi: 10.1002/9781119197195.
[13] Melinda, M., The effect of earnings persistence and earnings transparency on company performance with corporate governance as moderating variable (empirical study in manufacturing company that listed in Indonesia stock exchange in 2014-2016), Economics and Accounting Journal, 2019, 2(2), P. 86-94.
[14] Moghaddam, A., Aslani, D., Impacts of Cash Dividend Components on Earning Persistence and Return on Stock, Advances in Mathematical Finance and Applications, 2018, 3(1), P.53-67.
Doi: 10.22034/amfa.2018.539134.
[15] Nawafly, A. T., Alarussi, A. S., Impact of Board Characteristics, Audit Committee Characteristics and External Auditor on Disclosure Quality of Financial Reporting, Journal of Management and Economic Studies, 2019, 1(1), P.48-65. Doi: 10.26677/TR1010.2019.60.
[16] Oh, H. M., Park, S. P., and Ma, H. Y., Corporate Sustainability Management, Earnings Transparency, and Chaebols, Sustainability, 2020, 12(10), P.4222, Doi:10.3390/su12104222.
[17] Pownall, G., Schipper K., Implications of Accounting Research for the SEC's Consideration of International Accounting Standards for U.S. Securities Offerings. Accounting Horizons: September 1999, 13(3), P.259-280, Doi: 10.2308/acch.1999.13.3.259.
[18] Rahmani, A., Zanjirdar, M., Ghiabi, H. Effect of Peer Performance, Future Competitive Performance, and Factors of Correlation with Peer Companies on Manipulation of Abnormal Real Operations. Advances in Mathematical Finance and Applications, 2021, 6(1), P. 57-70. Doi: 10.22034/amfa.2020.1875478.1272
[19] Rahimian, N., Tavakolnia, E., The impact of the audit committee on internal audit activities, Journal of Certified Public Accountants, 2014, 32, P. 57-68.
[20] Salavati, S. S., Asadi, A., Investigating the relationship between corporate governance and cash flow with investment efficiency companies, Investment knowledge, 2017, 6(24), P.187-202, (in Persian).
[21] Salimi, M., Assessment of Transparency Impact of Accounting Information on the Cost of the Audit for each Type of Industry. Advances in Mathematical Finance and Applications, 2017, 2(3), P. 13-27.
Doi: 10.22034/amfa.2017.533086.
[22] Vakilifard, H.R., The effect of corporate governance level on the transparency of accounting profit and cost of capital in companies listed in the Tehran Stock Exchange, Accounting and Auditing Research, 2015, 7(26), P.46-57, Doi: 10.22034/IAAR.2015.103905.
[23] Wang, M-C, Lee, M-H and Chuang, J-J., Relations among audit committee establishment, information transparency and earnings quality: evidence from simultaneous equation models, Quality & Quantity, 2016, 50, P.2417- 2431, Doi: 10.1007/s11135-015-0269-y.
[24] Zanjirdar, M., Kasbi, P., Madahi, Z., Investigating the effect of adjusted DuPont ratio and its components
on investor & quot; s decisions in short and long term, Management Science Letters, 2014, 4(3), P.591-596.
Doi: 10.5267/j.msl.2014.1.003
