Evaluation of Financial Performance of Software Firms Using Grey Relational Analysis Method

Öz

The software sector is one of the important sectors that has been widely present in many sectors and is expected to increase its level of influence and scope in many sectors in the future. In this study, the Grey Relational Analysis (GRA) method was used to evaluate the financial performance of software firms in a scope that has not been previously examined in the literature. For this purpose, GRA analysis was performed on the financial ratios included in the scope of the study for five software firms with high market capitalization included in the analysis. According to the analysis results, Firm 1 ranked first with the highest grey relational grade in 2023 (n=0.8099), 2022 (n=0.8173) and 2021 (n=0.7326), while Firm 5 ranked first with the highest grey relational grade in 2024 (n=0.7834). It is thought that this study can provide useful information to researchers and practitioners.

Anahtar Kelimeler

• Software
• Grey Relational Analysis
• MCDM
• Financial Performance

Yazılım Firmalarının Finansal Performanslarının Gri İlişkisel Analiz Yöntemi Kullanılarak Değerlendirilmesi

Öz

Yazılım sektörü birçok sektörde yaygın olarak varlığını sürdüren ve gelecekte birçok sektörde etki ve kapsam düzeyini artırması beklenen önemli sektörlerden biridir. Bu çalışmada, literatürde daha önce incelenmemiş bir kapsamda yazılım firmalarının finansal performanslarını değerlendirmek amacıyla Gri İlişkisel Analiz (GİA) yöntemi kullanılmıştır. Bu amaçla, analize dahil edilen yüksek piyasa değerine sahip beş yazılım firması için çalışma kapsamına alınan finansal oranlar üzerinde GİA analizi gerçekleştirilmiştir. Analiz sonuçlarına göre, Firma 1 2023 (n=0,8099), 2022 (n=0,8173) ve 2021 (n=0,7326) yıllarında en yüksek gri ilişkisel notla ilk sırada yer alırken, Firma 5 2024 (n=0,7834) yılında en yüksek gri ilişkisel notla ilk sırada yer almıştır. Bu çalışmanın araştırmacılara ve uygulayıcılara yararlı bilgiler sağlayabileceği düşünülmektedir.

Anahtar Kelimeler

• Yazılım
• Gri İlişkisel Analiz
• MCDM
• Finansal Performans

Kaynakça

1. Abdelhady, S. S., Elbadawi, R. E., & Zoalfakar, S. H. (2024). Multi-objective optimization of FSW variables on joint properties of AA5754 aluminum alloy using Taguchi approach and grey relational analysis. The International Journal of Advanced Manufacturing Technology, 130(9), 4235-4250. https://doi.org/10.1007/s00170-024-12969-2
2. Açıkgöz, T., & Kılıç, G. (2021). Teknoloji Firmalarının Finansal Performansının ve Piyasa Değerinin Dupont Analizi ile İncelenmesi. Muhasebe ve Finansman Dergisi(90), 209-226. https://doi.org/10.25095/mufad.873937
3. Adelia, M., & Khoiriah, N. (2025). The Influence Of Debt To Assets Ratio And Return On Equity On Stock Prices At PT Ristia Bintang Mahkotasejati TBK For The 2013-2023 Period Jurnal Multidisiplin Sahombu 5(1), 323-332. https://doi.org/10.58471/jms.v5i01
4. Aggarwal, K. (2023). Link between company characteristics, board structure and HR disclosure level in software sector in Indian context: perception or reality? International Journal of Indian Culture and Business Management, 28(2), 145-175. https://doi.org/10.1504/ijicbm.2023.129005
5. Ainamo, A., & Peltokorpi, A. (2024). Innovation meets institutions: AI and the Finnish construction ecosystem. IOP Conference Series: Earth and Environmental Science, 1389(1), 012013. https://doi.org/10.1088/1755-1315/1389/1/012013
6. Akin, I. (2024). Investigating Performances of Commercial Banks in the UK by Using Grey Relation Analysis. İzmir İktisat Dergisi, 39(4), 1079-1106. https://doi.org/10.24988/ije.1396460
7. Akinwale, Y. O., Adelowo, C. M., & Surujlal, J. (2025). Entrepreneurial orientation and financial performance among MSMEs in Nigeria. International Journal of Business Innovation and Research, 36(1), 131-147. https://doi.org/10.1504/IJBIR.2025.143943
8. Al-Ashmori, A., Thangarasu, G., Dominic, P. D. D., & Al-Mekhlafi, A.-B. A. (2023). A Readiness Model and Factors Influencing Blockchain Adoption in Malaysia’s Software Sector: A Survey Study. Sustainability, 15(16).

9. Altan, İ. M., & Akça, C. (2024). Is There A Relationship Between Financial Performance and Health Services Performance? Evidence from Selected Countries. Alanya Akademik Bakış, 8(1), 300-309. https://doi.org/10.29023/alanyaakademik.1336526
10. Arici, E., Tuna, M. C., Aytac, A., & Kelestemur, G. T. (2024). Multi-objective optimization of a pond aeration system using Taguchi-based gray relational analysis. Aquaculture International, 33(1), 50. https://doi.org/10.1007/s10499-024-01758-z
11. Arıkan Kargı, V. S. (2024). Evaluation of the financial performance of electricity generation companies using the Grey relational analysis method. Ömer Halisdemir Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, 17(2), 247-258. https://doi.org/10.25287/ohuiibf.1394209
12. Arunnima, B. S., Bijulal, D., & Sudhir Kumar, R. (2023). Open Innovation Intellectual Property Risk Maturity Model: An Approach to Measure Intellectual Property Risks of Software Firms Engaged in Open Innovation. Sustainability, 15(14).
13. August, T., Chen, W., & Zhu, K. (2021). Competition Among Proprietary and Open-Source Software Firms: The Role of Licensing in Strategic Contribution. Management Science, 67(5), 3041-3066. https://doi.org/10.1287/mnsc.2020.3674
14. Bardi, Ş. (2023). Gri İlişkisel Analiz Yöntemiyle Finansal Performans Analizi: BİST İmalat Alt Sektörler Uygulaması. Sosyal Bilimler Akademi Dergisi, 6(2), 145-167. https://doi.org/10.38004/sobad.1333980
15. Bardi, Ş. (2024). İmalat Alt Sektörlerinin Finansal Performans ile Etkinlikleri Arasındaki İlişki: Maliyet Girdi Odaklı Yaklaşım. Anadolu Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, 25(2), 459-490. https://doi.org/10.53443/anadoluibfd.1341716
16. Başaran, S., & Ighagbon, O. A. (2024). Enhanced FMEA Methodology for Evaluating Mobile Learning Platforms Using Grey Relational Analysis and Fuzzy AHP. Applied Sciences, 14(19), 8844. https://doi.org/10.3390/app14198844
17. Baysal, G., Sönmez, F., & Anık Baysal, İ. (2023). BİST100’te İşlem Gören Bilişim Şirketlerinin TOPSIS Yöntemiyle Finansal Performanslarının Belirlenmesi. International Conference on Scientific and Innovative Studies, 1(1), 230-238. https://doi.org/10.59287/icsis.606
18. Billi, A., & Bernardo, A. (2025). The Effects of Digital Transformation, IT Innovation, and Sustainability Strategies on Firms’ Performances: An Empirical Study. Sustainability, 17(3), 823. https://doi.org/10.3390/su17030823
19. Bulut, E., & Şimşek, A. İ. (2022). Evaluation of Financial Performance of Some Technology Companies Traded in Borsa Istanbul by TOPSIS Method. Firat University International Journal of Economics and Administrative Sciences, 6(2), 103-130.
20. Burak, M. F. (2023). Analyzing Financial Performances of the Artificial Intelligence Firms by Using the AHP-TOPSIS Method. Pearson Journal of Social Sciences & Humanities, 8(25), 500-519. https://doi.org/10.5281/zenodo.8362319
21. Chakraborty, S., Raut, R. D., Rofin, T. M., & Chakraborty, S. (2024). Dynamic grey relational analysis-based supplier selection in a health-care unit. International Journal of Pharmaceutical and Healthcare Marketing, ahead-of-print(ahead-of-print). https://doi.org/10.1108/IJPHM-11-2023-0098
22. Chen, F., Sun, M., & Shen, L. (2024). Risk assessment method of power grid construction project investment based on grey relational analysis. International Journal of Information Technology and Management, 23(3-4), 244-260. https://doi.org/10.1504/ijitm.2024.139576
23. Chen, P.-T., & Yang, C.-J. (2024). Using Taguchi method and gray relational analysis to enhance manufacturing performance in photopolymerization. Progress in Additive Manufacturing, 9(6), 2393-2402. https://doi.org/10.1007/s40964-024-00593-1
24. Chugh, M., & Upadhayay, R. K. (2024). Adoption of Electronic Knowledge Repositories: Influencing Factors in the Indian Software Industry. Journal of Information & Knowledge Management, 23(04), 2450056. https://doi.org/10.1142/s0219649224500564
25. Danilov, G. (2024). The impact of corporate governance on firm performance: panel data evidence from S&P 500 Information Technology. Future Business Journal, 10(1), 86. https://doi.org/10.1186/s43093-024-00376-8
26. Das, P. P., & Chakraborty, S. (2024). Dynamic grey relational analysis-based optimization of electrochemical machining processes. World Journal of Engineering, ahead-of-print(ahead-of-print). https://doi.org/10.1108/WJE-10-2023-0436
27. Dwekat, A., Taweel, A., & Salameh, A. (2025). Boardroom diversity and financial performance in Palestinian banks and insurers. Discover Sustainability, 6(1), 40. https://doi.org/10.1007/s43621-025-00836-3
28. Elevli, S., & Elevli, B. (2024). A study of entrepreneur and innovative university index by entropy-based grey relational analysis and PROMETHEE. Scientometrics, 129(6), 3193-3223. https://doi.org/10.1007/s11192-024-05033-z
29. Elma, O. E. (2024). Financial Performance of BIST Sustainability Index Enterprises: Unearthing the Most Optimum MCDA Methods for Decision-Makers. Verimlilik Dergisi, 58(4), 461-478. https://doi.org/10.51551/verimlilik.1410272
30. Elma, O. E., Stević, Ž., & Baydaş, M. (2024). An Alternative Sensitivity Analysis for the Evaluation of MCDA Applications: The Significance of Brand Value in the Comparative Financial Performance Analysis of BIST High-End Companies. Mathematics, 12(4). https://doi.org/10.3390/math12040520
31. Gautam, A., & Madhavi, T. (2024). Assessing Financial Performance: A Ratio Analysis of Selected Pharmaceutical Companies in India. Evergreen - Joint Journal of Novel Carbon Resource Sciences & Green Asia Strategy, 11(3), 1481-1492. https://doi.org/10.5109/7236805
32. Ginting, A. P., Ilham, R. N., Syamni, G., & Akhyar, C. (2025). The Effect of Financial Performance on the Stock Price of Companies with Earnings Per Share As A Moderating Variety (Case Study on Property and Real Estate Companies Listed on the IDX in 2019-2023). Journal of Accounting Research, Utility Finance and Digital Assets, 3(3), 275-280. https://doi.org/10.54443/jaruda.v3i3.208
33. Girolimo, U., & Diez, J.-I. (2023). Redes institucionales en el sector del software: un análisis de la experiencia de Tandil (2003-2018). EURE (Santiago), 49(146), 1-24. https://doi.org/10.7764/eure.49.146.04
34. Han, Y., Yang, Y., Lyu, B., Hang, W., Wang, X., & Yuan, J. (2025). Optimization of Shear-Thickening Polishing Parameters for Optical Glass Based on Grey Relational Analysis. Machines, 13(1), 40. https://doi.org/10.3390/machines13010040
35. Herwadkar, S. S., Gupta, S., & Chavan, V. (2022). Do Bank Mergers Improve Eciency? The Indian Experience. Reserve Bank of India Occasional Papers, 43(1), 71-118.
36. Hu, J., Huang, L., Li, W., & Xu, H. (2025). Financing Mechanisms and Preferences of Technology-Driven Small- and Medium-Sized Enterprises in the Digitalization Context. Systems, 13(2), 68. https://doi.org/10.3390/systems13020068
37. InvestingPRO. (2025a). Alphabet Inc. Retrieved 04.02.2025 from https://tr.investing.com/pro/NASDAQGS:GOOGL
38. InvestingPRO. (2025b). Meta Platforms Inc. Retrieved 04.02.2025 from https://tr.investing.com/pro/NASDAQGS:META
39. InvestingPRO. (2025c). Microsoft Corporation. Retrieved 04.02.2025 from https://tr.investing.com/pro/NASDAQGS:MSFT
40. Ivan, B., Olga, B., Oksana, H., Roman, P., Marta, S., & Khrystyna, K. (2024). Application of Grey Relational Analysis for Utilizing Artificial Intelligence Methods in Aviation Management. In R. Khamis & A. Buallay (Eds.), AI in Business: Opportunities and Limitations: Volume 1 (pp. 113-123). Cham, Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-48479-7_11
41. Jiayu, Y., & Haijiang, L. (2025). Quality Diagnosis for Rocket Body Structure Manufacturing Process Based on Product Quality DNA. Engineering Reports, 7(1), e13023. https://doi.org/10.1002/eng2.13023
42. Jiménez, E., Moraga, M. Á., García, F., Calero, C., & García-Mireles, G. A. (2024). Towards a software industry corporate social responsibility reference model for software sustainability. Sustainable Development, 32(4), 3471-3494. https://doi.org/10.1002/sd.2849
43. Joseph, B., Deshpande, A., & Gupta, R. (2024). Innovative Human Resource Practices and Selected HR Outcomes in Software Firms in Kerala. Journal of the Knowledge Economy, 15(2), 7194-7215. https://doi.org/10.1007/s13132-023-01154-7
44. Jui, U. S., Akther, N., Jahan, N., Rahman, M., & Sarwar, H. (2024). Challenges of Implementing Project Management Frameworks in Small and Medium-sized Software Enterprises. 2024 IEEE 4th International Conference on Software Engineering and Artificial Intelligence (SEAI), 21-23 June 2024, Xiamen, China,
45. Kaya, A., Pamucar, D., Gürler, H. E., & Ozcalici, M. (2024). Determining the financial performance of the firms in the Borsa Istanbul sustainability index: integrating multi criteria decision making methods with simulation. Financial Innovation, 10(1), 21. https://doi.org/10.1186/s40854-023-00512-3
46. Khalifeh, A., Al-Adwan, A. S., Alrousan, M. K., Yaseen, H., Mathani, B., & Wahsheh, F. R. (2023). Exploring the Nexus of Sustainability and Project Success: A Proposed Framework for the Software Sector. Sustainability, 15(22).
47. Khan, M. A., Abdullah, S., Khan, F., Qadir, A., & Ghani, F. (2024). A New Approach to Three Way Decision Through Spherical Double Hierarchy Linguistic Information. IEEE Access, 12, 599-617. https://doi.org/10.1109/ACCESS.2023.3302843
48. Khare, M., Sharma, A., Goyal, A., & Jhamb, S. (2024). Enhancing machining efficiency in hybrid metal matrix composites through EDM parameter optimization via grey relational analysis. Engineering Research Express, 6(3), 035527. https://doi.org/10.1088/2631-8695/ad652e
49. Kim, J., & Cho, S. E. (2024). Entrepreneurial Capabilities for Business Sustainability in Software Industries. Sustainability, 16(23).
50. Li, Q., Su, L., Zhao, Y., Li, L., & Wang, X. (2024). An Evaluation Model of the Effectiveness of College Club Activities Based on Grey Relational Analysis. Innovative Mobile and Internet Services in Ubiquitous Computing, Cham.
51. Macrotrends. (2025). Macrotrends - The Premier Research Platform for Long Term Investors. Retrieved 04.02.2025 from https://www.macrotrends.net
52. Micheal, R., Kyaw, K. S., & Quao, K. H. (2025). The impact of corporate governance on financial leverage: evidence from Egypt. International Journal of Business Governance and Ethics, 19(1), 1-29. https://doi.org/10.1504/ijbge.2025.142898
53. Mohapatra, S., & Choudhary, A. (2024). Hiring process and contemporary methods: an empirical insight using Grey relational analysis. International Journal of Productivity and Quality Management, 42(1), 1-14. https://doi.org/10.1504/ijpqm.2024.138184
54. Munir, M. B. U., & Ishfaq, M. (2025). Impact of environmental award and financial performance on environmental disclosure quality: a case study of listed companies in Pakistan. Discover Sustainability, 6(1), 65. https://doi.org/10.1007/s43621-025-00846-1
55. Nguyen, B.-A., Duong, H.-T., Tsao, L.-L., & Chen, H.-M. (2023). An Educational Card Game Approach to Motivating the Learning of Software Engineering. Journal of Information Science and Engineering, 39(5), 999-1022. https://doi.org/10.6688/jise.202309_39(5).0001
56. Nkambule, N. A., Wang, W.-K., Ting, I. W. K., & Lu, W.-M. (2022). Intellectual capital and firm efficiency of US multinational software firms. Journal of Intellectual Capital, 23(6), 1404-1434. https://doi.org/10.1108/JIC-02-2021-0041
57. Oral, C., & Şenen, M. (2023). Gri İlişkisel Analiz Yöntemi İle Finansal Performans Değerlendirmesi: BİST’ De İşlem Gören Teknoloji Şirketleri Üzerine Bir Uygulama. İşletme Araştırmaları Dergisi, 15(2), 894-906. https://doi.org/10.20491/isarder.2023.1625
58. Peng, C., Pan, Y., Men, X., Jiang, Z., & Fu, X. (2021). Comprehensive evaluation of surface integrity and parameter optimization of 45 steel subjected to ultrasonic surface rolling process. Journal of Physics: Conference Series, 2044(2021), 012123. https://doi.org/10.1088/1742-6596/2044/1/012123
59. Ramasubbu, N., & Bardhan, I. R. (2021). Reconfiguring for Agility: Examining the Performance Implications for Project Team Autonomy Through an Organizational Policy Experiment. MIS Quarterly, 45(4), 2261-2280. https://doi.org/10.25300/MISQ/2021/14997
60. Rojas, H., Vargas, Z., Valdez, S., Serrano, M., del Pozo, A., & Alcántara, M. (2024). Taguchi, Grey Relational Analysis, and ANOVA Optimization of TIG Welding Parameters to Maximize Mechanical Performance of Al-6061 T6 Alloy. Journal of Manufacturing and Materials Processing, 8(6), 246. https://doi.org/10.3390/jmmp8060246
61. Safi, S. K., Dorgham, M. M., & Allaloul, S. A. (2024). Impact of senior management’s financial intelligence on the financial performance of banks and insurance companies in the Gaza Strip. Discover Sustainability, 5(1), 84. https://doi.org/10.1007/s43621-024-00232-3
62. Saleh, H. (2024). Empowering User-Centric Selection of Electric Vehicles Charging Stations: A Hybrid Approach Using the Best–Worst Method and Grey Relational Analysis. World Electric Vehicle Journal, 15(12), 575. https://doi.org/10.3390/wevj15120575
63. Sanga, M. H., Situmorang, R., Seik, M. F., Bangngu, S. A., & Taus, S. P. W. (2025). The Effect of Liquidity on the Financial Performance of Companies in the Property, Real Estate and Building Construction Sectors Listed on the Indonesia Stock Exchange in 2023. Science Get Journal, 2(1), 1-8. https://doi.org/10.69855/science.v2i1.97
64. Shan, X., Song, Y., & Song, P. (2024). How ESG performance impacts corporate financial performance: a DuPont analysis approach. International Journal of Climate Change Strategies and Management, ahead-of-print(ahead-of-print). https://doi.org/10.1108/IJCCSM-07-2024-0125
65. Shen, K. Y. (2024). Exploring the Relationship between Financial Performance Indicators, ESG, and Stock Price Returns: A Rough Set-based Bipolar Approach. Decision Making Advances, 2(1), 186-198. https://doi.org/10.31181/dma21202434
66. Singh, A., Anish, P. R., & Ghaisas, S. S. (2024). SOFTMENT: Detecting Mental Health and Wellbeing of Women in the Software Sector. In UbiComp '24: Companion of the 2024 on ACM International Joint Conference on Pervasive and Ubiquitous Computing (pp. 405–411). Association for Computing Machinery, Melbourne VIC, Australia. https://doi.org/10.1145/3675094.3678493
67. Singh, G., & Pandey, A. (2024). Environmental sustainability integrated supplier selection in electric vehicle supply chains: a grey relational analysis approach. Environment, Development and Sustainability. https://doi.org/10.1007/s10668-024-05294-x
68. Statista Market Insights. (2024). Software - Worldwide. Retrieved 04.02.2025 from https://www.statista.com/outlook/tmo/software/worldwide
69. Stock Analysis. (2025). Search for a stock to start your analysis. Retrieved 04.02.2025 from https://stockanalysis.com
70. Sun, L., & Zheng, H. (2025). A Hybrid MCDM Approach for Evaluating Financial Performance Based on A Set of Business Companies. Neutrosophic Sets and Systems, 79, 747-758.
71. Şekkeli, F. E., & Güçlü, F. (2023). Katılım Bankalarının Finansal Performanslarının Entropi Tabanlı Gri İlişkisel Analiz (Gia) Yöntemiyle Değerlendirilmesi. TESAM Akademi Dergisi, 10(2), 489-511. https://doi.org/10.30626/tesamakademi.1253985
72. Taherdoost, H., & Madanchian, M. (2023). Multi-Criteria Decision Making (MCDM) Methods and Concepts. Encyclopedia, 3(1), 77-87. https://doi.org/10.3390/encyclopedia3010006
73. TradingView. (2025). Top of the software world. Retrieved 04.02.2025 from https://www.tradingview.com/markets/world-stocks/worlds-largest-software-companies/
74. Vargün, E., & Soylu, N. (2024). KOBİ’lerde Nakit Akım Esaslı Finansal Performans: Gri İlişkisel Analiz Yöntemiyle Bir Uygulama. Uluslararası Bankacılık Ekonomi ve Yönetim Araştırmaları Dergisi, 7(1), 64-87. https://doi.org/10.52736/ubeyad.1439559
75. Venugopal, R., Veeramani, C., & Das, A. (2024). Integrated Neutrosophic DEMATEL, TOPSIS, and GRA Approach for Financial Ratio Performance Evaluation of NASDAQ Exchange. International Journal of Industrial Engineering: Theory, Applications and Practice, 31(1). https://doi.org/10.23055/ijietap.2024.31.1.8523
76. Wael Sh, B. (2024). Enhancing AI Auto Efficacy: Role of AI Knowledge, Information Source, Behavioral Intention and Information & Communications Technology Learning. Profesional de la información, 33(3). https://doi.org/10.3145/epi.2024.ene.0325
77. Wang, Z.-J., Sun, Y.-Y., Chen, Z. S., Feng, G. Z., & Su, Q. (2023). Optimal versioning strategy of enterprise software considering the customer cost-acceptance level. Kybernetes, 52(3), 997-1026. https://doi.org/10.1108/K-04-2021-0339
78. Wang, Z., Zhang, H., Wang, J., Jiang, C., He, H., & Ding, Y. (2025). Forecasting time to risk based on multi-party data: An explainable privacy-preserving decentralized survival analysis method. Information Processing & Management, 62(1), 103881. https://doi.org/10.1016/j.ipm.2024.103881
79. Wu, Z., Huang, M., Xing, Z., & Yang, T. (2024). Improving Short-Term Traffic Flow Prediction using Grey Relational Analysis for Data Filtering and Stacked LSTM Modeling. International Journal of Computers Communications & Control, 19(1), 6149. https://doi.org/10.15837/ijccc.2024.1.6149
80. Yeon, J., Song, H. J., & Kim, B. (2025). Moral Imperative or Economic Necessity? The Role of Institutional Investors in the Corporate Social Responsibility—Financial Performance Relationship. Sustainability, 17(2).
81. Zhao, H., Lu, C., & Zhang, Y. (2024). Optimal site selection for wind-photovoltaic-complemented storage power plants based on Geographic Information System and Grey Relational Analysis-Group Criteria Importance Through Inter Criteria Correlation-Interactive and Multicriteria Decision Making: A case study of China. Journal of Energy Storage, 92, 112148. https://doi.org/10.1016/j.est.2024.112148
82. Zhu, M., Chen, Y., Chen, Y., & Hu, K. (2025). Application of Taguchi-grey relational analysis for optimizing process parameters of laser cladding for 316L stainless steel. International Journal on Interactive Design and Manufacturing (IJIDeM). https://doi.org/10.1007/s12008-024-02218-x