Artificial intelligence and human resource management: HR analytics, talent management, and ethical AI
Abstract
The fast-moving introduction of Artificial Intelligence to Human Resource Management has both provided revolutionary opportunities in HR analytics, talent management, and intelligent decision-making, as well as posed major ethical, governance, and transparency issues that need to be evaluated systematically. Although the use of AI-powered HR solutions becomes more widespread, the literature on AI-based system remains scattered in different areas, including predictive workforce analytics, algorithmic recruiting, employee experience analytics, and responsible AI models, and it is hard to see the impact of Artificial Intelligence on HRM on organizational performance and responsible management in general. To fill this gap, this paper provides a literature review with the PRISMA framework to extract the recent research on the topics of HR analytics, talent analytics, Ethical AI, and data-driven HRM. The review is conducted on the topic of AI-driven recruitment, predictive HR analytics, workforce analytics, intelligent talent systems, and AI governance in HR. The focus is laid on the following emerging themes explainable AI, algorithmic bias, responsible AI, human-AI collaboration, and sustainable HRM as the most recent trends in digital HRM and people analytics. The results suggest that AI-powered HR analytics can greatly improve talent recruitment, performance analysis, human resources planning, and employee experience using machine learning, automation, and intelligent decision support, and simultaneously raise concerns about fairness, accountability, privacy, and transparency. Ethical AI, trusted AI, and governance principles are found to be key facilitators of the sustainability of smart HR systems adoption.
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References
[1] Mumtaz S, Carmichael J, Weiss M, Nimon-Peters A. Ethical use of artificial intelligence based tools in higher education: are future business leaders ready?. Education and Information Technologies. 2025 Apr;30(6):7293-319. https://doi.org/10.1007/s10639-024-13099-8
[2] Wang S, Zhang H. Leveraging generative artificial intelligence for sustainable business model innovation in production systems. International Journal of Production Research. 2025 Apr 2:1-26.
[3] López-Solís O, Luzuriaga-Jaramillo A, Bedoya-Jara M, Naranjo-Santamaría J, Bonilla-Jurado D, Acosta-Vargas P. Effect of generative artificial intelligence on strategic decision-making in entrepreneurial business initiatives: A systematic literature review. Administrative Sciences. 2025 Feb 18;15(2):66. https://doi.org/10.3390/admsci15020066
[4] Loureiro SM, Guerreiro J, Tussyadiah I. Artificial intelligence in business: State of the art and future research agenda. Journal of business research. 2021 May 1;129:911-26. https://doi.org/10.1016/j.jbusres.2020.11.001
[5] Dirican C. The impacts of robotics, artificial intelligence on business and economics. Procedia-social and behavioral sciences. 2015 Jul 3;195:564-73. https://doi.org/10.1016/j.sbspro.2015.06.134
[6] Canhoto AI, Clear F. Artificial intelligence and machine learning as business tools: A framework for diagnosing value destruction potential. Business Horizons. 2020 Mar 1;63(2):183-93. https://doi.org/10.1016/j.bushor.2019.11.003
[7] Perifanis NA, Kitsios F. Investigating the influence of artificial intelligence on business value in the digital era of strategy: A literature review. Information. 2023 Feb 2;14(2):85. https://doi.org/10.3390/info14020085
[8] Feuerriegel S, Shrestha YR, von Krogh G, Zhang C. Bringing artificial intelligence to business management. Nature Machine Intelligence. 2022 Jul;4(7):611-3. https://doi.org/10.1038/s42256-022-00512-5
[9] Varriale V, Cammarano A, Michelino F, Caputo M. Critical analysis of the impact of artificial intelligence integration with cutting-edge technologies for production systems. Journal of Intelligent Manufacturing. 2025 Jan;36(1):61-93. https://doi.org/10.1007/s10845-023-02244-8
[10] Han R, Lam HK, Zhan Y, Wang Y, Dwivedi YK, Tan KH. Artificial intelligence in business-to-business marketing: a bibliometric analysis of current research status, development and future directions. Industrial Management & Data Systems. 2021 Nov 10;121(12):2467-97. https://doi.org/10.1108/IMDS-05-2021-0300
[11] Bevilacqua S, Masárová J, Perotti FA, Ferraris A. Enhancing top managers' leadership with artificial intelligence: insights from a systematic literature review. Review of Managerial Science. 2025 Jan 22:1-37.
[12] Singh N, Chouhan SS. Role of artificial intelligence for development of intelligent business systems. In2021 IEEE International Symposium on Smart Electronic Systems (iSES) 2021 Dec 18 (pp. 373-377). IEEE. https://doi.org/10.1109/iSES52644.2021.00092
[13] Chen Y, Biswas MI, Talukder MS. The role of artificial intelligence in effective business operations during COVID-19. International Journal of Emerging Markets. 2023 Dec 12;18(12):6368-87. https://doi.org/10.1108/IJOEM-11-2021-1666
[14] Doshi AR, Bell JJ, Mirzayev E, Vanneste BS. Generative artificial intelligence and evaluating strategic decisions. Strategic Management Journal. 2025 Mar;46(3):583-610. https://doi.org/10.1002/smj.3677
[15] Horani OM, Al-Adwan AS, Yaseen H, Hmoud H, Al-Rahmi WM, Alkhalifah A. The critical determinants impacting artificial intelligence adoption at the organizational level. Information Development. 2025 Sep;41(3):1055-79. https://doi.org/10.1177/02666669231166889
[16] Menzies J, Sabert B, Hassan R, Mensah PK. Artificial intelligence for international business: Its use, challenges, and suggestions for future research and practice. Thunderbird International Business Review. 2024 Mar;66(2):185-200. https://doi.org/10.1002/tie.22370
[17] Kulkov I. The role of artificial intelligence in business transformation: A case of pharmaceutical companies. Technology in Society. 2021 Aug 1;66:101629. https://doi.org/10.1016/j.techsoc.2021.101629
[18] Rajagopal NK, Qureshi NI, Durga S, Ramirez Asis EH, Huerta Soto RM, Gupta SK, Deepak S. Future of business culture: An artificial intelligence‐driven digital framework for organization decision‐making process. Complexity. 2022;2022(1):7796507. https://doi.org/10.1155/2022/7796507
[19] Paramesha M, Rane N, Rane J. Big data analytics, artificial intelligence, machine learning, internet of things, and blockchain for enhanced business intelligence. Artificial Intelligence, Machine Learning, Internet of Things, and Blockchain for Enhanced Business Intelligence (June 6, 2024). 2024 Jun 6. https://doi.org/10.2139/ssrn.4855856
[20] Naz H, Kashif M. Artificial intelligence and predictive marketing: an ethical framework from managers' perspective. Spanish Journal of Marketing-ESIC. 2025 Jan 2;29(1):22-45. https://doi.org/10.1108/SJME-06-2023-0154
[21] Saxena M, Mishra DK. Artificial intelligence: the way ahead for employee engagement in corporate India. Global Knowledge, Memory and Communication. 2025 Jan 13;74(1/2):111-27. https://doi.org/10.1108/GKMC-09-2022-0215
[22] Ghimire A, Thapa S, Jha AK, Adhikari S, Kumar A. Accelerating business growth with big data and artificial intelligence. In2020 fourth international conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud)(I-SMAC) 2020 Oct 7 (pp. 441-448). IEEE. https://doi.org/10.1109/I-SMAC49090.2020.9243318
[23] Wright SA, Schultz AE. The rising tide of artificial intelligence and business automation: Developing an ethical framework. Business Horizons. 2018 Nov 1;61(6):823-32. https://doi.org/10.1016/j.bushor.2018.07.001
[24] Soni N, Sharma EK, Singh N, Kapoor A. Impact of artificial intelligence on businesses: from research, innovation, market deployment to future shifts in business models. arXiv preprint arXiv:1905.02092. 2019 May 3.
[25] Fonseka K, Jaharadak AA, Raman M. Impact of E-commerce adoption on business performance of SMEs in Sri Lanka; moderating role of artificial intelligence. International Journal of Social Economics. 2022 May 16;49(10):1518-31. https://doi.org/10.1108/IJSE-12-2021-0752
[26] Lada S, Chekima B, Karim MR, Fabeil NF, Ayub MS, Amirul SM, Ansar R, Bouteraa M, Fook LM, Zaki HO. Determining factors related to artificial intelligence (AI) adoption among Malaysia's small and medium-sized businesses. Journal of Open Innovation: Technology, Market, and Complexity. 2023 Dec 1;9(4):100144. https://doi.org/10.1016/j.joitmc.2023.100144
[27] Tavera Romero CA, Ortiz JH, Khalaf OI, Ríos Prado A. Business intelligence: business evolution after industry 4.0. Sustainability. 2021 Sep 7;13(18):10026. https://doi.org/10.3390/su131810026
[28] Amirkolaii KN, Baboli A, Shahzad MK, Tonadre R. Demand forecasting for irregular demands in business aircraft spare parts supply chains by using artificial intelligence (AI). IFAC-PapersOnLine. 2017 Jul 1;50(1):15221-6. https://doi.org/10.1016/j.ifacol.2017.08.2371
[29] Allal-Chérif O, Simón-Moya V, Ballester AC. Intelligent purchasing: How artificial intelligence can redefine the purchasing function. Journal of Business Research. 2021 Jan 1;124:69-76. https://doi.org/10.1016/j.jbusres.2020.11.050
[30] Wach K, Duong CD, Ejdys J, Kazlauskaitė R, Korzynski P, Mazurek G, Paliszkiewicz J, Ziemba E. The dark side of generative artificial intelligence: A critical analysis of controversies and risks of ChatGPT. Entrepreneurial Business and Economics Review. 2023 Jun 30;11(2):7-30. https://doi.org/10.15678/EBER.2023.110201
[31] Alam A, Mohanty A. Business models, business strategies, and innovations in EdTech companies: integration of learning analytics and artificial intelligence in higher education. In2022 IEEE 6th Conference on Information and Communication Technology (CICT) 2022 Nov 18 (pp. 1-6). IEEE. https://doi.org/10.1109/CICT56698.2022.9997887
[32] Jorzik P, Antonio JL, Kanbach DK, Kallmuenzer A, Kraus S. Sowing the seeds for sustainability: A business model innovation perspective on artificial intelligence in green technology startups. Technological forecasting and social change. 2024 Nov 1;208:123653. https://doi.org/10.1016/j.techfore.2024.123653
[33] Fallahi S, Mellquist AC, Mogren O, Listo Zec E, Algurén P, Hallquist L. Financing solutions for circular business models: Exploring the role of business ecosystems and artificial intelligence. Business Strategy and the Environment. 2023 Sep;32(6):3233-48. https://doi.org/10.1002/bse.3297
[34] Drydakis N. Artificial Intelligence and reduced SMEs' business risks. A dynamic capabilities analysis during the COVID-19 pandemic. Information Systems Frontiers. 2022 Aug;24(4):1223-47. https://doi.org/10.1007/s10796-022-10249-6
[35] Badghish S, Soomro YA. Artificial intelligence adoption by SMEs to achieve sustainable business performance: application of technology-organization-environment framework. Sustainability. 2024 Feb 24;16(5):1864. https://doi.org/10.3390/su16051864
[36] Chen R, Zhang T. Artificial intelligence applications implication for ESG performance: can digital transformation of enterprises promote sustainable development?. Chinese Management Studies. 2025 May 13;19(3):676-701. https://doi.org/10.1108/CMS-11-2023-0653
[37] Zhou X, Li G, Wang Q, Li Y, Zhou D. Artificial intelligence, corporate information governance and ESG performance: Quasi-experimental evidence from China. International Review of Financial Analysis. 2025 Jun 1;102:104087. https://doi.org/10.1016/j.irfa.2025.104087
[38] Gursoy D, Cai R. Artificial intelligence: an overview of research trends and future directions. International Journal of Contemporary Hospitality Management. 2025 Jan 2;37(1):1-7. https://doi.org/10.1108/IJCHM-03-2024-0322
[39] Shaik AS, Alshibani SM, Jain G, Gupta B, Mehrotra A. Artificial intelligence (AI)‐driven strategic business model innovations in small‐and medium‐sized enterprises. Insights on technological and strategic enablers for carbon neutral businesses. Business Strategy and the Environment. 2024 May;33(4):2731-51. https://doi.org/10.1002/bse.3617
[40] Vardarlier P, Zafer C. Use of artificial intelligence as business strategy in recruitment process and social perspective. InDigital business strategies in blockchain ecosystems: Transformational design and future of global business 2019 Nov 10 (pp. 355-373). Cham: Springer International Publishing. https://doi.org/10.1007/978-3-030-29739-8_17
[41] Agarwal P, Swami S, Malhotra SK. Artificial intelligence adoption in the post COVID-19 new-normal and role of smart technologies in transforming business: a review. Journal of Science and Technology Policy Management. 2024 Apr 18;15(3):506-29. https://doi.org/10.1108/JSTPM-08-2021-0122
[42] Kar AK, Kushwaha AK. Facilitators and barriers of artificial intelligence adoption in business-insights from opinions using big data analytics. Information Systems Frontiers. 2023 Aug;25(4):1351-74. https://doi.org/10.1007/s10796-021-10219-4
[43] Shwedeh F, Alzoubi HM. Creating and Evaluating Instructional Java Programming Codes with Utilization of Artificial Intelligence for Customized Business Requirements. InInternational Scientific Conference Management and Engineering 2024 Jun 23 (pp. 281-286). Cham: Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-89889-1_31
[44] Toniolo K, Masiero E, Massaro M, Bagnoli C. Sustainable business models and artificial intelligence: Opportunities and challenges. Knowledge, people, and digital transformation: Approaches for a sustainable future. 2020 Apr 23:103-17. https://doi.org/10.1007/978-3-030-40390-4_8
[45] Maslak OI, Maslak MV, Grishko NY, Hlazunova OO, Pererva PG, Yakovenko YY. Artificial intelligence as a key driver of business operations transformation in the conditions of the digital economy. In2021 IEEE International Conference on Modern Electrical and Energy Systems (MEES) 2021 Sep 21 (pp. 1-5). IEEE. https://doi.org/10.1109/MEES52427.2021.9598744
[46] Reier Forradellas RF, Garay Gallastegui LM. Digital transformation and artificial intelligence applied to business: Legal regulations, economic impact and perspective. Laws. 2021 Aug 27;10(3):70. https://doi.org/10.3390/laws10030070
[47] Kerzel U. Enterprise AI Canvas Integrating artificial intelligence into business. Applied Artificial Intelligence. 2021 Jan 2;35(1):1-2. https://doi.org/10.1080/08839514.2020.1826146
[48] Singh S, Goyal MK. Enhancing climate resilience in businesses: the role of artificial intelligence. Journal of Cleaner Production. 2023 Sep 15;418:138228. https://doi.org/10.1016/j.jclepro.2023.138228
[49] Schneider J, Abraham R, Meske C, Vom Brocke J. Artificial intelligence governance for businesses. Information Systems Management. 2023 Jul 3;40(3):229-49. https://doi.org/10.1080/10580530.2022.2085825
[50] Sandeep SR, Ahamad S, Saxena D, Srivastava K, Jaiswal S, Bora A. To understand the relationship between Machine learning and Artificial intelligence in large and diversified business organisations. Materials Today: Proceedings. 2022 Jan 1;56:2082-6. https://doi.org/10.1016/j.matpr.2021.11.409
[51] Verma C, Vijayalakshmi P, Chaturvedi N, Umesh U, Rai A, Ahmad AY. Artificial Intelligence in Marketing Management: Enhancing Customer Engagement and Personalization. In2025 International Conference on Pervasive Computational Technologies (ICPCT) 2025 Feb 8 (pp. 397-401). IEEE. https://doi.org/10.1109/ICPCT64145.2025.10940626
[52] Carter D. How real is the impact of artificial intelligence? The business information survey 2018. Business Information Review. 2018 Sep;35(3):99-115. https://doi.org/10.1177/0266382118790150
[53] Sipola J, Saunila M, Ukko J. Adopting artificial intelligence in sustainable business. Journal of Cleaner Production. 2023 Nov 10;426:139197. https://doi.org/10.1016/j.jclepro.2023.139197
[54] Getchell KM, Carradini S, Cardon PW, Fleischmann C, Ma H, Aritz J, Stapp J. Artificial intelligence in business communication: The changing landscape of research and teaching. Business and Professional Communication Quarterly. 2022 Mar;85(1):7-33. https://doi.org/10.1177/23294906221074311
[55] Reim W, Åström J, Eriksson O. Implementation of artificial intelligence (AI): a roadmap for business model innovation. Ai. 2020 May 3;1(2):11. https://doi.org/10.3390/ai1020011
[56] Wang X, Lin X, Shao B. How does artificial intelligence create business agility? Evidence from chatbots. International journal of information management. 2022 Oct 1;66:102535. https://doi.org/10.1016/j.ijinfomgt.2022.102535
[57] Kumar D, Ratten V. Artificial intelligence and family businesses: a systematic literature review. Journal of Family Business Management. 2025 Apr 17;15(2):373-92. https://doi.org/10.1108/JFBM-08-2024-0160
[58] Chen L, Jiang M, Jia F, Liu G. Artificial intelligence adoption in business-to-business marketing: toward a conceptual framework. Journal of Business & Industrial Marketing. 2022 Apr 15;37(5):1025-44. https://doi.org/10.1108/JBIM-09-2020-0448
[59] Maiti M, Kayal P, Vujko A. A study on ethical implications of artificial intelligence adoption in business: challenges and best practices. Future Business Journal. 2025 Mar 13;11(1):34. https://doi.org/10.1186/s43093-025-00462-5
[60] Kim H, So KK, Shin S, Li J. Artificial intelligence in hospitality and tourism: Insights from industry practices, research literature, and expert opinions. Journal of Hospitality & Tourism Research. 2025 Feb;49(2):366-85. https://doi.org/10.1177/10963480241229235
[61] Wang Z, Li M, Lu J, Cheng X. Business Innovation based on artificial intelligence and Blockchain technology. Information Processing & Management. 2022 Jan 1;59(1):102759. https://doi.org/10.1016/j.ipm.2021.102759
[62] Lee J, Suh T, Roy D, Baucus M. Emerging technology and business model innovation: the case of artificial intelligence. Journal of Open Innovation: Technology, Market, and Complexity. 2019 Sep 1;5(3):44. https://doi.org/10.3390/joitmc5030044
[63] Gong Q, Fan D, Bartram T. Integrating artificial intelligence and human resource management: a review and future research agenda. The International Journal of Human Resource Management. 2025 Jan 2;36(1):103-41. https://doi.org/10.1080/09585192.2024.2440065
[64] Yang S, Hussain M, Ammar Zahid RM, Maqsood US. The role of artificial intelligence in corporate digital strategies: evidence from China. Kybernetes. 2025 Mar 19;54(5):3062-82. https://doi.org/10.1108/K-08-2023-1583
[65] Quan XI, Sanderson J. Understanding the artificial intelligence business ecosystem. IEEE Engineering Management Review. 2018 Nov 20;46(4):22-5. https://doi.org/10.1109/EMR.2018.2882430
[66] Naim A. Role of artificial intelligence in business risk management. American Journal of Business Management, Economics, and Banking. 2022 Jun;1:55-66.
[67] Kulkov I. Next-generation business models for artificial intelligence start-ups in the healthcare industry. International Journal of Entrepreneurial Behavior & Research. 2023 May 4;29(4):860-85. https://doi.org/10.1108/IJEBR-04-2021-0304
[68] Rana NP, Chatterjee S, Dwivedi YK, Akter S. Understanding dark side of artificial intelligence (AI) integrated business analytics: assessing firm's operational inefficiency and competitiveness. European Journal of Information Systems. 2022 May 4;31(3):364-87. https://doi.org/10.1080/0960085X.2021.1955628
[69] Jorzik P, Yigit A, Kanbach DK, Kraus S, Dabić M. Artificial intelligence-enabled business model innovation: Competencies and roles of top management. IEEE transactions on engineering management. 2023 May 24;71:7044-56. https://doi.org/10.1109/TEM.2023.3275643
[70] Kalogiannidis S, Kalfas D, Papaevangelou O, Giannarakis G, Chatzitheodoridis F. The role of artificial intelligence technology in predictive risk assessment for business continuity: A case study of Greece. Risks. 2024 Jan 23;12(2):19. https://doi.org/10.3390/risks12020019
[71] Ahmed AA, Agarwal S, Kurniawan IG, Anantadjaya SP, Krishnan C. Business boosting through sentiment analysis using Artificial Intelligence approach. International Journal of System Assurance Engineering and Management. 2022 Mar;13(Suppl 1):699-709. https://doi.org/10.1007/s13198-021-01594-x
[72] Kanbach DK, Heiduk L, Blueher G, Schreiter M, Lahmann A. The GenAI is out of the bottle: generative artificial intelligence from a business model innovation perspective. Review of Managerial Science. 2024 Apr;18(4):1189-220. https://doi.org/10.1007/s11846-023-00696-z
[73] Kumar S, Lim WM, Sivarajah U, Kaur J. Artificial intelligence and blockchain integration in business: trends from a bibliometric-content analysis. Information systems frontiers. 2023 Apr;25(2):871-96. https://doi.org/10.1007/s10796-022-10279-0
[74] Upadhyay N, Upadhyay S, Al-Debei MM, Baabdullah AM, Dwivedi YK. The influence of digital entrepreneurship and entrepreneurial orientation on intention of family businesses to adopt artificial intelligence: examining the mediating role of business innovativeness. International Journal of Entrepreneurial Behavior & Research. 2023 Jan 17;29(1):80-115. https://doi.org/10.1108/IJEBR-02-2022-0154
[75] Abdelwahab HR, Rauf A, Chen D. Business students' perceptions of Dutch higher educational institutions in preparing them for artificial intelligence work environments. Industry and Higher Education. 2023 Feb;37(1):22-34. https://doi.org/10.1177/09504222221087614
[76] Bickley SJ, Macintyre A, Torgler B. Artificial intelligence and big data in sustainable entrepreneurship. Journal of Economic Surveys. 2025 Feb;39(1):103-45. https://doi.org/10.1111/joes.12611
[77] Demaidi MN. Artificial intelligence national strategy in a developing country. Ai & Society. 2025 Feb;40(2):423-35. https://doi.org/10.1007/s00146-023-01779-x
[78] Cavazza A, Dal Mas F, Paoloni P, Manzo M. Artificial intelligence and new business models in agriculture: a structured literature review and future research agenda. British Food Journal. 2023 Jul 12;125(13):436-61. https://doi.org/10.1108/BFJ-02-2023-0132
[79] Sahoo S, Kumar S, Donthu N, Singh AK. Artificial intelligence capabilities, open innovation, and business performance-Empirical insights from multinational B2B companies. Industrial marketing management. 2024 Feb 1;117:28-41. https://doi.org/10.1016/j.indmarman.2023.12.008
[80] Bolton C, Machová V, Kovacova M, Valaskova K. The power of human-machine collaboration: Artificial intelligence, business automation, and the smart economy. Economics, Management, and Financial Markets. 2018 Dec 1;13(4):51-6. https://doi.org/10.22381/EMFM13420184
[81] Soni N, Sharma EK, Singh N, Kapoor A. Artificial intelligence in business: from research and innovation to market deployment. Procedia Computer Science. 2020 Jan 1;167:2200-10. https://doi.org/10.1016/j.procs.2020.03.272
[82] Chu SC, Yim MY, Mundel J. Artificial intelligence, virtual and augmented reality, social media, online reviews, and influencers: a review of how service businesses use promotional devices and future research directions. International Journal of Advertising. 2025 Jul 4;44(5):798-828. https://doi.org/10.1080/02650487.2024.2325835
[83] Qin C, Zhang L, Cheng Y, Zha R, Shen D, Zhang Q, Chen X, Sun Y, Zhu C, Zhu H, Xiong H. A comprehensive survey of artificial intelligence techniques for talent analytics. Proceedings of the IEEE. 2025 Jun 6. https://doi.org/10.1109/JPROC.2025.3572744
[84] Secundo G, Spilotro C, Gast J, Corvello V. The transformative power of artificial intelligence within innovation ecosystems: a review and a conceptual framework. Review of Managerial Science. 2025 Sep;19(9):2697-728. https://doi.org/10.1007/s11846-024-00828-z
[85] Sestino A, De Mauro A. Leveraging artificial intelligence in business: Implications, applications and methods. Technology Analysis & Strategic Management. 2022 Jan 2;34(1):16-29. https://doi.org/10.1080/09537325.2021.1883583
[86] Porkodi S, Cedro TL. The ethical role of generative artificial intelligence in modern HR decision-making: A systematic literature review. European Journal of Business and Management Research. 2025 Jan 23;10(1):44-55. https://doi.org/10.24018/ejbmr.2025.10.1.2535
[87] Almaraz-López C, Almaraz-Menéndez F, López-Esteban C. Comparative study of the attitudes and perceptions of university students in business administration and management and in education toward artificial intelligence. Education Sciences. 2023 Jun 15;13(6):609. https://doi.org/10.3390/educsci13060609
[88] Haenlein M, Huang MH, Kaplan A. Guest editorial: Business ethics in the era of artificial intelligence. Journal of Business Ethics. 2022 Jul;178(4):867-9. https://doi.org/10.1007/s10551-022-05060-x
[89] Di Vaio A, Palladino R, Hassan R, Escobar O. Artificial intelligence and business models in the sustainable development goals perspective: A systematic literature review. Journal of Business Research. 2020 Dec 1;121:283-314. https://doi.org/10.1016/j.jbusres.2020.08.019
[90] Swan M. Blockchain for business: Next-generation enterprise artificial intelligence systems. InAdvances in computers 2018 Jan 1 (Vol. 111, pp. 121-162). Elsevier. https://doi.org/10.1016/bs.adcom.2018.03.013
[91] Sollosy M, McInerney M. Artificial intelligence and business education: What should be taught. The International Journal of Management Education. 2022 Nov 1;20(3):100720. https://doi.org/10.1016/j.ijme.2022.100720
[92] Goralski MA, Tan TK. Artificial intelligence and sustainable development. The International Journal of Management Education. 2020 Mar 1;18(1):100330. https://doi.org/10.1016/j.ijme.2019.100330
[93] Sjödin D, Parida V, Kohtamäki M. Artificial intelligence enabling circular business model innovation in digital servitization: Conceptualizing dynamic capabilities, AI capacities, business models and effects. Technological Forecasting and Social Change. 2023 Dec 1;197:122903. https://doi.org/10.1016/j.techfore.2023.122903
[94] Abrokwah-Larbi K, Awuku-Larbi Y. The impact of artificial intelligence in marketing on the performance of business organizations: evidence from SMEs in an emerging economy. Journal of Entrepreneurship in Emerging Economies. 2024 Jun 13;16(4):1090-117. https://doi.org/10.1108/JEEE-07-2022-0207
[95] Storey VC, Yue WT, Zhao JL, Lukyanenko R. Generative artificial intelligence: Evolving technology, growing societal impact, and opportunities for information systems research. Information Systems Frontiers. 2025 Feb 25:1-22.
[96] Wamba-Taguimdje SL, Fosso Wamba S, Kala Kamdjoug JR, Tchatchouang Wanko CE. Influence of artificial intelligence (AI) on firm performance: the business value of AI-based transformation projects. Business process management journal. 2020 Nov 2;26(7):1893-924. https://doi.org/10.1108/BPMJ-10-2019-0411
[97] Krishnan C, Gupta A, Gupta A, Singh G. Impact of artificial intelligence-based chatbots on customer engagement and business growth. InDeep learning for social media data analytics 2022 Sep 19 (pp. 195-210). Cham: Springer International Publishing. https://doi.org/10.1007/978-3-031-10869-3_11
[98] Saleem I, Al-Breiki NS, Asad M. The nexus of artificial intelligence, frugal innovation and business model innovation to nurture internationalization: A survey of SME's readiness. Journal of Open Innovation: Technology, Market, and Complexity. 2024 Sep 1;10(3):100326. https://doi.org/10.1016/j.joitmc.2024.100326
[99] Met İ, Kabukçu D, Uzunoğulları G, Soyalp Ü, Dakdevir T. Transformation of business model in finance sector with artificial intelligence and robotic process automation. InDigital business strategies in blockchain ecosystems: Transformational design and future of global business 2019 Nov 10 (pp. 3-29). Cham: Springer International Publishing. https://doi.org/10.1007/978-3-030-29739-8_1
[100] Chowdhury S, Budhwar P, Wood G. Generative artificial intelligence in business: towards a strategic human resource management framework. British Journal of Management. 2024 Oct;35(4):1680-91. https://doi.org/10.1111/1467-8551.12824
[101] Mishra AN, Pani AK. Business value appropriation roadmap for artificial intelligence. VINE Journal of Information and Knowledge Management Systems. 2021 May 31;51(3):353-68. https://doi.org/10.1108/VJIKMS-07-2019-0107
[102] Beheshti A, Yang J, Sheng QZ, Benatallah B, Casati F, Dustdar S, Nezhad HR, Zhang X, Xue S. ProcessGPT: transforming business process management with generative artificial intelligence. In2023 IEEE international conference on web services (ICWS) 2023 Jul 2 (pp. 731-739). IEEE. https://doi.org/10.1109/ICWS60048.2023.00099
[103] Chen J, Lim CP, Tan KH, Govindan K, Kumar A. Artificial intelligence-based human-centric decision support framework: an application to predictive maintenance in asset management under pandemic environments. Annals of Operations Research. 2025 Jul;350(2):493-516. https://doi.org/10.1007/s10479-021-04373-w
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Copyright (c) 2026 Deborah Julius Agwu (Author)
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Copyright (c) 2025 International Journal of Applied Resilience and Sustainability (IJARS) 
This work is licensed under a Creative Commons Attribution 4.0 International License.