IDEAS home Printed from https://ideas.repec.org/a/eee/techno/v133y2024ics0166497224000713.html

Applications of generative AI and future organizational performance: The mediating role of explorative and exploitative innovation and the moderating role of ethical dilemmas and environmental dynamism

Author

Listed:
  • Singh, Kuldeep
  • Chatterjee, Sheshadri
  • Mariani, Marcello

Abstract

Generative Artificial Intelligence (GenAI) is one of the popular AI technologies which can produce multiple kinds of contents including music, text, image, as well as synthetic data. As GenAI technology can produce various forms of contents, organizations must face ethical dilemmas as to where this technology is likely to be used. Organizations do not want to compromise their ethical standards and compliance policies. Against this backdrop, the aim of this study is to examine if GenAI technology could improve the future performance of the organizations. This study deployed ethical dilemmas and environmental dynamism as two moderators acting on different linkages between adoption of GenAI and organizational future performance. With the help of literature review and theories, a theoretical model has been developed conceptually which was validated using PLS-SEM technique with the feedback of 326 responses from different types of organizations. This study found that the adoption of GenAI could improve exploratory and exploitative innovation under the moderating effects of environmental dynamism and ethical dilemmas. Moreover, it highlighted that the application of GenAI could improve organizational performance.

Suggested Citation

  • Singh, Kuldeep & Chatterjee, Sheshadri & Mariani, Marcello, 2024. "Applications of generative AI and future organizational performance: The mediating role of explorative and exploitative innovation and the moderating role of ethical dilemmas and environmental dynamism," Technovation, Elsevier, vol. 133(C).
  • Handle: RePEc:eee:techno:v:133:y:2024:i:c:s0166497224000713
    DOI: 10.1016/j.technovation.2024.103021
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0166497224000713
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.technovation.2024.103021?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Nidhi Singh & Monika Jain & Muhammad Mustafa Kamal & Rahul Bodhi & Bhumika Gupta, 2024. "Technological paradoxes and artificial intelligence implementation in healthcare. An application of paradox theory," Post-Print hal-04300238, HAL.
    2. Chatterjee, Sheshadri & Chaudhuri, Ranjan & Vrontis, Demetris & Jabeen, Fauzia, 2022. "Digital transformation of organization using AI-CRM: From microfoundational perspective with leadership support," Journal of Business Research, Elsevier, vol. 153(C), pages 46-58.
    3. Enkel, Ellen & Heil, Sebastian & Hengstler, Monika & Wirth, Henning, 2017. "Exploratory and exploitative innovation: To what extent do the dimensions of individual level absorptive capacity contribute?," Technovation, Elsevier, vol. 60, pages 29-38.
    4. Mariani, Marcello & Dwivedi, Yogesh K., 2024. "Generative artificial intelligence in innovation management: A preview of future research developments," Journal of Business Research, Elsevier, vol. 175(C).
    5. Mariani, Marcello M. & Hashemi, Novin & Wirtz, Jochen, 2023. "Artificial intelligence empowered conversational agents: A systematic literature review and research agenda," Journal of Business Research, Elsevier, vol. 161(C).
    6. Justin J. P. Jansen & Frans A. J. Van Den Bosch & Henk W. Volberda, 2006. "Exploratory Innovation, Exploitative Innovation, and Performance: Effects of Organizational Antecedents and Environmental Moderators," Management Science, INFORMS, vol. 52(11), pages 1661-1674, November.
    7. Peres, Renana & Schreier, Martin & Schweidel, David & Sorescu, Alina, 2023. "On ChatGPT and beyond: How generative artificial intelligence may affect research, teaching, and practice," International Journal of Research in Marketing, Elsevier, vol. 40(2), pages 269-275.
    8. Ranjan Chaudhuri & Sheshadri Chatterjee & Demetris Vrontis & Sumana Chaudhuri, 2022. "Innovation in SMEs, AI Dynamism, and Sustainability: The Current Situation and Way Forward," Sustainability, MDPI, vol. 14(19), pages 1-19, October.
    9. Limaj, Everist & Bernroider, Edward W.N., 2019. "The roles of absorptive capacity and cultural balance for exploratory and exploitative innovation in SMEs," Journal of Business Research, Elsevier, vol. 94(C), pages 137-153.
    10. Dubey, Rameshwar & Gunasekaran, Angappa & Childe, Stephen J. & Bryde, David J. & Giannakis, Mihalis & Foropon, Cyril & Roubaud, David & Hazen, Benjamin T., 2020. "Big data analytics and artificial intelligence pathway to operational performance under the effects of entrepreneurial orientation and environmental dynamism: A study of manufacturing organisations," International Journal of Production Economics, Elsevier, vol. 226(C).
    11. Just, Julian, 2024. "Natural language processing for innovation search – Reviewing an emerging non-human innovation intermediary," Technovation, Elsevier, vol. 129(C).
    12. Chatterjee, Sheshadri & Chaudhuri, Ranjan & Vrontis, Demetris, 2022. "AI and digitalization in relationship management: Impact of adopting AI-embedded CRM system," Journal of Business Research, Elsevier, vol. 150(C), pages 437-450.
    13. Sheshadri Chatterjee & Ranjan Chaudhuri & Georgia Sakka & Balakrishna Grandhi & Antonino Galati & Evangelia Siachou & Demetris Vrontis, 2021. "Adoption of Social Media Marketing for Sustainable Business Growth of SMEs in Emerging Economies: The Moderating Role of Leadership Support," Sustainability, MDPI, vol. 13(21), pages 1-16, November.
    14. Hanchen Wang & Tianfan Fu & Yuanqi Du & Wenhao Gao & Kexin Huang & Ziming Liu & Payal Chandak & Shengchao Liu & Peter Katwyk & Andreea Deac & Anima Anandkumar & Karianne Bergen & Carla P. Gomes & Shir, 2023. "Scientific discovery in the age of artificial intelligence," Nature, Nature, vol. 620(7972), pages 47-60, August.
    15. wael AL-khatib, Ayman, 2023. "Drivers of generative artificial intelligence to fostering exploitative and exploratory innovation: A TOE framework," Technology in Society, Elsevier, vol. 75(C).
    16. Singh, Nidhi & Jain, Monika & Kamal, Muhammad Mustafa & Bodhi, Rahul & Gupta, Bhumika, 2024. "Technological paradoxes and artificial intelligence implementation in healthcare. An application of paradox theory," Technological Forecasting and Social Change, Elsevier, vol. 198(C).
    17. Demetris Vrontis & Ranjan Chaudhuri & Sheshadri Chatterjee, 2022. "Adoption of Digital Technologies by SMEs for Sustainability and Value Creation: Moderating Role of Entrepreneurial Orientation," Sustainability, MDPI, vol. 14(13), pages 1-19, June.
    18. Xie, Xuemei & Wang, Hongwei, 2021. "How to bridge the gap between innovation niches and exploratory and exploitative innovations in open innovation ecosystems," Journal of Business Research, Elsevier, vol. 124(C), pages 299-311.
    19. Mariani, Marcello M. & Machado, Isa & Nambisan, Satish, 2023. "Types of innovation and artificial intelligence: A systematic quantitative literature review and research agenda," Journal of Business Research, Elsevier, vol. 155(PB).
    20. Hanchen Wang & Tianfan Fu & Yuanqi Du & Wenhao Gao & Kexin Huang & Ziming Liu & Payal Chandak & Shengchao Liu & Peter Katwyk & Andreea Deac & Anima Anandkumar & Karianne Bergen & Carla P. Gomes & Shir, 2023. "Publisher Correction: Scientific discovery in the age of artificial intelligence," Nature, Nature, vol. 621(7978), pages 33-33, September.
    21. Wamba, Samuel Fosso & Dubey, Rameshwar & Gunasekaran, Angappa & Akter, Shahriar, 2020. "The performance effects of big data analytics and supply chain ambidexterity: The moderating effect of environmental dynamism," International Journal of Production Economics, Elsevier, vol. 222(C).
    22. Abdulrahman Al-Surmi & Mahdi Bashiri & Ioannis Koliousis, 2022. "AI based decision making: combining strategies to improve operational performance," International Journal of Production Research, Taylor & Francis Journals, vol. 60(14), pages 4464-4486, July.
    23. Baabdullah, Abdullah M., 2024. "Generative conversational AI agent for managerial practices: The role of IQ dimensions, novelty seeking and ethical concerns," Technological Forecasting and Social Change, Elsevier, vol. 198(C).
    24. Armstrong, J. Scott & Overton, Terry S., 1977. "Estimating Nonresponse Bias in Mail Surveys," MPRA Paper 81694, University Library of Munich, Germany.
    25. Mariani, Marcello M. & Machado, Isa & Magrelli, Vittoria & Dwivedi, Yogesh K., 2023. "Artificial intelligence in innovation research: A systematic review, conceptual framework, and future research directions," Technovation, Elsevier, vol. 122(C).
    26. Fosso Wamba, Samuel & Queiroz, Maciel M. & Chiappetta Jabbour, Charbel Jose & Shi, Chunming (Victor), 2023. "Are both generative AI and ChatGPT game changers for 21st-Century operations and supply chain excellence?," International Journal of Production Economics, Elsevier, vol. 265(C).
    27. Cordasco, Carlo & Gherhes, Cristian & Brooks, Chay & Vorley, Tim, 2021. "An institutional taxonomy of adoption of innovation in the classic professions," Technovation, Elsevier, vol. 107(C).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. repec:osf:osfxxx:3bn95_v1 is not listed on IDEAS

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Singh, Kuldeep & Chatterjee, Sheshadri & Mariani, Marcello & Wamba, Samuel Fosso, 2025. "Cybersecurity resilience and innovation ecosystems for sustainable business excellence: Examining the dramatic changes in the macroeconomic business environment," Technovation, Elsevier, vol. 143(C).
    2. Chaudhuri, Ranjan & Singh, Bindu & Agrawal, Amit Kumar & Chatterjee, Sheshadri & Gupta, Shivam & Mangla, Sachin Kumar, 2024. "A TOE-DCV approach to green supply chain adoption for sustainable operations in the semiconductor industry," International Journal of Production Economics, Elsevier, vol. 275(C).
    3. Bindu Singh & Anugamini Priya Srivastava & Sheshadri Chatterjee & Pavol Durana & Tomas Kliestik, 2025. "Assessing digital capability for twin transition and profitability: From firm and people perspectives with leadership support as moderator," Business Ethics, the Environment & Responsibility, John Wiley & Sons, Ltd., vol. 34(4), pages 1121-1140, October.
    4. Li, Lixu & Wu, Mengchao & Liu, Yaoqi & Jin, Yong & Li, Qiang, 2026. "From opportunity to advantage: how firms can leverage generative AI affordances to drive success in competitive markets," Journal of Business Research, Elsevier, vol. 206(C).
    5. Teng, Dequn & Ye, Chen & Martinez, Veronica, 2025. "Gen-AI’s effects on new value propositions in business model innovation: Evidence from information technology industry," Technovation, Elsevier, vol. 143(C).
    6. Modgil, Sachin & Gupta, Shivam & Kar, Arpan Kumar & Tuunanen, Tuure, 2025. "How could Generative AI support and add value to non-technology companies – A qualitative study," Technovation, Elsevier, vol. 139(C).
    7. Shore, Adam & Tiwari, Manisha & Tandon, Priyanka & Foropon, Cyril, 2024. "Building entrepreneurial resilience during crisis using generative AI: An empirical study on SMEs," Technovation, Elsevier, vol. 135(C).
    8. Xiaoyue Lin & Tiandong Wang & Fan Sheng, 2025. "Exploring the dual effect of trust in GAI on employees’ exploitative and exploratory innovation," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-14, December.
    9. Chan, Hau-Ling & Choi, Tsan-Ming, 2025. "Using generative artificial intelligence (GenAI) in marketing: Development and practices," Journal of Business Research, Elsevier, vol. 191(C).
    10. Hermann, Erik & Puntoni, Stefano, 2024. "Artificial intelligence and consumer behavior: From predictive to generative AI," Journal of Business Research, Elsevier, vol. 180(C).
    11. Sivarajah, Uthayasankar & Kumar, Sachin & Kumar, Vinod & Chatterjee, Sheshadri & Li, Jing, 2024. "A study on big data analytics and innovation: From technological and business cycle perspectives," Technological Forecasting and Social Change, Elsevier, vol. 202(C).
    12. Zhao, Xiongfei & Li, Shuangjie, 2025. "Artificial intelligence and public environmental concern: Impacts on green innovation transformation in energy-intensive enterprises," Energy Policy, Elsevier, vol. 198(C).
    13. Chu, Wenyi & Baxter, David & Liu, Yang, 2025. "Exploring the impacts of generative AI on artistic innovation routines," Technovation, Elsevier, vol. 143(C).
    14. Amine Belhadi & Venkatesh Mani & Sachin S. Kamble & Syed Abdul Rehman Khan & Surabhi Verma, 2024. "Artificial intelligence-driven innovation for enhancing supply chain resilience and performance under the effect of supply chain dynamism: an empirical investigation," Annals of Operations Research, Springer, vol. 333(2), pages 627-652, February.
    15. José Andrade & Mário Franco & Luis Mendes, 2021. "Technological capacity and organisational ambidexterity: the moderating role of environmental dynamism on Portuguese technological SMEs," Review of Managerial Science, Springer, vol. 15(7), pages 2111-2136, October.
    16. Sun, Yuan & Mou, Saiya & Zhu, Mengyi & Jeyaraj, Anand, 2025. "Impact of digital technology affordance on organizational resilience: An ambidextrous innovation perspective using a mixed-methods approach," Journal of Business Research, Elsevier, vol. 197(C).
    17. Jinkai Liang & Ke Du & Dandan Chen, 2023. "The Effect of Digitalization on Ambidextrous Innovation in Manufacturing Enterprises: A Perspective of Empowering and Enabling," Sustainability, MDPI, vol. 15(16), pages 1-23, August.
    18. Cabeza-Pullés, Dainelis & Fernández-Pérez, Virginia & Roldán-Bravo, María Isabel, 2020. "Internal networking and innovation ambidexterity: The mediating role of knowledge management processes in university research," European Management Journal, Elsevier, vol. 38(3), pages 450-461.
    19. Runhui Lin & Yalin Li & Wenchang Li & Ze Ji & Biting Li, 2025. "AI-enabled individual learning strategies and scientific innovation: a case from the field of computer science," Scientometrics, Springer;Akadémiai Kiadó, vol. 130(7), pages 3651-3677, July.
    20. Chatterjee, Sheshadri & Mariani, Marcello & Fosso Wamba, Samuel, 2023. "Prosumers’ intention to co-create business value and the moderating role of digital media usage," Journal of Business Research, Elsevier, vol. 163(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:techno:v:133:y:2024:i:c:s0166497224000713. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.sciencedirect.com/science/journal/01664972 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.