IDEAS home Printed from https://ideas.repec.org/a/wly/mgtdec/v47y2026i3p600-622.html

Family Firm Origin and AI Orientation

Author

Listed:
  • Yinzhuan Bai
  • Wei Sun
  • Weiguo Fan

Abstract

Although artificial intelligence (AI) has become pivotal for sustaining competitive advantage, research on how family firms prepare for and apply AI remains insufficient. Drawing on the imprinting theory, this paper investigates whether and how the origins of family firms influence AI orientation. Using data of Chinese family firms from 2010 to 2022, this study finds that entrepreneurial family firms (EFFs) are more likely to develop a stronger AI orientation than restructured family firms (RFFs). This positive relationship is weakened as the family control duration increases but strengthened with the intensification of industry competition. Mechanism tests reveal that EFFs exhibit a higher risk‐taking propensity, greater adaptive ability, and a longer‐term strategic horizon compared with RFFs. Further analysis demonstrates the critical role of AI orientation in enhancing family firms' innovation performance, including both innovation efficiency and innovation output. Overall, this study highlights the strategic importance of firm origin and provides implications for AI‐driven management in family firms.

Suggested Citation

  • Yinzhuan Bai & Wei Sun & Weiguo Fan, 2026. "Family Firm Origin and AI Orientation," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 47(3), pages 600-622, April.
  • Handle: RePEc:wly:mgtdec:v:47:y:2026:i:3:p:600-622
    DOI: 10.1002/mde.70058
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/mde.70058
    Download Restriction: no

    File URL: https://libkey.io/10.1002/mde.70058?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
    ---><---

    References listed on IDEAS

    as
    1. Hainmueller, Jens, 2012. "Entropy Balancing for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies," Political Analysis, Cambridge University Press, vol. 20(1), pages 25-46, January.
    2. Jess H. Chua & James J. Chrisman & Alfredo De Massis, 2015. "A Closer Look at Socioemotional Wealth: Its Flows, Stocks, and Prospects for Moving Forward," Entrepreneurship Theory and Practice, , vol. 39(2), pages 173-182, March.
    3. Lee, Yong Suk & Kim, Taekyun & Choi, Sukwoong & Kim, Wonjoon, 2022. "When does AI pay off? AI-adoption intensity, complementary investments, and R&D strategy," Technovation, Elsevier, vol. 118(C).
    4. Cheng, Chen & Li, Wanrong & Liu, Guanchun & Liu, Yuanyuan, 2023. "Origin matters: Institutional imprinting and family firm innovation in China," Emerging Markets Review, Elsevier, vol. 55(C).
    5. Patricio Duran & Nadine Kammerlander & Marc van Essen & Thomas Zellweger, 2016. "Doing More with Less : Innovation Input and Output in Family Firms," Post-Print hal-02312103, HAL.
    6. Patricio Duran & Nadine Kammerlander & Marc van Essen & Thomas Zellweger, 2016. "Doing More with Less : Innovation Input and Output in Family Firms," Post-Print hal-02276703, HAL.
    7. Michael Weber & Martin Engert & Norman Schaffer & Jörg Weking & Helmut Krcmar, 2023. "Organizational Capabilities for AI Implementation—Coping with Inscrutability and Data Dependency in AI," Information Systems Frontiers, Springer, vol. 25(4), pages 1549-1569, August.
    8. Collewaert, Veroniek & Vanacker, Tom & Anseel, Frederik & Bourgois, Dries, 2021. "The sandwich game: Founder-CEOs and forecasting as impression management," Journal of Business Venturing, Elsevier, vol. 36(1).
    9. Liu, Jinyu & Wang, Zhengwei & Zhu, Wuxiang, 2021. "Does privatization reform alleviate ownership discrimination? Evidence from the Split-share structure reform in China," Journal of Corporate Finance, Elsevier, vol. 66(C).
    10. Larcker, David F. & Rusticus, Tjomme O., 2010. "On the use of instrumental variables in accounting research," Journal of Accounting and Economics, Elsevier, vol. 49(3), pages 186-205, April.
    11. Yao, Nengzhi(Chris) & Bai, Junhong & Yu, Zihao & Guo, Qiaozhe, 2025. "Does AI orientation facilitate operational efficiency? A contingent strategic orientation perspective," Journal of Business Research, Elsevier, vol. 186(C).
    12. Chirico, Francesco & Ireland, R. Duane & Pittino, Daniel & Sanchez-Famoso, Valeriano, 2025. "Resource orchestration, socioemotional wealth, and radical innovation in family firms: Do multifamily ownership and generational involvement matter?," Research Policy, Elsevier, vol. 54(1).
    13. Han, Yi & Zheng, Enying, 2016. "Why Firms Perform Differently in Corporate Social Responsibility? Firm Ownership and the Persistence of Organizational Imprints," Management and Organization Review, Cambridge University Press, vol. 12(3), pages 605-629, September.
    14. Julia Schwaeke & Anna Peters & Dominik K. Kanbach & Sascha Kraus & Paul Jones, 2025. "The new normal: The status quo of AI adoption in SMEs," Journal of Small Business Management, Taylor & Francis Journals, vol. 63(3), pages 1297-1331, May.
    15. Cheng, Chen & Zhang, Suge & Liu, Guanchun, 2024. "Family business origin and investment preference: An empirical study of imprinting theory," The British Accounting Review, Elsevier, vol. 56(5).
    Full references (including those not matched with items 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. Davila, Jessenia & Duran, Patricio & Gómez-Mejía, Luis & Sanchez-Bueno, Maria J., 2023. "Socioemotional wealth and family firm performance: A meta-analytic integration," Journal of Family Business Strategy, Elsevier, vol. 14(2).
    2. Ivan Miroshnychenko & Alfredo De Massis & Danny Miller & Roberto Barontini, 2021. "Family Business Growth Around the World," Entrepreneurship Theory and Practice, , vol. 45(4), pages 682-708, July.
    3. Min, Byung-seong, 2021. "Heterogeneity of R&D in family firms," Journal of Business Research, Elsevier, vol. 129(C), pages 88-95.
    4. Mumin Dayan & Poh Yen Ng & Nelson Oly Ndubisi, 2019. "Mindfulness, socioemotional wealth, and environmental strategy of family businesses," Business Strategy and the Environment, Wiley Blackwell, vol. 28(3), pages 466-481, March.
    5. Chirico, Francesco & Ireland, R. Duane & Pittino, Daniel & Sanchez-Famoso, Valeriano, 2025. "Resource orchestration, socioemotional wealth, and radical innovation in family firms: Do multifamily ownership and generational involvement matter?," Research Policy, Elsevier, vol. 54(1).
    6. Debellis, Francesco & De Massis, Alfredo & Messeni Petruzzelli, Antonio & Frattini, Federico & Del Giudice, Manlio, 2021. "Strategic agility and international joint ventures: The willingness-ability paradox of family firms," Journal of International Management, Elsevier, vol. 27(1).
    7. Hanqing “Chevy” Fang & Esra Memili & James J. Chrisman & Linjia Tang, 2021. "Narrow‐Framing and Risk Preferences in Family and Non‐Family Firms," Journal of Management Studies, Wiley Blackwell, vol. 58(1), pages 201-235, January.
    8. Luis R. Gómez-Mejia & Francesco Chirico & Geoffrey Martin & Massimo Baù, 2023. "Best Among the Worst or Worst Among the Best? Socioemotional Wealth and Risk-Performance Returns for Family and Non-family Firms Under Financial Distress," Entrepreneurship Theory and Practice, , vol. 47(4), pages 1031-1058, July.
    9. Xin Huang & Wanrong Li & Chen Cheng & Hao Huang & Guanchun Liu, 2025. "Historical Ownership of Family Firms and Corporate Fraud," Journal of Business Ethics, Springer, vol. 198(2), pages 293-319, May.
    10. Khaw, Karren Lee-Hwei & Wei, Yi & Ma, Shiyue, 2025. "Family firms and risk taking: Does the integration of ESG practices matter?," Emerging Markets Review, Elsevier, vol. 69(C).
    11. Yadan Liu & Shaowei Zhang & Fengwen Chen & Yikang Mu, 2025. "Clan culture and digital transformation: Evidence from Chinese family firms," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 65(1), pages 971-1008, March.
    12. Cheng, Chen & Qiu, Ke & Yang, Yufan, 2024. "The imprint effect of initial institutional environments and bank financing in family businesses," Emerging Markets Review, Elsevier, vol. 63(C).
    13. Gutuleac, Rada & Giachino, Chiara & Vilamová, Šárka & Ferraris, Alberto, 2025. "Demystifying sustainable innovation and governance in family firms: A critical review," Technological Forecasting and Social Change, Elsevier, vol. 212(C).
    14. Moreno-Menéndez, Ana M. & Casillas, José C., 2021. "How do family businesses grow? Differences in growth patterns between family and non-family firms," Journal of Family Business Strategy, Elsevier, vol. 12(3).
    15. Liu, Yuanyuan & He, Feng & Pang, Tingyun, 2026. "The importance of ownership origin: How family firm innovation responds to innovation-driven strategy in China," International Review of Financial Analysis, Elsevier, vol. 109(C).
    16. Matthias Guffler & Alexandra Bertschi-Michel & Andreas Hack & Franz W. Kellermanns, 2023. "Family firm ambidexterity: the influence of paradoxical tensions and the Entrepreneurial Family’s cohesion," The Journal of Technology Transfer, Springer, vol. 48(6), pages 1945-1977, December.
    17. Ardito, Lorenzo & Miroshnychenko, Ivan & Messeni Petruzzelli, Antonio & De Massis, Alfredo, 2025. "Family CEO and radical innovation: A stewardship perspective," Research Policy, Elsevier, vol. 54(1).
    18. Francisco Javier Forcadell & Fernando Úbeda, 2022. "Individual entrepreneurial orientation and performance: the mediating role of international entrepreneurship," International Entrepreneurship and Management Journal, Springer, vol. 18(2), pages 875-900, June.
    19. Czarnitzki, Dirk & Fernández, Gastón P. & Rammer, Christian, 2023. "Artificial intelligence and firm-level productivity," Journal of Economic Behavior & Organization, Elsevier, vol. 211(C), pages 188-205.
    20. Montserrat Manzaneque & Alfonso A. Rojo-Ramírez & Julio Diéguez-Soto & Maria J. Martínez-Romero, 2020. "How negative aspiration performance gaps affect innovation efficiency," Small Business Economics, Springer, vol. 54(1), pages 209-233, January.

    More about this item

    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:wly:mgtdec:v:47:y:2026:i:3:p:600-622. 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: Wiley Content Delivery (email available below). General contact details of provider: http://www3.interscience.wiley.com/cgi-bin/jhome/7976 .

    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.