IDEAS home Printed from https://ideas.repec.org/a/eee/jbrese/v200y2025ics0148296325004667.html

A meta-analytic investigation of digital transformation: Antecedents, consequences, and contingencies

Author

Listed:
  • Lin, Qin

Abstract

Digital transformation (DT) has become a strategic imperative for enterprises to drive innovation and sustain competitiveness in the digital economy. Despite the vast literature on DT, the empirical findings remain mixed and inconsistent, leading to a lack of consensus regarding the relationships between DT and its factors and outcomes. This study proposes an integrated theoretical framework and conducts a meta-analysis of 74 primary studies, in order to clarify the links of DT with its antecedents and consequences and determine their boundary conditions. The results confirm the significant positive associations of DT with technology-organization-environment (TOE) factors as well as competency and performance outcomes. Particularly, DT is more susceptible to digital technology usage and dynamic capabilities, whereas it exerts greater influence on enterprise resilience and supply chain performance. Furthermore, measurement method, industry type, and national economy function as contingencies that moderate these linkages, with stronger effects observed in subjective measurement, manufacturing industry, and advanced economy. This study resolves the inconsistency and yields a conclusive takeaway on the above relationships, which provides new insights into the DT field and important implications for practitioners and policymakers.

Suggested Citation

  • Lin, Qin, 2025. "A meta-analytic investigation of digital transformation: Antecedents, consequences, and contingencies," Journal of Business Research, Elsevier, vol. 200(C).
  • Handle: RePEc:eee:jbrese:v:200:y:2025:i:c:s0148296325004667
    DOI: 10.1016/j.jbusres.2025.115643
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0148296325004667
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jbusres.2025.115643?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. Singh, Shiwangi & Sharma, Meenakshi & Dhir, Sanjay, 2021. "Modeling the effects of digital transformation in Indian manufacturing industry," Technology in Society, Elsevier, vol. 67(C).
    2. Mehrgan Malekpour & Mohammadbashir Sedighi & Federica Caboni & Vincenzo Basile & Ciro Troise, 2023. "Exploring digital transformation and technological innovation in emerging markets," International Journal of Emerging Markets, Emerald Group Publishing Limited, vol. 20(13), pages 96-121, August.
    3. Siwei Wang & Xin Li & Zibiao Li & Yongwei Ye, 2023. "The effects of government support on enterprises' digital transformation: Evidence from China," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 44(5), pages 2520-2539, July.
    4. Fuping Bai & Donghui Liu & Kaiyun Dong & Mengting Shang & Aiguo Yan, 2023. "Research on How Executive Connections Affect Enterprise Digital Transformation: Empirical Evidence from China," Sustainability, MDPI, vol. 15(3), pages 1-17, January.
    5. Qincheng Zhang & Mingzeng Yang & Shanshan Lv, 2022. "Corporate Digital Transformation and Green Innovation: A Quasi-Natural Experiment from Integration of Informatization and Industrialization in China," IJERPH, MDPI, vol. 19(20), pages 1-21, October.
    6. Xin Zhang & Yaoyu Xu & Liang Ma, 2022. "Research on Successful Factors and Influencing Mechanism of the Digital Transformation in SMEs," Sustainability, MDPI, vol. 14(5), pages 1-18, February.
    7. Marija Jović & Edvard Tijan & Doroteja Vidmar & Andreja Pucihar, 2022. "Factors of Digital Transformation in the Maritime Transport Sector," Sustainability, MDPI, vol. 14(15), pages 1-18, August.
    8. Huifang Liu & Jin-Sup Jung, 2021. "The Effect of CSR Attributes on CSR Authenticity: Focusing on Mediating Effects of Digital Transformation," Sustainability, MDPI, vol. 13(13), pages 1-15, June.
    9. Jichang Zhang & Jing Long & Alexandra Martina Eugenie von Schaewen, 2021. "How Does Digital Transformation Improve Organizational Resilience?—Findings from PLS-SEM and fsQCA," Sustainability, MDPI, vol. 13(20), pages 1-22, October.
    10. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    11. Jinqiu He & Huiwen Su, 2022. "Digital Transformation and Green Innovation of Chinese Firms: The Moderating Role of Regulatory Pressure and International Opportunities," IJERPH, MDPI, vol. 19(20), pages 1-21, October.
    12. Jin Sung Rha & Hong-Hee Lee, 2022. "Research trends in digital transformation in the service sector: a review based on network text analysis," Service Business, Springer;Pan-Pacific Business Association, vol. 16(1), pages 77-98, March.
    13. André Hanelt & René Bohnsack & David Marz & Cláudia Antunes Marante, 2021. "A Systematic Review of the Literature on Digital Transformation: Insights and Implications for Strategy and Organizational Change," Journal of Management Studies, Wiley Blackwell, vol. 58(5), pages 1159-1197, July.
    14. Jiatong Yu & Jiajue Wang & Taesoo Moon, 2022. "Influence of Digital Transformation Capability on Operational Performance," Sustainability, MDPI, vol. 14(13), pages 1-20, June.
    15. Guandalini, Ilaria, 2022. "Sustainability through digital transformation: A systematic literature review for research guidance," Journal of Business Research, Elsevier, vol. 148(C), pages 456-471.
    16. Carroll, Archie B., 1991. "The pyramid of corporate social responsibility: Toward the moral management of organizational stakeholders," Business Horizons, Elsevier, vol. 34(4), pages 39-48.
    17. Verhoef, Peter C. & Broekhuizen, Thijs & Bart, Yakov & Bhattacharya, Abhi & Qi Dong, John & Fabian, Nicolai & Haenlein, Michael, 2021. "Digital transformation: A multidisciplinary reflection and research agenda," Journal of Business Research, Elsevier, vol. 122(C), pages 889-901.
    18. Dukangqi Li & Weitao Shen, 2021. "Can Corporate Digitalization Promote Green Innovation? The Moderating Roles of Internal Control and Institutional Ownership," Sustainability, MDPI, vol. 13(24), pages 1-22, December.
    19. Nguyen Phong Nguyen & Tu Thanh Hoai, 2022. "The impacts of digital transformation on data-based ethical decision-making and environmental performance in Vietnamese manufacturing firms: The moderating role of organizational mindfulness," Cogent Business & Management, Taylor & Francis Journals, vol. 9(1), pages 2101315-210, December.
    20. Gong, Cheng & Ribiere, Vincent, 2021. "Developing a unified definition of digital transformation," Technovation, Elsevier, vol. 102(C).
    21. Xiaoyan Teng & Zhong Wu & Feng Yang & Abderrahim Wakif, 2022. "Impact of the Digital Transformation of Small- and Medium-Sized Listed Companies on Performance: Based on a Cost-Benefit Analysis Framework," Journal of Mathematics, Hindawi, vol. 2022, pages 1-14, September.
    22. Hongnan Liu & Weili Liu & Guangchun Chen, 2022. "Environmental Information Disclosure, Digital Transformation, and Total Factor Productivity: Evidence from Chinese Heavy Polluting Listed Companies," IJERPH, MDPI, vol. 19(15), pages 1-20, August.
    23. Shui, Xiaolong & Zhang, Minhao & Smart, Palie & Ye, Fei, 2022. "Sustainable corporate governance for environmental innovation: A configurational analysis on board capital, CEO power and ownership structure," Journal of Business Research, Elsevier, vol. 149(C), pages 786-794.
    24. Lynn Wu & Lorin Hitt & Bowen Lou, 2020. "Data Analytics, Innovation, and Firm Productivity," Management Science, INFORMS, vol. 66(5), pages 2017-2039, May.
    25. Chun-Liang Chen & Yao-Chin Lin & Wei-Hung Chen & Cheng-Fu Chao & Henry Pandia, 2021. "Role of Government to Enhance Digital Transformation in Small Service Business," Sustainability, MDPI, vol. 13(3), pages 1-24, January.
    26. Qi Yao & Hongjuan Tang & Francis Boadu & Yu Xie, 2023. "Digital Transformation and Firm Sustainable Growth: The Moderating Effects of Cross-border Search Capability and Managerial Digital Concern," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 14(4), pages 4929-4953, December.
    27. Khorshed Alam & Mohammad Afshar Ali & Michael O. Erdiaw-Kwasie & Peter A. Murray & Retha Wiesner, 2022. "Digital Transformation among SMEs: Does Gender Matter?," Sustainability, MDPI, vol. 14(1), pages 1-20, January.
    28. Maha Shehadeh & Ahmad Almohtaseb & Jehad Aldehayyat & Ibrahim A. Abu-AlSondos, 2023. "Digital Transformation and Competitive Advantage in the Service Sector: A Moderated-Mediation Model," Sustainability, MDPI, vol. 15(3), pages 1-21, January.
    29. Chaohong Na & Xue Chen & Xiaojun Li & Yuting Li & Xiaolan Wang, 2022. "Digital Transformation of Value Chains and CSR Performance," Sustainability, MDPI, vol. 14(16), pages 1-24, August.
    30. Tian, Guangning & Li, Bo & Cheng, Yue, 2022. "Does digital transformation matter for corporate risk-taking?," Finance Research Letters, Elsevier, vol. 49(C).
    31. Zhong, Xi & Ren, Ge, 2023. "Independent and joint effects of CSR and CSI on the effectiveness of digital transformation for transition economy firms," Journal of Business Research, Elsevier, vol. 156(C).
    32. Yangjun Ren & Xin Zhang & Hui Chen, 2022. "The Impact of New Energy Enterprises’ Digital Transformation on Their Total Factor Productivity: Empirical Evidence from China," Sustainability, MDPI, vol. 14(21), pages 1-17, October.
    33. Fatima, Samar & Desouza, Kevin C. & Denford, James S. & Dawson, Gregory S., 2021. "What explains governments interest in artificial intelligence? A signaling theory approach," Economic Analysis and Policy, Elsevier, vol. 71(C), pages 238-254.
    34. Frank, Alejandro G. & Mendes, Glauco H.S. & Ayala, Néstor F. & Ghezzi, Antonio, 2019. "Servitization and Industry 4.0 convergence in the digital transformation of product firms: A business model innovation perspective," Technological Forecasting and Social Change, Elsevier, vol. 141(C), pages 341-351.
    35. Zhang, Jing A. & O'Kane, Conor & Chen, Guoquan, 2020. "Business ties, political ties, and innovation performance in Chinese industrial firms: The role of entrepreneurial orientation and environmental dynamism," Journal of Business Research, Elsevier, vol. 121(C), pages 254-267.
    36. Matarazzo, Michela & Penco, Lara & Profumo, Giorgia & Quaglia, Roberto, 2021. "Digital transformation and customer value creation in Made in Italy SMEs: A dynamic capabilities perspective," Journal of Business Research, Elsevier, vol. 123(C), pages 642-656.
    37. Qiong Xu & Xin Li & Fei Guo, 2023. "Digital transformation and environmental performance: Evidence from Chinese resource‐based enterprises," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(4), pages 1816-1840, July.
    38. Haihua Liu & Peng Wang & Zejun Li, 2021. "Is There Any Difference in the Impact of Digital Transformation on the Quantity and Efficiency of Enterprise Technological Innovation? Taking China’s Agricultural Listed Companies as an Example," Sustainability, MDPI, vol. 13(23), pages 1-19, November.
    39. Zhai, Huayun & Yang, Min & Chan, Kam C., 2022. "Does digital transformation enhance a firm's performance? Evidence from China," Technology in Society, Elsevier, vol. 68(C).
    40. Jaisy Aghniarahim Putritamara & Budi Hartono & Hery Toiba & Hamidah Nayati Utami & Moh Shadiqur Rahman & Dewi Masyithoh, 2023. "Do Dynamic Capabilities and Digital Transformation Improve Business Resilience during the COVID-19 Pandemic? Insights from Beekeeping MSMEs in Indonesia," Sustainability, MDPI, vol. 15(3), pages 1-21, January.
    41. Malodia, Suresh & Mishra, Mahima & Fait, Monica & Papa, Armando & Dezi, Luca, 2023. "To digit or to head? Designing digital transformation journey of SMEs among digital self-efficacy and professional leadership," Journal of Business Research, Elsevier, vol. 157(C).
    42. Lei Shen & Xi Zhang & Hongda Liu, 2022. "Digital technology adoption, digital dynamic capability, and digital transformation performance of textile industry: Moderating role of digital innovation orientation," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(6), pages 2038-2054, September.
    43. Zhiying Ji & Tingyu Zhou & Qian Zhang, 2023. "The Impact of Digital Transformation on Corporate Sustainability: Evidence from Listed Companies in China," Sustainability, MDPI, vol. 15(3), pages 1-19, January.
    44. Zlatko Bodrožić & Paul S. Adler, 2022. "Alternative Futures for the Digital Transformation: A Macro-Level Schumpeterian Perspective," Organization Science, INFORMS, vol. 33(1), pages 105-125, January.
    45. Peiyan Zhou & Shuya Zhou & Ming Zhang & Shujuan Miao, 2022. "Executive Overconfidence, Digital Transformation and Environmental Innovation: The Role of Moderated Mediator," IJERPH, MDPI, vol. 19(10), pages 1-28, May.
    46. Na Chen & Shuili Yang & Emilio Jiménez Macías, 2022. "Executive Stock Ownership and Enterprise Digital Transformation: Interest Convergence or Trench Defense," Discrete Dynamics in Nature and Society, Hindawi, vol. 2022, pages 1-13, October.
    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. Muhammad Bilal & Zhao Xicang & Wu Jiying & Jan Muhammad Sohu & Sadaf Akhtar & Muhammad Iatzaz Ul Hassan, 2025. "Digital Transformation and SME Innovation: A Comprehensive Analysis of Mediating and Moderating Effects," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(1), pages 1153-1182, March.
    2. Ologeanu-Taddei, Roxana & Hönigsberg, Sarah & Weritz, Pauline & Wache, Hendrik & Mittermeier, Ferdinand & Tana, Silviana & Dang, Duong & Hautala-Kankaanpää, Tuire & Pekkola, Samuli, 2025. "The relationship of digital transformation and corporate sustainability: Synergies and tensions," Technological Forecasting and Social Change, Elsevier, vol. 210(C).
    3. Hua Feng & Fengyan Wang & Guomin Song & Lanlan Liu, 2022. "Digital Transformation on Enterprise Green Innovation: Effect and Transmission Mechanism," IJERPH, MDPI, vol. 19(17), pages 1-31, August.
    4. Merín-Rodrigáñez, Joan & Dasí, Àngels & Alegre, Joaquín & Hughes, Mathew, 2025. "Dynamic managerial capabilities for digital transformation in innovative SMEs: What are the effects on new product development performance?," Journal of Business Research, Elsevier, vol. 201(C).
    5. Guoen Xia & Zenghui Yu & Xuwu Peng, 2023. "How Does Enterprise Digital Transformation Affect Total Factor Productivity? Based on the Information Intermediary Role of Analysts’ Attention," Sustainability, MDPI, vol. 15(11), pages 1-22, May.
    6. Wang, Sai & Wen, Wen & Niu, Yuhao & Li, Xin, 2024. "Digital transformation and corporate labor investment efficiency," Emerging Markets Review, Elsevier, vol. 59(C).
    7. Yang, Na & Chen, Xuanyu, 2026. "Following the trend or not? How does peer pressure affect firm’s digital transformation," Journal of Business Research, Elsevier, vol. 205(C).
    8. Merín-Rodrigáñez, Joan & Dasí, Àngels & Alegre, Joaquín, 2024. "Digital transformation and firm performance in innovative SMEs: The mediating role of business model innovation," Technovation, Elsevier, vol. 134(C).
    9. Xuejun Jin & Xiao Pan, 2023. "Government Attention, Market Competition and Firm Digital Transformation," Sustainability, MDPI, vol. 15(11), pages 1-27, June.
    10. Chaohong Na & Xue Chen & Xiaojun Li & Yuting Li & Xiaolan Wang, 2022. "Digital Transformation of Value Chains and CSR Performance," Sustainability, MDPI, vol. 14(16), pages 1-24, August.
    11. Song, Dandan & Tan, Zhidong & Wang, Wei & Zhai, Rui-Xiang, 2025. "Digital transformation and corporate social responsibility engagement: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 97(C).
    12. Yang, Hefan & Liu, Xilu & Meng, Yao & Feng, Baoyi & Chen, Zhijun, 2024. "Digital transformation and the allocation of decision-making rights within business groups – Empirical evidence from China," Journal of Business Research, Elsevier, vol. 179(C).
    13. Zhou, Zhongsheng & Li, Zhuo, 2023. "Corporate digital transformation and trade credit financing," Journal of Business Research, Elsevier, vol. 160(C).
    14. Meng, Tao & Li, Qi & He, Chang & Dong, Zheng, 2025. "Research on the configuration path of manufacturing enterprises' digital servitization transformation," International Review of Economics & Finance, Elsevier, vol. 98(C).
    15. Changwei Pang & Qiong Wang, 2024. "How Digital Transformation Promotes Disruptive Innovation? Evidence from Chinese Entrepreneurial Firms," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(2), pages 7788-7818, June.
    16. Patrick Held & Tim Heubeck & Reinhard Meckl, 2026. "Boosting SMEs’ digital transformation: the role of dynamic capabilities in cultivating digital leadership and digital culture," Review of Managerial Science, Springer, vol. 20(5), pages 1687-1715, May.
    17. Maseda, Amaia & Iturralde, Txomin & Arzubiaga, Unai, 2025. "Unpacking the role of entrepreneurial orientation in the digital transformation of family SMEs: The importance of leadership structure and generational involvement," Technological Forecasting and Social Change, Elsevier, vol. 219(C).
    18. Daliborka Witschel & Julian Marius Müller & Kai-Ingo Voigt, 2023. "What Takes the Wind out of Their Sails? A Micro-Foundational Perspective of Challenges for Building Dynamic Capabilities Towards Digital Business Model Innovation," Schmalenbach Journal of Business Research, Springer, vol. 75(3), pages 345-388, September.
    19. Xing, Manjiang & Gong, Chi & Moon, Gyu-Hyen & Ge, Xiaohong, 2025. "Digital economy, dual innovation capability and enterprise labor productivity," International Review of Financial Analysis, Elsevier, vol. 101(C).
    20. Xiaoxu Zhang & Xinyu Du, 2023. "Industry and Regional Peer Effects in Corporate Digital Transformation: The Moderating Effects of TMT Characteristics," Sustainability, MDPI, vol. 15(7), pages 1-22, March.

    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:jbrese:v:200:y:2025:i:c:s0148296325004667. 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.elsevier.com/locate/jbusres .

    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.