{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,23]],"date-time":"2026-08-23T16:19:36Z","timestamp":1787501976498,"version":"build-2736575974"},"reference-count":51,"publisher":"MDPI AG","issue":"1","license":[{"start":{"date-parts":[[2025,1,9]],"date-time":"2025-01-09T00:00:00Z","timestamp":1736380800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"2024 Fujian Province Innovation Strategy Research Joint Project Plan","award":["2024R0142"],"award-info":[{"award-number":["2024R0142"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Systems"],"abstract":"<jats:p>Small- and medium-sized enterprises (SMEs) face complex systemic challenges in managing digital transformation while pursuing innovation in an increasingly interconnected business environment. This study adopts a systems theory perspective to investigate how digitalization enhances Innovation Performance by examining the dynamic interrelationships among digital adoption, digital drive, digital culture, and Innovation Performance. Through an empirical analysis of 201 Chinese SMEs using PLS-SEM, IPMA, and ANFIS approaches, we reveal that digital drive fully mediates the relationship between digital adoption and Innovation Performance, highlighting the systemic nature of digital transformation processes. Digital culture emerges as a critical moderator, positively influencing the relationships between digital adoption and digital drive, as well as between digital drive and Innovation Performance. These findings demonstrate how different elements of digital transformation form an integrated system where components interact to produce innovation outcomes. This study contributes to systems theory by illuminating the complex interdependencies in digital transformation and offers practical implications for managing systemic change in SMEs.<\/jats:p>","DOI":"10.3390\/systems13010043","type":"journal-article","created":{"date-parts":[[2025,1,9]],"date-time":"2025-01-09T07:00:47Z","timestamp":1736406047000},"page":"43","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":93,"title":["Digital Transformation and Innovation Performance in Small- and Medium-Sized Enterprises: A Systems Perspective on the Interplay of Digital Adoption, Digital Drive, and Digital Culture"],"prefix":"10.3390","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0300-2453","authenticated-orcid":false,"given":"Shaofeng","family":"Wang","sequence":"first","affiliation":[{"name":"International Business School, Fuzhou University of International Studies and Trade, Fuzhou 350200, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-7997-9410","authenticated-orcid":false,"given":"Hao","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Management, Zhejiang Shuren University, Hangzhou 310015, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2025,1,9]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Jing, H., and Zhang, S. (2024). The Impact of Artificial Intelligence on ESG Performance of Manufacturing Firms: The Mediating Role of Ambidextrous Green Innovation. Systems, 12.","DOI":"10.3390\/systems12110499"},{"key":"ref_2","first-page":"1","article-title":"Strengthening SMEs competitiveness and performance via industrial internet: Technological, organizational, and environmental pathways","volume":"11","author":"Wang","year":"2024","journal-title":"Humanit. Soc. Sci. Commun."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"102124","DOI":"10.1016\/j.seps.2024.102124","article-title":"Enhancing SMEs Sustainable Innovation and Performance through Digital Transformation: Insights from Strategic Technology, Organizational Dynamics, and Environmental Adaptation","volume":"98","author":"Wang","year":"2024","journal-title":"Socio-Econ. Plan. Sci."},{"key":"ref_4","doi-asserted-by":"crossref","unstructured":"Zhang, X., and Zhang, X. (2024). From Shock to Adaptation: Evaluating the Mechanisms of Trade Friction on Firms\u2019 Total Factor Productivity Through the Lens of Digital Transformation. Systems, 12.","DOI":"10.3390\/systems12110471"},{"key":"ref_5","doi-asserted-by":"crossref","unstructured":"Wang, S., and Zhang, H. (2024). Promoting sustainable development goals through generative artificial intelligence in the digital supply chain: Insights from Chinese tourism SMEs. Sustain. Dev.","DOI":"10.1002\/sd.3152"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"113471","DOI":"10.1016\/j.jbusres.2022.113471","article-title":"Removing silos to enable data-driven decisions: The importance of marketing and IT knowledge, cooperation, and information quality","volume":"156","author":"Sleep","year":"2023","journal-title":"J. Bus. Res."},{"key":"ref_7","doi-asserted-by":"crossref","unstructured":"Xiao, W., and Fan, D. (2024). The \u201cSimultaneous Development of Quantity and Quality\u201d: Research on the Impact of the Digital Economy in Enabling Manufacturing Innovation. Systems, 12.","DOI":"10.3390\/systems12110470"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"6553","DOI":"10.1109\/TEM.2022.3226864","article-title":"Measuring digital business models maturity: Theory, framework, and empirical validation","volume":"71","author":"Zentner","year":"2024","journal-title":"IEEE Trans. Eng. Manag."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"100617","DOI":"10.1016\/j.jik.2024.100617","article-title":"Digital capabilities and metaverse entrepreneurial performance: Role of entrepreneurial orientation","volume":"9","author":"Wang","year":"2024","journal-title":"J. Innov. Knowl."},{"key":"ref_10","doi-asserted-by":"crossref","unstructured":"Chen, D., Esperan\u00e7a, J.P., and Wang, S. (2022). The Impact of Artificial Intelligence on Firm Performance: An Application of the Resource-Based View to e-Commerce Firms. Front. Psychol., 13.","DOI":"10.3389\/fpsyg.2022.884830"},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"113547","DOI":"10.1016\/j.jbusres.2022.113547","article-title":"To digit or to head? Designing digital transformation journey of SMEs among digital self-efficacy and professional leadership","volume":"157","author":"Malodia","year":"2023","journal-title":"J. Bus. Res."},{"key":"ref_12","unstructured":"Rogers, E.M. (2003). Diffusion of Innovations, Free Press. [5th ed.]."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"109","DOI":"10.1002\/smj.4250171110","article-title":"Toward a knowledge-based theory of the firm","volume":"17","author":"Grant","year":"1996","journal-title":"Strateg. Manag. J."},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Li, Y., Wang, S., and Khaskheli, M.B. (2024). Integrating Artificial Intelligence into Service Innovation, Business Development, and Legal Compliance: Insights from the Hainan Free Trade Port Era. Systems, 12.","DOI":"10.3390\/systems12110463"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"118","DOI":"10.1111\/radm.12645","article-title":"Fostering digital literacy among small and micro-enterprises: Digital transformation as an open and guided innovation process","volume":"54","author":"Coco","year":"2024","journal-title":"R&D Manag."},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Qiao, G., Li, Y., and Hong, A. (2024). The Strategic Role of Digital Transformation: Leveraging Digital Leadership to Enhance Employee Performance and Organizational Commitment in the Digital Era. Systems, 12.","DOI":"10.3390\/systems12110457"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"143383","DOI":"10.1016\/j.jclepro.2024.143383","article-title":"Inter-organizational cooperation in digital green supply chains: A catalyst for eco-innovations and sustainable business practices","volume":"472","author":"Wang","year":"2024","journal-title":"J. Clean. Prod."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"119962","DOI":"10.1016\/j.techfore.2020.119962","article-title":"Digital technologies and firm performance: The role of digital organisational culture","volume":"154","year":"2020","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"5252","DOI":"10.1002\/bse.3415","article-title":"The influence of firm digitalization on sustainable innovation performance and the moderating role of corporate sustainability practices: An empirical investigation","volume":"32","author":"Ardito","year":"2023","journal-title":"Bus. Strategy Environ."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"121305","DOI":"10.1016\/j.techfore.2021.121305","article-title":"Ignoring the three-way interaction of digital orientation, Not-invented-here syndrome and employee\u2019s artificial intelligence awareness in digital innovation performance: A recipe for failure","volume":"174","year":"2022","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"113915","DOI":"10.1016\/j.jbusres.2023.113915","article-title":"Knowledge digitization: Characteristics, knowledge advantage and innovation performance","volume":"163","author":"Cheng","year":"2023","journal-title":"J. Bus. Res."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"113387","DOI":"10.1016\/j.jbusres.2022.113387","article-title":"The effect of manufacturing agent heterogeneity on enterprise innovation performance and competitive advantage in the era of digital transformation","volume":"155","author":"Gao","year":"2023","journal-title":"J. Bus. Res."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"143","DOI":"10.1016\/j.indmarman.2023.04.003","article-title":"Coopetition, organizational agility, and innovation performance in digital new ventures","volume":"111","author":"Guo","year":"2023","journal-title":"Ind. Mark. Manag."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"102187","DOI":"10.1016\/j.techsoc.2022.102187","article-title":"How digital platform capability affects the innovation performance of SMEs\u2014Evidence from China","volume":"72","author":"Jiang","year":"2023","journal-title":"Technol. Soc."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"100201","DOI":"10.1016\/j.jik.2022.100201","article-title":"Knowledge absorption capacity\u2019s efficacy to enhance innovation performance through big data analytics and digital platform capability","volume":"7","author":"Khan","year":"2022","journal-title":"J. Innov. Knowl."},{"key":"ref_26","first-page":"796","article-title":"Towards innovation performance of SMEs: Investigating the role of digital platforms, innovation culture and frugal innovation in emerging economies","volume":"14","author":"Khattak","year":"2022","journal-title":"J. Entrep. Emerg. Econ."},{"key":"ref_27","first-page":"78","article-title":"Digital Agility, Digital Competitiveness, and Innovative Performance of SMEs","volume":"14","year":"2022","journal-title":"J. Compet."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"102738","DOI":"10.1016\/j.technovation.2023.102738","article-title":"Does the development of digital technology contribute to the innovation performance of China\u2019s high-tech industry?","volume":"124","author":"Wan","year":"2023","journal-title":"Technovation"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"108466","DOI":"10.1016\/j.ijpe.2022.108466","article-title":"Supply chain analytics adoption: Determinants and impacts on organisational performance and competitive advantage","volume":"248","author":"Kalaitzi","year":"2022","journal-title":"Int. J. Prod. Econ."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"102976","DOI":"10.1016\/j.ijhcs.2022.102976","article-title":"FAT-CAT\u2014Explainability and augmentation for an AI system: A case study on AI recruitment-system adoption","volume":"171","author":"Lee","year":"2023","journal-title":"Int. J. Hum. -Comput. Stud."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"125233","DOI":"10.1016\/j.jclepro.2020.125233","article-title":"Key resources for industry 4.0 adoption and its effect on sustainable production and circular economy: An empirical study","volume":"281","author":"Bag","year":"2021","journal-title":"J. Clean. Prod."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"137980","DOI":"10.1016\/j.jclepro.2023.137980","article-title":"Can digital transformation improve market and ESG performance? Evidence from Chinese SMEs","volume":"419","author":"Wang","year":"2023","journal-title":"J. Clean. Prod."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"54","DOI":"10.1016\/j.jbusres.2022.04.071","article-title":"Unraveling the performance puzzle of digitalization: Evidence from manufacturing firms","volume":"149","author":"Li","year":"2022","journal-title":"J. Bus. Res."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"100317","DOI":"10.1016\/j.jik.2023.100317","article-title":"Exploring the effect of digital transformation on Firms\u2019 innovation performance","volume":"8","author":"Li","year":"2023","journal-title":"J. Innov. Knowl."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"238","DOI":"10.1007\/s13132-022-01092-w","article-title":"Linking Digital Capacity to Innovation Performance: The Mediating Role of Absorptive Capacity","volume":"15","author":"Kastelli","year":"2024","journal-title":"J. Knowl. Econ."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"121119","DOI":"10.1016\/j.techfore.2021.121119","article-title":"Big data analytics capability for improved performance of higher education institutions in the Era of IR 4.0: A multi-analytical SEM & ANN perspective","volume":"173","author":"Ashaari","year":"2021","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"100332","DOI":"10.1016\/j.jik.2023.100332","article-title":"Digital transformation, risk-taking, and innovation: Evidence from data on listed enterprises in China","volume":"8","author":"Liu","year":"2023","journal-title":"J. Innov. Knowl."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"1534","DOI":"10.1108\/JKM-12-2021-0951","article-title":"Linking networking capability and ambidextrous innovation strategies: The mediating roles of knowledge assimilation application and knowledge transformation application","volume":"27","author":"Ju","year":"2023","journal-title":"J. Knowl. Manag."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"121227","DOI":"10.1016\/j.techfore.2021.121227","article-title":"How can SMEs successfully navigate VUCA environment: The role of agility in the digital transformation era","volume":"174","author":"Troise","year":"2022","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"100190","DOI":"10.1016\/j.iedeen.2021.100190","article-title":"The role of innovation in the relationship between digitization and economic and financial performance: A company-level research","volume":"28","author":"Portillo","year":"2022","journal-title":"Eur. Res. Manag. Bus. Econ."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"6903","DOI":"10.1109\/TEM.2023.3269601","article-title":"Determinants of E-commerce, artificial intelligence, and agile methods in small-and medium-sized enterprises","volume":"71","author":"Barata","year":"2024","journal-title":"IEEE Trans. Eng. Manag."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"102744","DOI":"10.1016\/j.techsoc.2024.102744","article-title":"Green entrepreneurship success in the age of generative artificial intelligence: The interplay of technology adoption, knowledge management, and government support","volume":"79","author":"Wang","year":"2024","journal-title":"Technol. Soc."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"101914","DOI":"10.1016\/j.techsoc.2022.101914","article-title":"Impact of business analytics and \u03c0-shaped skills on innovative performance: Findings from PLS-SEM and fsQCA","volume":"68","author":"Hayajneh","year":"2022","journal-title":"Technol. Soc."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"103590","DOI":"10.1016\/j.im.2022.103590","article-title":"Impact of digital leadership capability on innovation performance: The role of platform digitization capability","volume":"59","author":"Benitez","year":"2022","journal-title":"Inf. Manag."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"3071","DOI":"10.1080\/10447318.2022.2091653","article-title":"Effects of live streaming proneness, engagement and intelligent recommendation on users\u2019 purchase intention in short video community: Take TikTok (DouYin) online courses as an example","volume":"39","author":"Wang","year":"2023","journal-title":"Int. J. Hum.\u2013Comput. Interact."},{"key":"ref_46","doi-asserted-by":"crossref","unstructured":"Hair, J.F., Hult, G.T.M., Ringle, C.M., and Sarstedt, M. (2022). A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM), Sage. [3rd ed.].","DOI":"10.1007\/978-3-030-80519-7"},{"key":"ref_47","first-page":"364","article-title":"Predicting determinants of hotel success and development using Structural Equation Modelling (SEM)-ANFIS method","volume":"66","author":"Yadegaridehkordi","year":"2018","journal-title":"Tou. Man."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"102925","DOI":"10.1016\/j.ergon.2020.102925","article-title":"Assessing safety at work using an adaptive neuro-fuzzy inference system (ANFIS) approach aided by partial least squares structural equation modeling (PLS-SEM)","volume":"76","author":"Olak","year":"2020","journal-title":"Int. J. Ind. Erg."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"162","DOI":"10.1080\/08985626.2023.2208555","article-title":"Inside out: The interplay between institutions and digital technologies for SMEs performance","volume":"36","author":"Urbano","year":"2024","journal-title":"Entrep. Reg. Dev."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"5030","DOI":"10.1109\/TEM.2022.3215727","article-title":"Drivers of digital transformation in SMEs","volume":"71","author":"Omrani","year":"2024","journal-title":"IEEE Trans. Eng. Manag."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"114346","DOI":"10.1016\/j.jbusres.2023.114346","article-title":"Confluence of sustainable entrepreneurship, innovation, and digitalization in SMEs","volume":"170","author":"Avelar","year":"2024","journal-title":"J. Bus. Res."}],"container-title":["Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2079-8954\/13\/1\/43\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,8]],"date-time":"2025-10-08T10:25:37Z","timestamp":1759919137000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2079-8954\/13\/1\/43"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,1,9]]},"references-count":51,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2025,1]]}},"alternative-id":["systems13010043"],"URL":"https:\/\/doi.org\/10.3390\/systems13010043","relation":{},"ISSN":["2079-8954"],"issn-type":[{"value":"2079-8954","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,1,9]]}}}