{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,6]],"date-time":"2026-04-06T15:43:44Z","timestamp":1775490224144,"version":"3.50.1"},"reference-count":36,"publisher":"MDPI AG","issue":"7","license":[{"start":{"date-parts":[[2025,7,18]],"date-time":"2025-07-18T00:00:00Z","timestamp":1752796800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Systems"],"abstract":"<jats:p>Achieving high-level green technological innovation in heavily polluting enterprises is critical for advancing sustainable development, particularly in the context of both organizational and regional digitalization. This study adopts a configurational perspective grounded in the Technology\u2013Organization\u2013Environment (TOE) framework and integrates theoretical insights from resource orchestration, resource dependence, and IT capability theories. It investigates how different types of skilled talent, such as production, technical, sales, and managerial employees, contribute to green innovation under varying digital conditions. By applying fuzzy-set qualitative comparative analysis (fsQCA) to a sample of 96 publicly listed firms from China\u2019s heavily polluting industries, this study identifies four distinct talent-based configurations that can lead to high levels of green innovation: production-centric, management-led, technical talent driven, and regionally enabled models. Each configuration reflects a specific system state in which a core group of skilled employees plays a leading role, supported by complementary functions, and shaped by the interaction between internal digital transformation and the external digital environment. This study contributes to the systems literature by elucidating the combinational roles of digital resources and talent deployment within the systemic TOE framework, and offers practical guidance for enterprises aiming to strategically utilize human capital to enhance green innovation performance amid ongoing digital transformations.<\/jats:p>","DOI":"10.3390\/systems13070604","type":"journal-article","created":{"date-parts":[[2025,7,18]],"date-time":"2025-07-18T11:12:34Z","timestamp":1752837154000},"page":"604","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Systemic Configurations of Functional Talent for Green Technological Innovation: A Fuzzy-Set QCA Study"],"prefix":"10.3390","volume":"13","author":[{"given":"Mingjie","family":"Guo","sequence":"first","affiliation":[{"name":"School of Management, Shanghai University, Shanghai 200444, China"}]},{"given":"Menghan","family":"Yan","sequence":"additional","affiliation":[{"name":"School of Management, Shanghai University, Shanghai 200444, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4959-2265","authenticated-orcid":false,"given":"Xin","family":"Yan","sequence":"additional","affiliation":[{"name":"School of Cultural Heritage and Information Management, Shanghai University, Shanghai 200444, China"}]},{"given":"Yi","family":"Li","sequence":"additional","affiliation":[{"name":"School of Management, Shanghai University, Shanghai 200444, China"}]}],"member":"1968","published-online":{"date-parts":[[2025,7,18]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"117525","DOI":"10.1016\/j.jenvman.2023.117525","article-title":"Firms\u2019 digitalization in manufacturing and the structure and direction of green innovation","volume":"335","author":"Liu","year":"2023","journal-title":"J. Environ. Manag."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"121560","DOI":"10.1016\/j.jenvman.2024.121560","article-title":"How does digitalization affect the green transformation of enterprises registered in China\u2019s resource-based cities? Further analysis on the mechanism and heterogeneity","volume":"365","author":"Feng","year":"2024","journal-title":"J. Environ. Manag."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"103876","DOI":"10.1016\/j.frl.2023.103876","article-title":"Green finance policy and digital transformation of heavily polluting firms: Evidence from China","volume":"55","author":"Li","year":"2023","journal-title":"Financ. Res. Lett."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"43","DOI":"10.46754\/jssm.2024.03.004","article-title":"Green organisational reorientations for the new globalisation","volume":"19","author":"Chatzinikolaou","year":"2024","journal-title":"J. Sustain. Sci. Manag."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"127039","DOI":"10.1016\/j.jclepro.2021.127039","article-title":"Analysing the relationship of adaption of green culture, innovation, green performance for achieving sustainability: Mediating role of employee commitment","volume":"303","author":"Sharma","year":"2021","journal-title":"J. Clean. Prod."},{"key":"ref_6","doi-asserted-by":"crossref","unstructured":"Gottlieb, M.R. (2007). The Matrix Organization Reloaded: Adventures in Team and Project Management, Bloomsbury Publishing.","DOI":"10.5040\/9798400683695"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1111\/j.1468-2370.2011.00328.x","article-title":"Green human resource management: A review and research agenda","volume":"15","author":"Renwick","year":"2013","journal-title":"Int. J. Manag. Rev."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"951","DOI":"10.1108\/EJIM-11-2019-0315","article-title":"Effects of green human resource management and managerial environmental concern on green innovation","volume":"24","author":"Song","year":"2021","journal-title":"Eur. J. Innov. Manag."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"43","DOI":"10.1002\/hrm.21972","article-title":"Dynamic talent management capabilities and organizational agility\u2014A qualitative exploration","volume":"59","author":"Harsch","year":"2020","journal-title":"Hum. Resour. Manag."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"103773","DOI":"10.1016\/j.respol.2019.03.018","article-title":"The digital transformation of innovation and entrepreneurship: Progress, challenges and key themes","volume":"48","author":"Nambisan","year":"2019","journal-title":"Res. Policy"},{"key":"ref_11","doi-asserted-by":"crossref","unstructured":"Wang, C., Yan, G., and Ou, J. (2023). Does digitization promote green innovation? Evidence from China. Int. J. Environ. Res. Public Health, 20.","DOI":"10.3390\/ijerph20053893"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"103085","DOI":"10.1016\/j.irfa.2024.103085","article-title":"The effect of digital infrastructure development on enterprise green transformation","volume":"92","author":"Guo","year":"2024","journal-title":"Int. Rev. Financ. Anal."},{"key":"ref_13","first-page":"110","article-title":"Literature review of information technology adoption models at firm level","volume":"14","author":"Oliveira","year":"2011","journal-title":"Electron. J. Inf. Syst. Eval."},{"key":"ref_14","first-page":"180","article-title":"Green innovation in technology and innovation management\u2013an exploratory literature review","volume":"42","author":"Schiederig","year":"2012","journal-title":"RD Manag."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"632","DOI":"10.1016\/j.jeem.2003.06.003","article-title":"Incentives for environmental self-regulation and implications for environmental performance","volume":"48","author":"Anton","year":"2004","journal-title":"J. Environ. Econ. Manag."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1016\/j.ecolecon.2005.03.013","article-title":"The influence of different characteristics of the EU environmental management and auditing scheme on technical environmental innovations and economic performance","volume":"57","author":"Rennings","year":"2006","journal-title":"Ecol. Econ."},{"key":"ref_17","first-page":"304","article-title":"Strategic talent management: A review and research agenda","volume":"19","author":"Collings","year":"2009","journal-title":"Hum. Resour. Manag. Rev."},{"key":"ref_18","first-page":"137","article-title":"Influence of modern technologies on the enterprise management structure (Experience of Russia)","volume":"S5","author":"Datsyk","year":"2018","journal-title":"J. Soc. Sci. Res."},{"key":"ref_19","doi-asserted-by":"crossref","unstructured":"Li, M., Tian, Z., Liu, Q., and Lu, Y. (2022). Literature review and research prospect on the drivers and effects of green innovation. Sustainability, 14.","DOI":"10.3390\/su14169858"},{"key":"ref_20","doi-asserted-by":"crossref","unstructured":"Ragin, C.C. (2014). The Comparative Method: Moving Beyond Qualitative and Quantitative Strategies, University of California Press.","DOI":"10.1525\/9780520957350"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"1493","DOI":"10.25300\/MISQ\/2020\/13879","article-title":"Theorizing the multiplicity of digital phenomena: The ecology of configurations, causal recipes, and guidelines for applying QCA","volume":"44","author":"Park","year":"2020","journal-title":"MIS Q."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"1398","DOI":"10.1287\/orsc.1120.0771","article-title":"Organizing for innovation in the digitized world","volume":"23","author":"Yoo","year":"2012","journal-title":"Organ. Sci."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"121701","DOI":"10.1016\/j.jclepro.2020.121701","article-title":"Critical success factors of green innovation: Technology, organization and environment readiness","volume":"264","author":"Zhang","year":"2020","journal-title":"J. Clean. Prod."},{"key":"ref_24","unstructured":"Tornatzky, L., and Fleischer, M. (1990). The Processes of Technological Innovation, Lexington Books."},{"key":"ref_25","first-page":"1390","article-title":"Resource orchestration to create competitive advantage: Breadth, depth, and life cycle effects","volume":"37","author":"Sirmon","year":"2011","journal-title":"J. Manag."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"169","DOI":"10.2307\/3250983","article-title":"A resource-based perspective on information technology capability and firm performance: An empirical investigation","volume":"24","author":"Bharadwaj","year":"2000","journal-title":"MIS Q."},{"key":"ref_27","doi-asserted-by":"crossref","unstructured":"Bieser, J.C., and Hilty, L.M. (2018). An approach to assess indirect environmental effects of digitalization based on a time-use perspective. Advances and New Trends in Environmental Informatics: Managing Disruption, Big Data and Open Science, Springer International Publishing.","DOI":"10.1007\/978-3-319-99654-7_5"},{"key":"ref_28","unstructured":"Pfeffer, J., and Salancik, G. (2015). External control of organizations\u2014Resource dependence perspective. Organizational Behavior 2, Routledge."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"102166","DOI":"10.1016\/j.irfa.2022.102166","article-title":"Digitalization, competition strategy and corporate innovation: Evidence from Chinese manufacturing listed companies","volume":"82","author":"Wen","year":"2022","journal-title":"Int. Rev. Financ. Anal."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"278","DOI":"10.1016\/S0095-0696(02)00058-X","article-title":"Determinants of environmental innovation in US manufacturing industries","volume":"45","author":"Brunnermeier","year":"2003","journal-title":"J. Environ. Econ. Manag."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1016\/j.jenvman.2015.01.010","article-title":"Corporate environmentalism and environmental innovation","volume":"153","author":"Chang","year":"2015","journal-title":"J. Environ. Manag."},{"key":"ref_32","first-page":"100926","article-title":"Inclusive talent development as a key talent management approach: A systematic literature review","volume":"33","author":"Kaliannan","year":"2023","journal-title":"Hum. Resour. Manag. Rev."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"118","DOI":"10.1016\/j.jsis.2019.01.003","article-title":"Understanding digital transformation: A review and a research agenda","volume":"28","author":"Vial","year":"2019","journal-title":"J. Strateg. Inf. Syst."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"393","DOI":"10.5465\/amj.2011.60263120","article-title":"Building better causal theories: A fuzzy set approach to typologies in organization research","volume":"54","author":"Fiss","year":"2011","journal-title":"Acad. Manag. J."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"482","DOI":"10.1177\/1476127018786487","article-title":"Studying configurations with qualitative comparative analysis: Best practices in strategy and organization research","volume":"16","author":"Greckhamer","year":"2018","journal-title":"Strateg. Organ."},{"key":"ref_36","first-page":"930","article-title":"Digital transformation, for better or worse: A critical multi-level research agenda","volume":"52","author":"Almpanopoulou","year":"2022","journal-title":"RD Manag."}],"container-title":["Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2079-8954\/13\/7\/604\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,9]],"date-time":"2025-10-09T18:11:57Z","timestamp":1760033517000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2079-8954\/13\/7\/604"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,7,18]]},"references-count":36,"journal-issue":{"issue":"7","published-online":{"date-parts":[[2025,7]]}},"alternative-id":["systems13070604"],"URL":"https:\/\/doi.org\/10.3390\/systems13070604","relation":{},"ISSN":["2079-8954"],"issn-type":[{"value":"2079-8954","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,7,18]]}}}