{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,8]],"date-time":"2026-03-08T23:08:58Z","timestamp":1773011338045,"version":"3.50.1"},"reference-count":94,"publisher":"MDPI AG","issue":"1","license":[{"start":{"date-parts":[[2024,12,26]],"date-time":"2024-12-26T00:00:00Z","timestamp":1735171200000},"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>Enhancing urban innovation resilience is crucial for adapting to change and pursuing innovation-driven, high-quality development. The global trend of digital transformation has profound implications for urban innovation; however, the specific effects of digital transformation on urban innovation resilience remain insufficiently explored. This study utilizes panel data from 285 prefecture-level and above cities in China, spanning from 2007 to 2022. It treats the Broadband China Pilot (BCP) policy as a quasi-natural experiment of digital transformation and employs a time-varying Difference-in-Differences (DID) method to investigate the impact of digital transformation on urban innovation resilience. The results yield several important insights: (i) digital transformation enhances urban innovation resilience; (ii) the effect of digital transformation on urban innovation resilience is heterogeneous across regions and city sizes; (iii) digital transformation improves urban innovation resilience through the mediation effect of green total factor productivity (GTFP); (iv) urban industrial upgrading and urban innovation vitality play significant moderating roles in the relationship between digital transformation and urban innovation resilience. These findings contribute to a deeper theoretical understanding of the relationship between digital transformation and urban innovation resilience.<\/jats:p>","DOI":"10.3390\/systems13010008","type":"journal-article","created":{"date-parts":[[2024,12,26]],"date-time":"2024-12-26T21:13:18Z","timestamp":1735247598000},"page":"8","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["Evaluating the Impact of Digital Transformation on Urban Innovation Resilience"],"prefix":"10.3390","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0009-0008-7903-7629","authenticated-orcid":false,"given":"Ruoxi","family":"Yu","sequence":"first","affiliation":[{"name":"School of Public Policy and Administration, Xi\u2019an Jiaotong University, Xi\u2019an 710049, China"}]},{"given":"Yaqian","family":"Chen","sequence":"additional","affiliation":[{"name":"School of Public Policy and Administration, Xi\u2019an Jiaotong University, Xi\u2019an 710049, China"}]},{"given":"Yuhuan","family":"Jin","sequence":"additional","affiliation":[{"name":"School of Public Management, Northwest University, Xi\u2019an 710127, China"}]},{"given":"Sheng","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Public Policy and Administration, Xi\u2019an Jiaotong University, Xi\u2019an 710049, China"}]}],"member":"1968","published-online":{"date-parts":[[2024,12,26]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1093\/jeg\/lbr019","article-title":"Regional economic resilience, hysteresis and recessionary shocks","volume":"12","author":"Martin","year":"2012","journal-title":"J. Econ. Geogr."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"104964","DOI":"10.1016\/j.ssci.2020.104964","article-title":"Societal resilience\u2014Clarifying the concept and upscaling the scope","volume":"132","author":"Haavik","year":"2020","journal-title":"Saf. Sci."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"101531","DOI":"10.1016\/j.scs.2019.101531","article-title":"Towards a resilience management guideline\u2014Cities as a starting point for societal resilience","volume":"48","author":"Marana","year":"2019","journal-title":"Sustain. Cities Soc."},{"key":"ref_4","first-page":"672","article-title":"Regional resilience to the Covid-19 shock in Polish regions: How is it different from resilience to the 2008 Global Financial Crisis?","volume":"9","author":"Gajewski","year":"2022","journal-title":"Reg. Stud. Reg. Sci."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"109","DOI":"10.1016\/j.jpolmod.2020.10.001","article-title":"Can the EU funds promote regional resilience at time of COVID-19? Insights from the Great Recession","volume":"43","author":"Arbolino","year":"2021","journal-title":"J. Policy Model."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"101567","DOI":"10.1016\/j.jwb.2024.101567","article-title":"Regional resilience during a trade war: The role of global connections and local networks","volume":"59","author":"He","year":"2024","journal-title":"J. World Bus."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"1598","DOI":"10.1080\/09654313.2012.722961","article-title":"Resilience in the Light of Climate Change: Useful Approach or Empty Phrase for Spatial Planning?","volume":"21","author":"Albers","year":"2013","journal-title":"Eur. Plan. Stud."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"414","DOI":"10.1111\/ele.13449","article-title":"The effect of climate change on the resilience of ecosystems with adaptive spatial pattern formation","volume":"23","author":"Bastiaansen","year":"2020","journal-title":"Ecol. Lett."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"2057","DOI":"10.1007\/s10479-021-03961-0","article-title":"Designing a sustainable closed-loop pharmaceutical supply chain in a competitive market considering demand uncertainty, manufacturer\u2019s brand and waste management","volume":"315","author":"Sazvar","year":"2022","journal-title":"Ann. Oper. Res."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"36349","DOI":"10.1007\/s11356-023-29451-3","article-title":"Enhancing urban ecological resilience through integrated green technology progress: Evidence from Chinese cities","volume":"31","author":"Fu","year":"2024","journal-title":"Environ. Sci. Pollut. Res."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1177\/095624780201400105","article-title":"From global intercity competition to cooperation for livable cities and economic resilience in Pacific Asia","volume":"14","author":"Douglass","year":"2002","journal-title":"Environ. Urban."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"1857","DOI":"10.1080\/09654313.2019.1642856","article-title":"Network position and innovation capability in the regional innovation network","volume":"27","author":"Piazza","year":"2019","journal-title":"Eur. Plan. Stud."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"101643","DOI":"10.1016\/j.resourpol.2020.101643","article-title":"Natural resources, urbanization and regional innovation capabilities","volume":"66","author":"Chen","year":"2020","journal-title":"Resour. Policy"},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Lv, W.-D., Tian, D., Wei, Y., and Xi, R.-X. (2018). Innovation Resilience: A New Approach for Managing Uncertainties Concerned with Sustainable Innovation. Sustainability, 10.","DOI":"10.3390\/su10103641"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"265","DOI":"10.1007\/s00168-017-0841-6","article-title":"Innovation and regional economic resilience: An exploratory analysis","volume":"60","author":"Bristow","year":"2018","journal-title":"Ann. Reg. Sci."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1080\/08956308.2005.11657334","article-title":"Innovation, Creative Destruction and Sustainability","volume":"48","author":"Hart","year":"2005","journal-title":"Res. Technol. Manag."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"21582440211047576","DOI":"10.1177\/21582440211047576","article-title":"Digital Transformation: An Overview of the Current State of the Art of Research","volume":"11","author":"Kraus","year":"2021","journal-title":"Sage Open"},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"100198","DOI":"10.1016\/j.jik.2022.100198","article-title":"Can digital transformation promote enterprise performance? \u2014From the perspective of public policy and innovation","volume":"7","author":"Peng","year":"2022","journal-title":"J. Innov. Knowl."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"102466","DOI":"10.1016\/j.ijinfomgt.2021.102466","article-title":"Digital transformation in business and management research: An overview of the current status quo","volume":"63","author":"Kraus","year":"2022","journal-title":"Int. J. Inf. Manag."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"103563","DOI":"10.1016\/j.cities.2022.103563","article-title":"The spatial analysis of digital economy and urban development: A case study in Hangzhou, China","volume":"123","author":"Zhu","year":"2022","journal-title":"Cities"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"667","DOI":"10.1016\/j.iref.2024.02.010","article-title":"Digital transformation and economic growth Efficiency improvement in the Digital media era: Digitalization of industry or Digital industrialization?","volume":"92","author":"Zhang","year":"2024","journal-title":"Int. Rev. Econ. Financ."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"118528","DOI":"10.1016\/j.jenvman.2023.118528","article-title":"Digital economy, industrial transformation and upgrading, and spatial transfer of carbon emissions: The paths for low-carbon transformation of Chinese cities","volume":"344","author":"Bai","year":"2023","journal-title":"J. Environ. Manag."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"377","DOI":"10.1007\/s13198-022-01806-y","article-title":"Digitalization and its impact on regional economy transformation mechanisms","volume":"14","author":"Demin","year":"2023","journal-title":"Int. J. Syst. Assur. Eng. Manag."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"1533","DOI":"10.1007\/s11625-018-0582-1","article-title":"Transforming systems of consumption and production for achieving the sustainable development goals: Moving beyond efficiency","volume":"13","author":"Bengtsson","year":"2018","journal-title":"Sustain. Sci."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"231","DOI":"10.1016\/S0959-6526(02)00073-2","article-title":"The challenge of sustainable development","volume":"11","author":"Jansen","year":"2003","journal-title":"J. Clean. Prod."},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Yigezu, Y., El-Shater, T., and Aw-Hassan, A. (2017). Are Development Projects Pursuing Short-Term Benefits at the Expense of Sustainability?. Sustainability, 9.","DOI":"10.3390\/su9101803"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"898","DOI":"10.1080\/02723638.2020.1796097","article-title":"Digitally enabled diverse economies: Exploring socially inclusive access to the circular economy in the city","volume":"41","author":"Lekan","year":"2020","journal-title":"Urban Geogr."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"34","DOI":"10.1002\/gsj.1364","article-title":"Upgrading strategies for the digital economy","volume":"11","author":"Sturgeon","year":"2021","journal-title":"Glob. Strategy J."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"102484","DOI":"10.1016\/j.technovation.2022.102484","article-title":"Technology, entrepreneurship, innovation and social change in digital economics","volume":"119","author":"Si","year":"2023","journal-title":"Technovation"},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"102217","DOI":"10.1016\/j.technovation.2020.102217","article-title":"Developing a unified definition of digital transformation","volume":"102","author":"Gong","year":"2021","journal-title":"Technovation"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"233","DOI":"10.1007\/s11301-020-00185-7","article-title":"Digital transformation: A review, synthesis and opportunities for future research","volume":"71","author":"Nadkarni","year":"2021","journal-title":"Manag. Rev. Q."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"395","DOI":"10.1108\/IJM-03-2021-0176","article-title":"The role of human resource practices in the implementation of digital transformation","volume":"43","year":"2022","journal-title":"Int. J. Manpow."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1177\/0008125620934864","article-title":"Implementing a Digital Strategy: Learning from the Experience of Three Digital Transformation Projects","volume":"62","author":"Correani","year":"2020","journal-title":"Calif. Manag. Rev."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1080\/07036337.2021.2011267","article-title":"How to implement the European digital single market: Identifying the catalyst for digital transformation","volume":"44","author":"Schmidt","year":"2022","journal-title":"J. Eur. Integr."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"120343","DOI":"10.1016\/j.techfore.2020.120343","article-title":"Impact of digital transformation on the automotive industry","volume":"162","author":"Rubio","year":"2021","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"1373","DOI":"10.1111\/beer.12573","article-title":"Impact of digital transformation on performance of environment, social, and governance: Empirical evidence from China","volume":"32","author":"Wang","year":"2023","journal-title":"Bus. Ethics Environ. Responsib."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"138345","DOI":"10.1016\/j.jclepro.2023.138345","article-title":"The impact of industrial digital transformation on green development efficiency considering the threshold effect of regional collaborative innovation: Evidence from the Beijing-Tianjin-Hebei urban agglomeration in China","volume":"420","author":"Gu","year":"2023","journal-title":"J. Clean. Prod."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1111\/jpim.12562","article-title":"Digital Transformation and Innovation Management: A Synthesis of Existing Research and an Agenda for Future Studies","volume":"38","author":"Appio","year":"2021","journal-title":"J. Prod. Innov. Manag."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"1114","DOI":"10.1080\/09537325.2021.1991575","article-title":"How does digital technology usage benefit firm performance? Digital transformation strategy and organisational innovation as mediators","volume":"35","author":"Tsou","year":"2023","journal-title":"Technol. Anal. Strateg. Manag."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1108\/IJIS-01-2021-0007","article-title":"Influencing factors of digital transformation: Management or IT is the driving force?","volume":"14","author":"Ko","year":"2022","journal-title":"Int. J. Innov. Sci."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"102356","DOI":"10.1016\/j.ijinfomgt.2021.102356","article-title":"Digital government transformation: A structural equation modelling analysis of driving and impeding factors","volume":"60","author":"Tangi","year":"2021","journal-title":"Int. J. Inf. Manag."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1080\/08956308.2019.1661079","article-title":"The Technology Fallacy","volume":"62","author":"Kane","year":"2019","journal-title":"Res. Technol. Manag."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"943","DOI":"10.1007\/s11077-021-09438-y","article-title":"Barriers to the digital transformation of infrastructure sectors","volume":"54","author":"Manny","year":"2021","journal-title":"Policy Sci."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"821","DOI":"10.1016\/j.emj.2022.09.007","article-title":"Digital transformation: A review and research agenda","volume":"41","author":"Plekhanov","year":"2023","journal-title":"Eur. Manag. J."},{"key":"ref_45","doi-asserted-by":"crossref","unstructured":"Yoo, I., and Yi, C.-G. (2022). Economic Innovation Caused by Digital Transformation and Impact on Social Systems. Sustainability, 14.","DOI":"10.3390\/su14052600"},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"123733","DOI":"10.1016\/j.techfore.2024.123733","article-title":"Digital transformation of enterprises: Job creation or job destruction?","volume":"208","author":"Huang","year":"2024","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_47","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_48","doi-asserted-by":"crossref","first-page":"766","DOI":"10.1016\/j.eap.2024.07.017","article-title":"New mechanisms for increasing agricultural total factor productivity: Analysis of the regional effects of the digital economy","volume":"83","author":"Hu","year":"2024","journal-title":"Econ. Anal. Policy"},{"key":"ref_49","doi-asserted-by":"crossref","unstructured":"Xiao, J., Tan, Z., and Han, J. (2024). The Power of Big Data: The Impact of Urban Digital Transformation on Green Total Factor Productivity. Systems, 12.","DOI":"10.3390\/systems12010004"},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"303","DOI":"10.1016\/j.jbusres.2021.09.061","article-title":"Digital economy: An innovation driver for total factor productivity","volume":"139","author":"Pan","year":"2022","journal-title":"J. Bus. Res."},{"key":"ref_51","doi-asserted-by":"crossref","unstructured":"Glisovic, J., Gonz\u00e1lez, H., Saltuk, Y., and de Mariz, F. (2012). Volume Growth and Valuation Contraction, Global Microfinance Equity Valuation Survey 2012, World Bank Group. Working Paper 89806.","DOI":"10.2139\/ssrn.2625221"},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Zheng, X., Zhang, X., and Fan, D. (2023). Digital transformation, industrial structure change, and economic growth motivation: An empirical analysis based on manufacturing industry in Yangtze River Delta. PLoS ONE, 18.","DOI":"10.1371\/journal.pone.0284803"},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"104266","DOI":"10.1016\/j.scs.2022.104266","article-title":"Disentangling the complex impacts of urban digital transformation and environmental pollution: Evidence from smart city pilots in China","volume":"88","author":"Wu","year":"2023","journal-title":"Sustain. Cities Soc."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"945","DOI":"10.1007\/s10796-023-10406-5","article-title":"Responsible Digital Transformation for a Sustainable Society","volume":"25","author":"Pappas","year":"2023","journal-title":"Inf. Syst. Front."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"334","DOI":"10.1108\/TPM-12-2015-0058","article-title":"Mindful infrastructure as an enabler of innovation resilience behaviour in innovation teams","volume":"22","author":"Oeij","year":"2016","journal-title":"Team Perform. Manag."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"101625","DOI":"10.1016\/j.scs.2019.101625","article-title":"Urban resilience: A conceptual framework","volume":"50","author":"Ribeiro","year":"2019","journal-title":"Sustain. Cities Soc."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"104273","DOI":"10.1016\/j.scs.2022.104273","article-title":"Does regional integration improve economic resilience? Evidence from urban agglomerations in China","volume":"88","author":"Feng","year":"2023","journal-title":"Sustain. Cities Soc."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"103440","DOI":"10.1016\/j.cities.2021.103440","article-title":"What matters for regional economic resilience amid COVID-19? Evidence from cities in Northeast China","volume":"120","author":"Hu","year":"2022","journal-title":"Cities"},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"1200","DOI":"10.1080\/00343404.2019.1698720","article-title":"Regional disparities in economic resilience in the European Union across the urban\u2013rural divide","volume":"54","author":"Giannakis","year":"2020","journal-title":"Reg. Stud."},{"key":"ref_60","doi-asserted-by":"crossref","unstructured":"Park, Y.W., and Shintaku, J. (2022). Sustainable Human\u2013Machine Collaborations in Digital Transformation Technologies Adoption: A Comparative Case Study of Japan and Germany. Sustainability, 14.","DOI":"10.3390\/su141710583"},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"445","DOI":"10.1111\/ntwe.12244","article-title":"Who is leading the digital transformation? Understanding the adoption of digital technologies in Germany","volume":"37","author":"Ohlert","year":"2022","journal-title":"New Technol. Work Employ."},{"key":"ref_62","doi-asserted-by":"crossref","unstructured":"Boccardo, P., La Riccia, L., and Yadav, Y. (2024). Urban Echoes: Exploring the Dynamic Realities of Cities through Digital Twins. Land, 13.","DOI":"10.3390\/land13050635"},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"103819","DOI":"10.1016\/j.respol.2019.103819","article-title":"Bridging analog and digital expertise: Cross-domain collaboration and boundary-spanning tools in the creation of digital innovation","volume":"48","author":"Pershina","year":"2019","journal-title":"Res. Policy"},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"3963","DOI":"10.1080\/00207543.2021.1966118","article-title":"Blockchain-enabled digital twin collaboration platform for heterogeneous socialized manufacturing resource management","volume":"61","author":"Li","year":"2023","journal-title":"Int. J. Prod. Res."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"320","DOI":"10.1080\/14778238.2021.2015261","article-title":"Knowledge management and digital transformation for Industry 4.0: A structured literature review","volume":"20","author":"Machado","year":"2022","journal-title":"Knowl. Manag. Res. Pract."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"326","DOI":"10.1016\/j.lrp.2018.12.001","article-title":"Building dynamic capabilities for digital transformation: An ongoing process of strategic renewal","volume":"52","author":"Warner","year":"2019","journal-title":"Long Range Plan."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"122667","DOI":"10.1016\/j.eswa.2023.122667","article-title":"How to realize value creation of digital transformation? A system dynamics model","volume":"244","author":"Qiao","year":"2024","journal-title":"Expert Syst. Appl."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"102414","DOI":"10.1016\/j.technovation.2021.102414","article-title":"Digital transformation of industrial businesses: A dynamic capability approach","volume":"113","author":"Ghosh","year":"2022","journal-title":"Technovation"},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"1629","DOI":"10.1007\/s11187-021-00561-x","article-title":"The evolution of the global digital platform economy: 1971\u20132021","volume":"57","author":"Acs","year":"2021","journal-title":"Small Bus. Econ."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"101","DOI":"10.1007\/s00168-022-01154-6","article-title":"The global digital platform economy and the region","volume":"70","author":"Acs","year":"2023","journal-title":"Ann. Reg. Sci."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"101454","DOI":"10.1016\/j.chieco.2020.101454","article-title":"Green total factor productivity: A re-examination of quality of growth for provinces in China","volume":"62","author":"Xia","year":"2020","journal-title":"China Econ. Rev."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"100487","DOI":"10.1016\/j.jik.2024.100487","article-title":"Digital transformation, total factor productivity, and firm innovation investment","volume":"9","author":"Yu","year":"2024","journal-title":"J. Innov. Knowl."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"162708","DOI":"10.1016\/j.scitotenv.2023.162708","article-title":"Influences of the ongoing digital transformation of the Chinese Economy on innovation of sustainable green technologies","volume":"875","author":"Chen","year":"2023","journal-title":"Sci. Total Environ."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"139245","DOI":"10.1016\/j.jclepro.2023.139245","article-title":"How does the digital transformation of corporates affect green technology innovation? An empirical study from the perspective of asymmetric effects and structural breakpoints","volume":"428","author":"Dou","year":"2023","journal-title":"J. Clean. Prod."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"119906","DOI":"10.1016\/j.jenvman.2023.119906","article-title":"The Collision of digital and green: Digital transformation and green economic efficiency","volume":"351","author":"Lv","year":"2024","journal-title":"J. Environ. Manag."},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"104667","DOI":"10.1016\/j.resourpol.2024.104667","article-title":"Natural resources and green economic growth: A pathway to innovation and digital transformation in the mining industry","volume":"90","author":"Zhou","year":"2024","journal-title":"Resour. Policy"},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"106810","DOI":"10.1016\/j.econmod.2024.106810","article-title":"Does digital transformation promote global value chain upgrading? Evidence from Chinese manufacturing firms","volume":"139","author":"Feng","year":"2024","journal-title":"Econ. Model."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"101218","DOI":"10.1016\/j.esr.2023.101218","article-title":"The digital economy, industrial structure upgrading, and carbon emission intensity\u2014\u2014Empirical evidence from China\u2019s provinces","volume":"50","author":"Chang","year":"2023","journal-title":"Energy Strategy Rev."},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1016\/S0040-1625(00)00076-7","article-title":"Creating Incentives for Environmentally Enhancing Technological Change: Lessons from 30 Years of U.S. Energy Technology Policy","volume":"65","year":"2000","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"119683","DOI":"10.1016\/j.envres.2024.119683","article-title":"Digital transformation and synergistic reduction in pollution and carbon Emissions\u2014\u2014An analysis from a dynamic capability perspective","volume":"261","author":"Chong","year":"2024","journal-title":"Environ. Res."},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"118639","DOI":"10.1016\/j.envres.2024.118639","article-title":"How digital transformation facilitate synergy for pollution and carbon reduction: Evidence from China","volume":"251","author":"Liu","year":"2024","journal-title":"Environ. Res."},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"3955","DOI":"10.1080\/09537325.2023.2237137","article-title":"The impact of digital transformation on enterprise vitality\u2014Evidence from listed companies in China","volume":"36","author":"Yang","year":"2024","journal-title":"Technol. Anal. Strateg. Manag."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"102200","DOI":"10.1016\/j.techsoc.2023.102200","article-title":"Do digital inclusive finance, innovation, and entrepreneurship activities stimulate vitality of the urban economy? Empirical evidence from the Yangtze River Delta, China","volume":"72","author":"Sun","year":"2023","journal-title":"Technol. Soc."},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"102490","DOI":"10.1016\/j.habitatint.2021.102490","article-title":"The impacts of urban vitality and urban density on innovation: Evidence from China\u2019s Greater Bay Area","volume":"119","author":"Chen","year":"2022","journal-title":"Habitat Int."},{"key":"ref_85","first-page":"235","article-title":"The Role of Parallel Trends in Event Study Settings: An Application to Environmental Economics","volume":"8","author":"Marcus","year":"2020","journal-title":"J. Assoc. Environ. Resour. Econ."},{"key":"ref_86","doi-asserted-by":"crossref","first-page":"1173","DOI":"10.1037\/0022-3514.51.6.1173","article-title":"The moderator\u2013mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations","volume":"51","author":"Baron","year":"1986","journal-title":"J. Personal. Soc. Psychol."},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"1801","DOI":"10.1111\/pirs.12430","article-title":"The resilience of cities to economic shocks: A tale of four recessions (and the challenge of Brexit)","volume":"98","author":"Martin","year":"2019","journal-title":"Pap. Reg. Sci."},{"key":"ref_88","doi-asserted-by":"crossref","first-page":"42","DOI":"10.1080\/13662716.2023.2269110","article-title":"On the resilience of innovation systems","volume":"31","author":"Frenken","year":"2024","journal-title":"Ind. Innov."},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"120424","DOI":"10.1016\/j.jenvman.2024.120424","article-title":"The impact of green innovation resilience on energy efficiency: A perspective based on the development of the digital economy","volume":"355","author":"Wu","year":"2024","journal-title":"J. Environ. Manag."},{"key":"ref_90","doi-asserted-by":"crossref","unstructured":"Bristow, G., and Healy, A. (2020). Handbook on Regional Economic Resilience, Edward Elgar Publishing.","DOI":"10.4337\/9781785360862.00005"},{"key":"ref_91","doi-asserted-by":"crossref","first-page":"86","DOI":"10.1016\/j.scs.2016.12.003","article-title":"A review of the theory and practice of regional resilience","volume":"29","author":"Peng","year":"2017","journal-title":"Sustain. Cities Soc."},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"875","DOI":"10.1080\/00343404.2011.596701","article-title":"Regional Innovation Systems: Theory, Empirics and Policy","volume":"45","author":"Asheim","year":"2011","journal-title":"Reg. Stud."},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1093\/cjres\/rsq004","article-title":"Regional resilience: Theoretical and empirical perspectives","volume":"3","author":"Christopherson","year":"2010","journal-title":"Camb. J. Reg. Econ. Soc."},{"key":"ref_94","doi-asserted-by":"crossref","first-page":"101","DOI":"10.1177\/09697764231172326","article-title":"Rethinking regional economic resilience: Preconditions and processes shaping transformative resilience","volume":"31","author":"Trippl","year":"2023","journal-title":"Eur. Urban Reg. Stud."}],"container-title":["Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2079-8954\/13\/1\/8\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T17:00:52Z","timestamp":1760115652000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2079-8954\/13\/1\/8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,12,26]]},"references-count":94,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2025,1]]}},"alternative-id":["systems13010008"],"URL":"https:\/\/doi.org\/10.3390\/systems13010008","relation":{},"ISSN":["2079-8954"],"issn-type":[{"value":"2079-8954","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,12,26]]}}}