{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,21]],"date-time":"2026-04-21T03:54:24Z","timestamp":1776743664341,"version":"3.51.2"},"reference-count":79,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2023,2,7]],"date-time":"2023-02-07T00:00:00Z","timestamp":1675728000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,2,7]],"date-time":"2023-02-07T00:00:00Z","timestamp":1675728000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Pers Ubiquit Comput"],"published-print":{"date-parts":[[2023,8]]},"DOI":"10.1007\/s00779-023-01711-6","type":"journal-article","created":{"date-parts":[[2023,2,7]],"date-time":"2023-02-07T13:32:47Z","timestamp":1675776767000},"page":"1455-1467","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":10,"title":["Adoption of AI in response to COVID-19\u2014a configurational perspective"],"prefix":"10.1007","volume":"27","author":[{"given":"Lili","family":"Mi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wei","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yu-Hsi","family":"Yuan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xuefeng","family":"Shao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yifan","family":"Zhong","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2023,2,7]]},"reference":[{"key":"1711_CR1","volume-title":"COVID-19 has changed online shopping forever, survey shows","author":"UNCTAD","year":"2020","unstructured":"UNCTAD (2020) COVID-19 has changed online shopping forever, survey shows. UNCTAD.\u00a0https:\/\/unctad.org\/news\/covid-19-has-changed-online-shopping-forever-survey-shows. Accessed 15 Jan\u00a02022"},{"key":"1711_CR2","unstructured":"OECD (2020) Digital transformation in the age of COVID-19: building resilience and bridging divides.\u00a0OECD. https:\/\/www.oecd.org\/digital\/digital-economy-outlook-covid.pdf. Accessed 15 Jan\u00a02022"},{"key":"1711_CR3","volume-title":"How COVID-19 triggered the digital and e-commerce turning point","author":"UNCTAD","year":"2021","unstructured":"UNCTAD (2021) How COVID-19 triggered the digital and e-commerce turning point.\u00a0UNCTAD. https:\/\/unctad.org\/news\/how-covid-19-triggered-digital-and-e-commerce-turning-point. Accessed 1 Feb\u00a02022"},{"issue":"2","key":"1711_CR4","doi-asserted-by":"publisher","first-page":"101797","DOI":"10.1016\/j.ibusrev.2021.101797","volume":"30","author":"Y Luo","year":"2021","unstructured":"Luo Y (2021) New OLI advantages in digital globalization. Int Bus Rev 30(2):101797","journal-title":"Int Bus Rev"},{"issue":"1","key":"1711_CR5","doi-asserted-by":"publisher","first-page":"99","DOI":"10.1177\/014920639101700108","volume":"17","author":"J Barney","year":"1991","unstructured":"Barney J (1991) Firm resources and sustained competitive advantage. J Manag 17(1):99\u2013120. https:\/\/doi.org\/10.1177\/014920639101700108. http:\/\/ezproxy.massey.ac.nz\/login?url=http:\/\/search.ebscohost.com\/login.aspx?direct=true&db=bth&AN=5978921&site=eds-live&scope=site","journal-title":"J Manag"},{"issue":"1","key":"1711_CR6","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1007\/s11301-020-00181-x","volume":"71","author":"C Keding","year":"2021","unstructured":"Keding C (2021) Understanding the interplay of artificial intelligence and strategic management: four decades of research in review. Manag Rev Q 71(1):91\u2013134. https:\/\/doi.org\/10.1007\/s11301-020-00181-x","journal-title":"Manag Rev Q"},{"key":"1711_CR7","doi-asserted-by":"publisher","first-page":"102310","DOI":"10.1016\/j.ijinfomgt.2021.102310","volume":"58","author":"IO Pappas","year":"2021","unstructured":"Pappas IO, Woodside AG (2021) Fuzzy-set qualitative comparative analysis (fsQCA): guidelines for research practice in information systems and marketing. Int J Inf Manag 58:102310. https:\/\/doi.org\/10.1016\/j.ijinfomgt.2021.102310","journal-title":"Int J Inf Manag"},{"issue":"4","key":"1711_CR8","doi-asserted-by":"publisher","first-page":"1180","DOI":"10.5465\/amr.2007.26586092","volume":"32","author":"PC Fiss","year":"2007","unstructured":"Fiss PC (2007) A set-theoretic approach to organizational configurations. Acad Manage Rev 32(4):1180\u20131198","journal-title":"Acad Manage Rev"},{"key":"1711_CR9","doi-asserted-by":"publisher","first-page":"14","DOI":"10.1016\/j.dss.2019.03.004","volume":"120","author":"M Ghasemaghaei","year":"2019","unstructured":"Ghasemaghaei M (2019) Does data analytics use improve firm decision making quality? The role of knowledge sharing and data analytics competency. Decis Support Syst 120:14\u201324. https:\/\/doi.org\/10.1016\/j.dss.2019.03.004","journal-title":"Decis Support Syst"},{"issue":"4","key":"1711_CR10","doi-asserted-by":"publisher","first-page":"455","DOI":"10.1057\/s41267-020-00313-1","volume":"51","author":"S Fainshmidt","year":"2020","unstructured":"Fainshmidt S, Witt MA, Aguilera RV, Verbeke A (2020) The contributions of qualitative comparative analysis (QCA) to international business research. J Int Bus Stud 51(4):455\u2013466. https:\/\/doi.org\/10.1057\/s41267-020-00313-1","journal-title":"J Int Bus Stud"},{"issue":"1","key":"1711_CR11","doi-asserted-by":"publisher","first-page":"6","DOI":"10.1017\/mor.2021.9","volume":"17","author":"MA Witt","year":"2021","unstructured":"Witt MA, Li PP, V\u00e4likangas L, Lewin AY (2021) De-globalization and decoupling: game changing consequences? Manag Organ Rev 17(1):6\u201315. https:\/\/doi.org\/10.1017\/mor.2021.9","journal-title":"Manag Organ Rev"},{"key":"1711_CR12","volume-title":"Processes of technological innovation","author":"LG Tornatzky","year":"1990","unstructured":"Tornatzky LG, Fleischer M, Chakrabarti AK (1990) Processes of technological innovation. Lexington Books"},{"issue":"4","key":"1711_CR13","doi-asserted-by":"publisher","first-page":"824","DOI":"10.1108\/JKM-10-2017-0448","volume":"22","author":"P Soto-Acosta","year":"2018","unstructured":"Soto-Acosta P, Popa S, Martinez-Conesa I (2018) Information technology, knowledge management and environmental dynamism as drivers of innovation ambidexterity: a study in SMEs. J Knowl Manag 22(4):824\u2013849. https:\/\/doi.org\/10.1108\/JKM-10-2017-0448","journal-title":"J Knowl Manag"},{"issue":"2","key":"1711_CR14","doi-asserted-by":"publisher","first-page":"3161","DOI":"10.1002\/smj.3161","volume":"42","author":"M Wenzel","year":"2021","unstructured":"Wenzel M, Stanske S, Lieberman MB (2021) Strategic responses to crisis. Strateg Manag J 42(2):3161. https:\/\/doi.org\/10.1002\/smj.3161","journal-title":"Strateg Manag J"},{"key":"1711_CR15","doi-asserted-by":"publisher","first-page":"102723","DOI":"10.1016\/j.ijhm.2020.102723","volume":"92","author":"M Breier","year":"2021","unstructured":"Breier M, Kallmuenzer A, Clauss T, Gast J, Kraus S, Tiberius V (2021) The role of business model innovation in the hospitality industry during the COVID-19 crisis. Int J Hosp Manag 92:102723. https:\/\/doi.org\/10.1016\/j.ijhm.2020.102723","journal-title":"Int J Hosp Manag"},{"issue":"3","key":"1711_CR16","doi-asserted-by":"publisher","first-page":"265","DOI":"10.1016\/j.ijinfomgt.2009.09.007","volume":"30","author":"Y Zhu","year":"2010","unstructured":"Zhu Y, Li Y, Wang W, Chen J (2010) What leads to post-implementation success of ERP? An empirical study of the Chinese retail industry. Int J Inf Manage 30(3):265\u2013276","journal-title":"Int J Inf Manage"},{"key":"1711_CR17","doi-asserted-by":"publisher","unstructured":"Liu W, Xu Y, Fan D, Li Y, Shao XF, Zheng J (2021) Alleviating corporate environmental pollution threats toward public health and safety: the role of smart city and artificial intelligence. Safety Sci 143:105433. https:\/\/doi.org\/10.1016\/j.ssci.2021.105433","DOI":"10.1016\/j.ssci.2021.105433"},{"issue":"5","key":"1711_CR18","doi-asserted-by":"publisher","first-page":"1983","DOI":"10.1093\/rfs\/hhz014","volume":"32","author":"F D\u2019Acunto","year":"2019","unstructured":"D\u2019Acunto F, Prabhala N, Rossi AG (2019) The promises and pitfalls of Robo-advising. Rev Financ Stud 32(5):1983\u20132020. https:\/\/doi.org\/10.1093\/rfs\/hhz014","journal-title":"Rev Financ Stud"},{"issue":"1","key":"1711_CR19","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1108\/SL-12-2016-0085","volume":"45","author":"V Kolbj\u00f8rnsrud","year":"2017","unstructured":"Kolbj\u00f8rnsrud V, Amico R, Thomas RJ (2017) Partnering with AI: how organizations can win over skeptical managers. Strategy Leadersh 45(1):37\u201343. https:\/\/doi.org\/10.1108\/SL-12-2016-0085","journal-title":"Strategy Leadersh"},{"issue":"4","key":"1711_CR20","first-page":"22","volume":"60","author":"S Barro","year":"2019","unstructured":"Barro S, Davenport TH (2019) People and machines: partners in innovation. MIT Sloan Manag Rev 60(4):22\u201328 https:\/\/go.exlibris.link\/6DrpbTYq","journal-title":"MIT Sloan Manag Rev"},{"issue":"4","key":"1711_CR21","doi-asserted-by":"publisher","first-page":"577","DOI":"10.1016\/j.bushor.2018.03.007","volume":"61","author":"MH Jarrahi","year":"2018","unstructured":"Jarrahi MH (2018) Artificial intelligence and the future of work: human-AI symbiosis in organizational decision making. Bus Horiz 61(4):577\u2013586. https:\/\/doi.org\/10.1016\/j.bushor.2018.03.007","journal-title":"Bus Horiz"},{"issue":"3","key":"1711_CR22","doi-asserted-by":"publisher","first-page":"387","DOI":"10.1016\/j.ijinfomgt.2014.02.002","volume":"34","author":"O Kwon","year":"2014","unstructured":"Kwon O, Lee N, Shin B (2014) Data quality management, data usage experience and acquisition intention of big data analytics. Int J Inf Manag 34(3):387\u2013394. https:\/\/doi.org\/10.1016\/j.ijinfomgt.2014.02.002","journal-title":"Int J Inf Manag"},{"issue":"3\u20134","key":"1711_CR23","doi-asserted-by":"publisher","first-page":"257","DOI":"10.3233\/ISU-130712","volume":"33","author":"SR Sukumar","year":"2013","unstructured":"Sukumar SR, Ferrell RK (2013) \u201cBig Data\u201d collaboration: exploring, recording and sharing enterprise knowledge. Inf Serv Use 33(3\u20134):257\u2013270. https:\/\/doi.org\/10.3233\/ISU-130712","journal-title":"Inf Serv Use"},{"issue":"1","key":"1711_CR24","doi-asserted-by":"publisher","first-page":"23","DOI":"10.1016\/j.giq.2012.08.004","volume":"30","author":"B Detlor","year":"2013","unstructured":"Detlor B, Hupfer ME, Ruhi U, Zhao L (2013) Information quality and community municipal portal use. Gov Inf Q 30(1):23\u201332. https:\/\/doi.org\/10.1016\/j.giq.2012.08.004","journal-title":"Gov Inf Q"},{"issue":"4","key":"1711_CR25","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1080\/07421222.1996.11518099","volume":"12","author":"RY Wang","year":"1996","unstructured":"Wang RY, Strong DM (1996) Beyond accuracy: what data quality means to data consumers. J Manag Inf Syst 12(4):5\u201333. https:\/\/doi.org\/10.1080\/07421222.1996.11518099","journal-title":"J Manag Inf Syst"},{"issue":"4","key":"1711_CR26","doi-asserted-by":"publisher","first-page":"381","DOI":"10.1057\/ejis.2013.10","volume":"22","author":"M Lycett","year":"2013","unstructured":"Lycett M (2013) \u201cDatafication\u201d: making sense of (big) data in a complex world. Eur J Inf Syst 22(4):381\u2013386. https:\/\/doi.org\/10.1057\/ejis.2013.10","journal-title":"Eur J Inf Syst"},{"key":"1711_CR27","doi-asserted-by":"publisher","first-page":"72","DOI":"10.1016\/j.ijpe.2014.04.018","volume":"154","author":"BT Hazen","year":"2014","unstructured":"Hazen BT, Boone CA, Ezell JD, Jones-Farmer LA (2014) Data quality for data science, predictive analytics, and big data in supply chain management: an introduction to the problem and suggestions for research and applications. Int J Prod Econ 154:72\u201380. https:\/\/doi.org\/10.1016\/j.ijpe.2014.04.018","journal-title":"Int J Prod Econ"},{"key":"1711_CR28","doi-asserted-by":"publisher","first-page":"95","DOI":"10.1016\/j.dss.2017.06.004","volume":"101","author":"M Ghasemaghaei","year":"2017","unstructured":"Ghasemaghaei M, Hassanein K, Turel O (2017) Increasing firm agility through the use of data analytics: the role of fit. Decis Support Syst 101:95\u2013105. https:\/\/doi.org\/10.1016\/j.dss.2017.06.004","journal-title":"Decis Support Syst"},{"key":"1711_CR29","doi-asserted-by":"crossref","unstructured":"Wu C, Buyya R, Ramamohanarao K (2016) Big data analytics = machine learning + cloud computing. arXiv preprint arXiv:1601.03115. Accessed 1 Feb\u00a02022","DOI":"10.1016\/B978-0-12-805394-2.00001-5"},{"issue":"2","key":"1711_CR30","doi-asserted-by":"publisher","first-page":"77","DOI":"10.1111\/jbl.12010","volume":"34","author":"MA Waller","year":"2013","unstructured":"Waller MA, Fawcett SE (2013) Data science, predictive analytics, and big data: a revolution that will transform supply chain design and management. J Bus Logist 34(2):77\u201384. https:\/\/doi.org\/10.1111\/jbl.12010","journal-title":"J Bus Logist"},{"issue":"1","key":"1711_CR31","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1108\/09685220610648373","volume":"14","author":"F Draganidis","year":"2006","unstructured":"Draganidis F, Mentzas G (2006) Competency based management: a review of systems and approaches. Inf Manag Comput Secur 14(1):51\u201364. https:\/\/doi.org\/10.1108\/09685220610648373","journal-title":"Inf Manag Comput Secur"},{"issue":"1","key":"1711_CR32","doi-asserted-by":"publisher","first-page":"101","DOI":"10.1016\/j.jsis.2017.10.001","volume":"27","author":"M Ghasemaghaei","year":"2018","unstructured":"Ghasemaghaei M, Ebrahimi S, Hassanein K (2018) Data analytics competency for improving firm decision making performance. J Strateg Inf Syst 27(1):101\u2013113. https:\/\/doi.org\/10.1016\/j.jsis.2017.10.001","journal-title":"J Strateg Inf Syst"},{"issue":"7","key":"1711_CR33","doi-asserted-by":"publisher","first-page":"2966","DOI":"10.1287\/mnsc.2018.3093","volume":"65","author":"A Lambrecht","year":"2019","unstructured":"Lambrecht A, Tucker C (2019) Algorithmic bias? An empirical study of apparent gender-based discrimination in the display of STEM career ads. Manag Sci 65(7):2966\u20132981. https:\/\/doi.org\/10.1287\/mnsc.2018.3093","journal-title":"Manag Sci"},{"issue":"1","key":"1711_CR34","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1016\/S0377-2217(96)00378-5","volume":"99","author":"J-C Pomerol","year":"1997","unstructured":"Pomerol J-C (1997) Artificial intelligence and human decision making. Eur J Oper Res 99(1):3\u201325. https:\/\/doi.org\/10.1016\/S0377-2217(96)00378-5","journal-title":"Eur J Oper Res"},{"issue":"6","key":"1711_CR35","doi-asserted-by":"publisher","first-page":"823","DOI":"10.1016\/j.bushor.2018.07.001","volume":"61","author":"SA Wright","year":"2018","unstructured":"Wright SA, Schultz AE (2018) The rising tide of artificial intelligence and business automation: developing an ethical framework. Bus Horiz 61(6):823\u2013832. https:\/\/doi.org\/10.1016\/j.bushor.2018.07.001","journal-title":"Bus Horiz"},{"issue":"4","key":"1711_CR36","doi-asserted-by":"publisher","first-page":"473","DOI":"10.5465\/amp.2016.0140","volume":"32","author":"GP Hodgkinson","year":"2018","unstructured":"Hodgkinson GP, Sadler-Smith E (2018) The dynamics of intuition and analysis in managerial and organizational decision making. Acad Manag Perspect 32(4):473\u2013492. https:\/\/doi.org\/10.5465\/amp.2016.0140","journal-title":"Acad Manag Perspect"},{"key":"1711_CR37","first-page":"23","volume-title":"Intuition in judgment and decision making","author":"S Epstein","year":"2008","unstructured":"Epstein S (2008) Intuition from the perspective of cognitive-experiential self-theory. In: Intuition in judgment and decision making. Lawrence Erlbaum Associates Publishers, pp 23\u201337"},{"issue":"1","key":"1711_CR38","doi-asserted-by":"publisher","first-page":"33","DOI":"10.5465\/amr.2007.23463682","volume":"32","author":"E Dane","year":"2007","unstructured":"Dane E, Pratt MG (2007) Exploring intuition and its role in managerial decision making. Acad Manag Rev 32(1):33\u201354. https:\/\/doi.org\/10.5465\/amr.2007.23463682","journal-title":"Acad Manag Rev"},{"issue":"6","key":"1711_CR39","doi-asserted-by":"publisher","first-page":"972","DOI":"10.1037\/\/0022-3514.76.6.972","volume":"76","author":"R Pacini","year":"1999","unstructured":"Pacini R, Epstein S (1999) The relation of rational and experiential information processing styles to personality, basic beliefs, and the ratio-bias phenomenon. J Pers Soc Psychol 76(6):972\u2013987. https:\/\/doi.org\/10.1037\/\/0022-3514.76.6.972","journal-title":"J Pers Soc Psychol"},{"issue":"4","key":"1711_CR40","first-page":"66","volume":"65","author":"H Mintzberg","year":"1987","unstructured":"Mintzberg H (1987) Crafting strategy. Harv Bus Rev 65(4):66\u201375 https:\/\/go.exlibris.link\/mZ8tCnbm","journal-title":"Harv Bus Rev"},{"key":"1711_CR41","doi-asserted-by":"publisher","DOI":"10.4018\/978-1-59140-976-2","volume-title":"Strategic alignment process and decision support systems: theory and case studies","author":"T Shimizu","year":"2006","unstructured":"Shimizu T, Carvalho MM, Laurindo FJB (2006) Strategic alignment process and decision support systems: theory and case studies, vol 24x. https:\/\/go.exlibris.link\/6FLhTHHL. IRM Press"},{"issue":"1","key":"1711_CR42","doi-asserted-by":"publisher","first-page":"11","DOI":"10.1287\/isre.12.1.11.9714","volume":"12","author":"R Sabherwal","year":"2001","unstructured":"Sabherwal R, Chan YE (2001) Alignment between business and IS strategies: a study of prospectors, analyzers, and defenders. Inf Syst 12(1):11\u201333","journal-title":"Inf Syst"},{"issue":"2","key":"1711_CR43","doi-asserted-by":"publisher","first-page":"71","DOI":"10.1287\/stsc.2015.0010","volume":"1","author":"MJ Benner","year":"2016","unstructured":"Benner MJ, Zenger T (2016) The lemons problem in markets for strategy. Strategy Sci 1(2):71\u201389. https:\/\/doi.org\/10.1287\/stsc.2015.0010","journal-title":"Strategy Sci"},{"issue":"1","key":"1711_CR44","doi-asserted-by":"publisher","first-page":"10","DOI":"10.1108\/SL-10-2017-0096","volume":"46","author":"S Berman","year":"2018","unstructured":"Berman S, Dalzell-Payne P (2018) The interaction of strategy and technology in an era of business re-invention. Strategy Leadersh 46(1):10\u201315. https:\/\/doi.org\/10.1108\/SL-10-2017-0096","journal-title":"Strategy Leadersh"},{"issue":"2","key":"1711_CR45","doi-asserted-by":"publisher","first-page":"154","DOI":"10.1002\/sej.1313","volume":"13","author":"J Brinckmann","year":"2019","unstructured":"Brinckmann J, Villanueva J, Grichnik D, Singh L (2019) Sources of strategic flexibility in new ventures: an analysis of the role of resource leveraging practices. Strateg Entrep J 13(2):154\u2013178. https:\/\/doi.org\/10.1002\/sej.1313","journal-title":"Strateg Entrep J"},{"issue":"4","key":"1711_CR46","first-page":"19","volume":"59","author":"TH Davenport","year":"2018","unstructured":"Davenport TH, Mahidhar V (2018) What\u2019s your cognitive strategy? MIT Sloan Manag Rev 59(4):19\u201323 https:\/\/go.exlibris.link\/gpxqhxpy","journal-title":"MIT Sloan Manag Rev"},{"key":"1711_CR47","doi-asserted-by":"publisher","unstructured":"Lepp\u00e4nen DP, George PG, Alexy DO (2021) When do novel business models lead to high firm performance? A configurational approach to value drivers, competitive strategy, and firm environment. Acad Manag J. https:\/\/doi.org\/10.5465\/amj.2020.0969","DOI":"10.5465\/amj.2020.0969"},{"issue":"1","key":"1711_CR48","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1002\/smj.642","volume":"29","author":"C Zott","year":"2008","unstructured":"Zott C, Amit R (2008) The fit between product market strategy and business model: implications for firm performance. Strateg Manag J 29(1):1\u201326. https:\/\/doi.org\/10.1002\/smj.642http:\/\/ezproxy.massey.ac.nz\/login?url=http:\/\/search.ebscohost.com\/login.aspx?direct=true&db=bth&AN=27704253&site=eds-live&scope=site","journal-title":"Strateg Manag J"},{"issue":"2\u20133","key":"1711_CR49","doi-asserted-by":"publisher","first-page":"370","DOI":"10.1016\/j.lrp.2009.07.006","volume":"43","author":"YL Doz","year":"2010","unstructured":"Doz YL, Kosonen M (2010) Embedding strategic agility. Long Range Plann 43(2\u20133):370\u2013382. https:\/\/doi.org\/10.1016\/j.lrp.2009.07.006","journal-title":"Long Range Plann"},{"issue":"2","key":"1711_CR50","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1287\/stsc.2017.0029","volume":"2","author":"BS Vanneste","year":"2017","unstructured":"Vanneste BS (2017) How much do industry, corporation, and business matter, really? A meta-analysis. Strategy Sci 2(2):121\u2013139. https:\/\/doi.org\/10.1287\/stsc.2017.0029","journal-title":"Strategy Sci"},{"issue":"11","key":"1711_CR51","doi-asserted-by":"publisher","first-page":"2020","DOI":"10.1002\/smj.3282","volume":"42","author":"A Almeida Costa","year":"2021","unstructured":"Almeida Costa A, Zemsky P (2021) The choice of value-based strategies under rivalry: whether to enhance value creation or bargaining capabilities. Strateg Manag J 42(11):2020\u20132046. https:\/\/doi.org\/10.1002\/smj.3282","journal-title":"Strateg Manag J"},{"issue":"1","key":"1711_CR52","doi-asserted-by":"publisher","first-page":"113","DOI":"10.3390\/rel14010113","volume":"14","author":"J Shao","year":"2023","unstructured":"Shao J, Zhang T, Lee YC, Xu Y (2023) Does a religious atmosphere impact corporate social responsibility? A comparative study between Taoist and Buddhist dominated atmospheres. Religions 14(1):113. https:\/\/doi.org\/10.3390\/rel14010113","journal-title":"Religions"},{"issue":"11","key":"1711_CR53","doi-asserted-by":"publisher","first-page":"1661","DOI":"10.1287\/mnsc.1060.0576","volume":"52","author":"JJP Jansen","year":"2006","unstructured":"Jansen JJP, Van Den Bosch FAJ, Volberda HW (2006) Exploratory innovation, exploitative innovation, and performance: effects of organizational antecedents and environmental moderators. Manag Sci 52(11):1661\u20131674. https:\/\/doi.org\/10.1287\/mnsc.1060.0576","journal-title":"Manag Sci"},{"issue":"9","key":"1711_CR54","doi-asserted-by":"publisher","first-page":"1444","DOI":"10.1108\/00251741111173934","volume":"49","author":"T-T Yang","year":"2011","unstructured":"Yang T-T, Li C-R (2011) Competence exploration and exploitation in new product development: the moderating effects of environmental dynamism and competitiveness. Manag Decis 49(9):1444\u20131470. https:\/\/doi.org\/10.1108\/00251741111173934","journal-title":"Manag Decis"},{"issue":"10","key":"1711_CR55","doi-asserted-by":"publisher","first-page":"1658","DOI":"10.1108\/00251741111183816","volume":"49","author":"Y-Y Chang","year":"2011","unstructured":"Chang Y-Y, Hughes M, Hotho S (2011) Internal and external antecedents of SMEs\u2019 innovation ambidexterity outcomes. Manag Decis 49(10):1658\u20131676. https:\/\/doi.org\/10.1108\/00251741111183816","journal-title":"Manag Decis"},{"issue":"4","key":"1711_CR56","doi-asserted-by":"publisher","first-page":"203","DOI":"10.1016\/j.jik.2020.07.003","volume":"6","author":"T Clauss","year":"2021","unstructured":"Clauss T, Kraus S, Kallinger FL, Bican PM, Brem A, Kailer N (2021) Organizational ambidexterity and competitive advantage: the role of strategic agility in the exploration-exploitation paradox. J Innov Knowl 6(4):203\u2013213. https:\/\/doi.org\/10.1016\/j.jik.2020.07.003","journal-title":"J Innov Knowl"},{"key":"1711_CR57","doi-asserted-by":"publisher","unstructured":"Park Y, Fiss PC, El Sawy OA (2020) Theorizing the multiplicity of digital phenomena: the ecology of configurations, causal recipes, and guidelines for applying QCA. Mis Q 44(4):1493\u20131520. https:\/\/doi.org\/10.25300\/MISQ\/2020\/13879","DOI":"10.25300\/MISQ\/2020\/13879"},{"issue":"1","key":"1711_CR58","doi-asserted-by":"publisher","first-page":"60","DOI":"10.1017\/jmo.2014.65","volume":"21","author":"S Elbanna","year":"2015","unstructured":"Elbanna S, Di Benedetto CA, Gherib J (2015) Do environment and intuition matter in the relationship between decision politics and success? J Manag Organ 21(1):60\u201381. https:\/\/doi.org\/10.1017\/jmo.2014.65","journal-title":"J Manag Organ"},{"issue":"1\u20132","key":"1711_CR59","doi-asserted-by":"publisher","first-page":"149","DOI":"10.1016\/j.lrp.2012.09.007","volume":"46","author":"S Elbanna","year":"2013","unstructured":"Elbanna S, Child J, Dayan M (2013) A model of antecedents and consequences of intuition in strategic decision-making: evidence from Egypt. Long Range Plann 46(1\u20132):149\u2013176. https:\/\/doi.org\/10.1016\/j.lrp.2012.09.007","journal-title":"Long Range Plann"},{"issue":"2","key":"1711_CR60","doi-asserted-by":"publisher","first-page":"82","DOI":"10.1016\/j.pursup.2016.09.001","volume":"23","author":"L Kaufmann","year":"2017","unstructured":"Kaufmann L, Wagner CM, Carter CR (2017) Individual modes and patterns of rational and intuitive decision-making by purchasing managers. J Purch Supply Manag 23(2):82\u201393. https:\/\/doi.org\/10.1016\/j.pursup.2016.09.001","journal-title":"J Purch Supply Manag"},{"issue":"4","key":"1711_CR61","doi-asserted-by":"publisher","first-page":"561","DOI":"10.1111\/j.1467-6486.2006.00670.x","volume":"44","author":"S Elbanna","year":"2007","unstructured":"Elbanna S, Child J (2007) The influence of decision, environmental and firm characteristics on the rationality of strategic decision-making. J Manag Stud 44(4):561\u2013591. https:\/\/doi.org\/10.1111\/j.1467-6486.2006.00670.x","journal-title":"J Manag Stud"},{"issue":"3","key":"1711_CR62","doi-asserted-by":"publisher","first-page":"101148","DOI":"10.1016\/j.jwb.2020.101148","volume":"56","author":"J Sun","year":"2021","unstructured":"Sun J, Maksimov V, Wang SL, Luo Y (2021) Developing compositional capability in emerging-market SMEs. J World Bus 56(3):101148. https:\/\/doi.org\/10.1016\/j.jwb.2020.101148","journal-title":"J World Bus"},{"issue":"1","key":"1711_CR63","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1016\/j.leaqua.2008.11.008","volume":"20","author":"JJP Jansen","year":"2009","unstructured":"Jansen JJP, Vera D, Crossan M (2009) Strategic leadership for exploration and exploitation: the moderating role of environmental dynamism. Leadersh Q 20(1):5\u201318. https:\/\/doi.org\/10.1016\/j.leaqua.2008.11.008","journal-title":"Leadersh Q"},{"issue":"4","key":"1711_CR64","doi-asserted-by":"publisher","first-page":"867","DOI":"10.1177\/1042258721998946","volume":"45","author":"J Soluk","year":"2021","unstructured":"Soluk J, Miroshnychenko I, Kammerlander N, De Massis A (2021) Family influence and digital business model innovation: the enabling role of dynamic capabilities. Entrep Theor Pract 45(4):867\u2013905. https:\/\/doi.org\/10.1177\/1042258721998946","journal-title":"Entrep Theor Pract"},{"issue":"2","key":"1711_CR65","doi-asserted-by":"publisher","first-page":"533","DOI":"10.1007\/s10490-015-9428-x","volume":"33","author":"H Guo","year":"2016","unstructured":"Guo H, Su Z, Ahlstrom D (2016) Business model innovation: the effects of exploratory orientation, opportunity recognition, and entrepreneurial bricolage in an emerging economy. Asia Pac J Manag 33(2):533\u2013549. https:\/\/doi.org\/10.1007\/s10490-015-9428-x","journal-title":"Asia Pac J Manag"},{"issue":"4","key":"1711_CR66","doi-asserted-by":"publisher","first-page":"1019","DOI":"10.1177\/014920631140626558","volume":"37","author":"C Zott","year":"2011","unstructured":"Zott C, Amit R, Massa L (2011) The business model: recent developments and future research. J Manag 37(4):1019\u20131042. https:\/\/doi.org\/10.1177\/014920631140626558","journal-title":"J Manag"},{"issue":"3","key":"1711_CR67","doi-asserted-by":"publisher","first-page":"421","DOI":"10.2307\/239320359","volume":"36","author":"RP Bagozzi","year":"1991","unstructured":"Bagozzi RP, Yi Y, Phillips LW (1991) Assessing construct validity in organizational research. Admin Sci Q 36(3):421\u2013458. https:\/\/doi.org\/10.2307\/239320359http:\/\/ezproxy.massey.ac.nz\/login?url=http:\/\/search.ebscohost.com\/login.aspx?direct=true&db=heh&AN=9202170404&site=eds-live&scope=site","journal-title":"Admin Sci Q"},{"issue":"1","key":"1711_CR68","first-page":"248","volume":"3","author":"JC Nunnally","year":"1994","unstructured":"Nunnally JC, Bernstein I (1994) The assessment of reliability. Psychometric Theor 3(1):248\u2013292","journal-title":"Psychometric Theor"},{"issue":"1","key":"1711_CR69","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1177\/002224378101800104","volume":"18","author":"C Fornell","year":"1981","unstructured":"Fornell C, Larcker DF (1981) Evaluating structural equation models with unobservable variables and measurement error. J Mark Res 18(1):39\u201350. https:\/\/doi.org\/10.1177\/002224378101800104","journal-title":"J Mark Res"},{"issue":"2","key":"1711_CR70","doi-asserted-by":"publisher","first-page":"393","DOI":"10.5465\/amj.2011.60263120","volume":"54","author":"PC Fiss","year":"2011","unstructured":"Fiss PC (2011) Building better causal theories: a fuzzy set approach to typologies in organization research. Acad Manag J 54(2):393\u2013420. https:\/\/doi.org\/10.5465\/amj.2011.60263120http:\/\/ezproxy.massey.ac.nz\/login?url=http:\/\/search.ebscohost.com\/login.aspx?direct=true&db=edswss&AN=000290740100010&site=eds-live&scope=site","journal-title":"Acad Manag J"},{"issue":"1","key":"1711_CR71","doi-asserted-by":"publisher","first-page":"255","DOI":"10.1177\/0149206316679252","volume":"43","author":"VF Misangyi","year":"2017","unstructured":"Misangyi VF, Greckhamer T, Furnari S, Fiss PC, Crilly D, Aguilera R (2017) Embracing causal complexity: the emergence of a neo-configurational perspective. J Manag 43(1):255\u2013282. https:\/\/doi.org\/10.1177\/0149206316679252","journal-title":"J Manag"},{"key":"1711_CR72","doi-asserted-by":"publisher","DOI":"10.7208\/chicago\/9780226702797.001.0001","volume-title":"Redesigning social inquiry: fuzzy sets and beyond","author":"CC Ragin","year":"2008","unstructured":"Ragin CC (2008b) Redesigning social inquiry: fuzzy sets and beyond. University of Chicago Press"},{"key":"1711_CR73","doi-asserted-by":"publisher","first-page":"174","DOI":"10.1093\/oxfordhb\/9780199286546.003.0008","volume-title":"The Oxford handbook of political methodology","author":"CC Ragin","year":"2008","unstructured":"Ragin CC (2008a) Measurement versus calibration: a set-theoretic approach. In: Box-Steffensmeier JM, Brady HE, Collier D (eds) The Oxford handbook of political methodology. Oxford University Press, pp 174\u2013199. https:\/\/doi.org\/10.1093\/oxfordhb\/9780199286546.003.0008"},{"key":"1711_CR74","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9781139004244","volume-title":"Set-theoretic methods for the social sciences","author":"CQ Schneider","year":"2012","unstructured":"Schneider CQ, Wagemann C (2012) Set-theoretic methods for the social sciences. Cambridge University Press"},{"issue":"3","key":"1711_CR75","doi-asserted-by":"publisher","first-page":"447","DOI":"10.1002\/gsj.1187","volume":"8","author":"L Chen","year":"2018","unstructured":"Chen L, Li Y, Fan D (2018) How do emerging multinationals configure political connections across institutional contexts? Glob Strategy J 8(3):447\u2013470. https:\/\/doi.org\/10.1002\/gsj.1187","journal-title":"Glob Strategy J"},{"issue":"4","key":"1711_CR76","doi-asserted-by":"publisher","first-page":"482","DOI":"10.1177\/1476127018786487","volume":"16","author":"T Greckhamer","year":"2018","unstructured":"Greckhamer T, Furnari S, Fiss PC, Aguilera RV (2018) Studying configurations with qualitative comparative analysis: best practices in strategy and organization research. Strateg Organ 16(4):482\u2013495. https:\/\/doi.org\/10.1177\/1476127018786487","journal-title":"Strateg Organ"},{"key":"1711_CR77","doi-asserted-by":"publisher","unstructured":"Fan D, Li Y, Liu W, Yue XG, Boustras G (2021) Weaving public health and safety nets to respond the COVID-19 pandemic. Safety Sci 134:105058. https:\/\/doi.org\/10.1016\/j.ssci.2020.105058","DOI":"10.1016\/j.ssci.2020.105058"},{"issue":"1","key":"1711_CR78","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1108\/JBS-05-2018-0086","volume":"41","author":"U Lichtenthaler","year":"2020","unstructured":"Lichtenthaler U (2020) Beyond artificial intelligence: why companies need to go the extra step. J Bus Strategy 41(1):19\u201326. https:\/\/doi.org\/10.1108\/JBS-05-2018-0086","journal-title":"J Bus Strategy"},{"key":"1711_CR79","volume-title":"Management decision making, big data and analytics","author":"S Gressel","year":"2021","unstructured":"Gressel S, Pauleen DJ, Taskin N (2021) Management decision making, big data and analytics. Sage"}],"container-title":["Personal and Ubiquitous Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00779-023-01711-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00779-023-01711-6\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00779-023-01711-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,8,29]],"date-time":"2023-08-29T09:27:11Z","timestamp":1693301231000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00779-023-01711-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,2,7]]},"references-count":79,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2023,8]]}},"alternative-id":["1711"],"URL":"https:\/\/doi.org\/10.1007\/s00779-023-01711-6","relation":{},"ISSN":["1617-4909","1617-4917"],"issn-type":[{"value":"1617-4909","type":"print"},{"value":"1617-4917","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,2,7]]},"assertion":[{"value":"19 February 2022","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"29 January 2023","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"7 February 2023","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}