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The value of Big Data in servitization

Citations

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Cited by:

  1. Peter Qvist-Sørensen, 2020. "Applying IIoT and AI - Opportunities, Requirements and Challenges for Industrial Machine and Equipment Manufacturers to Expand Their Services," Central European Business Review, Prague University of Economics and Business, vol. 2020(2), pages 46-77.
  2. Henri Isaac, 2016. "Données, Valeur et Business models," Post-Print hal-01821836, HAL.
  3. Shen, Lei & Sun, Wanqin & Parida, Vinit, 2023. "Consolidating digital servitization research: A systematic review, integrative framework, and future research directions," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
  4. Caroline Jennings Saul & Heiko Gebauer, 2018. "Digital Transformation as an Enabler for Advanced Services in the Sanitation Sector," Sustainability, MDPI, vol. 10(3), pages 1-18, March.
  5. Delgosha, Mohammad Soltani & Hajiheydari, Nastaran & Talafidaryani, Mojtaba, 2022. "Discovering IoT implications in business and management: A computational thematic analysis," Technovation, Elsevier, vol. 118(C).
  6. Eleonora Di Maria & Valentina De Marchi & Ambra Galeazzo, 2022. "Industry 4.0 technologies and circular economy: The mediating role of supply chain integration," Business Strategy and the Environment, Wiley Blackwell, vol. 31(2), pages 619-632, February.
  7. Raja, Jawwad Z. & Frandsen, Thomas & Mouritsen, Jan, 2017. "Exploring the managerial dilemmas encountered by advanced analytical equipment providers in developing service-led growth strategies," International Journal of Production Economics, Elsevier, vol. 192(C), pages 120-132.
  8. Mateusz Jankiewicz & Elżbieta Szulc, 2024. "The Consequences of Economy Servitization for Ensuring Energy Sustainability—The Case of Developed and Developing Countries," Energies, MDPI, vol. 17(20), pages 1-16, October.
  9. Birch-Jensen, Andrea & Gremyr, Ida & Halldórsson, Árni, 2020. "Digitally connected services: Improvements through customer-initiated feedback," European Management Journal, Elsevier, vol. 38(5), pages 814-825.
  10. Juan Jung & Gonzalo Gómez-Bengoechea, 2022. "A literature review on firm digitalization: drivers and impacts," Studies on the Spanish Economy eee2022-20, FEDEA.
  11. Akter, Shahriar & Gunasekaran, Angappa & Wamba, Samuel Fosso & Babu, Mujahid Mohiuddin & Hani, Umme, 2020. "Reshaping competitive advantages with analytics capabilities in service systems," Technological Forecasting and Social Change, Elsevier, vol. 159(C).
  12. Guo, Yani & Yan, Jiale & Zhuang, Peifen, 2025. "How does data sharing affect the sustainable development of agribusiness? Evidence from public data openness," International Review of Economics & Finance, Elsevier, vol. 97(C).
  13. Wang, Hui & Gong, Qiguo & Wang, Shouyang, 2017. "Information processing structures and decision making delays in MRP and JIT," International Journal of Production Economics, Elsevier, vol. 188(C), pages 41-49.
  14. Münch, Christopher & Marx, Emanuel & Benz, Lukas & Hartmann, Evi & Matzner, Martin, 2022. "Capabilities of digital servitization: Evidence from the socio-technical systems theory," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
  15. Johansson, A. Elisabeth & Raddats, Chris & Witell, Lars, 2019. "The role of customer knowledge development for incremental and radical service innovation in servitized manufacturers," Journal of Business Research, Elsevier, vol. 98(C), pages 328-338.
  16. Pei-Ju Wu, 2016. "Logistics business analytics for achieving environmental sustainability," Journal of Administrative and Business Studies, Professor Dr. Usman Raja, vol. 2(6), pages 264-269.
  17. Fabian Hunke & Daniel Heinz & Gerhard Satzger, 2022. "Creating customer value from data: foundations and archetypes of analytics-based services," Electronic Markets, Springer;IIM University of St. Gallen, vol. 32(2), pages 503-521, June.
  18. Wiebke Reim & David Sjödin & Vinit Parida, 2021. "Circular business model implementation: A capability development case study from the manufacturing industry," Business Strategy and the Environment, Wiley Blackwell, vol. 30(6), pages 2745-2757, September.
  19. Lim, Chiehyeon & Kim, Ki-Hun & Kim, Min-Jun & Heo, Jun-Yeon & Kim, Kwang-Jae & Maglio, Paul P., 2018. "From data to value: A nine-factor framework for data-based value creation in information-intensive services," International Journal of Information Management, Elsevier, vol. 39(C), pages 121-135.
  20. Hongjun Cao & Yuxin Fang & Jihui Sun, 2022. "A Study on the Impact of Institutional Support on the Servitization Transformation Performance of Manufacturing Firms—Based on a Dual Mediation Model of Business Model Innovation and Technological Inn," Sustainability, MDPI, vol. 14(21), pages 1-18, November.
  21. Bustinza, Oscar F. & Opazo-Basaez, Marco & Tarba, Shlomo, 2022. "Exploring the interplay between Smart Manufacturing and KIBS firms in configuring product-service innovation performance," Technovation, Elsevier, vol. 118(C).
  22. Oscar F. Bustinza & Ferrán Vendrell-Herrero & Francisco J. Sánchez-Montesinos & José Antonio Campos-Granados, 2021. "Should Manufacturers Support the Entire Product Lifecycle with Services?," Sustainability, MDPI, vol. 13(5), pages 1-14, February.
  23. Anke Joubert & Matthias Murawski & Markus Bick, 2023. "Measuring the Big Data Readiness of Developing Countries – Index Development and its Application to Africa," Information Systems Frontiers, Springer, vol. 25(1), pages 327-350, February.
  24. Osama Musa Ali Al-Darras & Cem Tanova, 2022. "From Big Data Analytics to Organizational Agility: What Is the Mechanism?," SAGE Open, , vol. 12(2), pages 21582440221, June.
  25. Xing, Yijun & Liu, Yipeng & Tarba, Shlomo & Cooper, Sir Cary L., 2017. "Servitization in mergers and acquisitions: Manufacturing firms venturing from emerging markets into advanced economies," International Journal of Production Economics, Elsevier, vol. 192(C), pages 9-18.
  26. Qi, Yinan & Mao, Zhigang & Zhang, Min & Guo, Hangfei, 2020. "Manufacturing practices and servitization: The role of mass customization and product innovation capabilities," International Journal of Production Economics, Elsevier, vol. 228(C).
  27. Yuki Inoue & Takeshi Takenaka & Takami Kasasaku & Tadafumi Tamegai & Ryohei Arai, 2023. "How to design platform ecosystems by intrapreneurs: Implications from action design research on IoT-based platform," Electronic Markets, Springer;IIM University of St. Gallen, vol. 33(1), pages 1-26, December.
  28. Sheng, Jie & Amankwah-Amoah, Joseph & Wang, Xiaojun, 2017. "A multidisciplinary perspective of big data in management research," International Journal of Production Economics, Elsevier, vol. 191(C), pages 97-112.
  29. Mosch, Philipp & Schweikl, Stefan & Obermaier, Robert, 2021. "Trapped in the supply chain? Digital servitization strategies and power relations in the case of an industrial technology supplier," International Journal of Production Economics, Elsevier, vol. 236(C).
  30. Sjödin, David & Parida, Vinit & Kohtamäki, Marko & Wincent, Joakim, 2020. "An agile co-creation process for digital servitization: A micro-service innovation approach," Journal of Business Research, Elsevier, vol. 112(C), pages 478-491.
  31. Jia, Yibo & Cui, Li & Su, Jingqin & Wu, Lin & Akter, Shahriar & Kumar, Ajay, 2024. "Digital servitization in digital enterprise: Leveraging digital platform capabilities to unlock data value," International Journal of Production Economics, Elsevier, vol. 278(C).
  32. Bernardo Nicoletti & Andrea Appolloni, 2023. "Artificial Intelligence for the Management of Servitization 5.0," Sustainability, MDPI, vol. 15(14), pages 1-13, July.
  33. Claudio Vitari & Elisabetta Raguseo, 2019. "Big data analytics business value and firm performance: Linking with environmental context," Post-Print hal-02293765, HAL.
  34. Rabetino, Rodrigo & Kohtamäki, Marko & Gebauer, Heiko, 2017. "Strategy map of servitization," International Journal of Production Economics, Elsevier, vol. 192(C), pages 144-156.
  35. Zhan, Yuanzhu & Tan, Kim Hua, 2020. "An analytic infrastructure for harvesting big data to enhance supply chain performance," European Journal of Operational Research, Elsevier, vol. 281(3), pages 559-574.
  36. Patrick Mikalef & Ilias O. Pappas & John Krogstie & Michail Giannakos, 2018. "Big data analytics capabilities: a systematic literature review and research agenda," Information Systems and e-Business Management, Springer, vol. 16(3), pages 547-578, August.
  37. Lafuente, Esteban & Vaillant, Yancy & Vendrell-Herrero, Ferran, 2017. "Territorial servitization: Exploring the virtuous circle connecting knowledge-intensive services and new manufacturing businesses," International Journal of Production Economics, Elsevier, vol. 192(C), pages 19-28.
  38. Di Wang & Weihua Liu & Yanjie Liang & Shuang Wei, 2023. "Decision optimization in service supply chain: the impact of demand and supply-driven data value and altruistic behavior," Annals of Operations Research, Springer, vol. 324(1), pages 971-992, May.
  39. Vendrell-Herrero, Ferran & Bustinza, Oscar F. & Opazo-Basaez, Marco, 2021. "Information technologies and product-service innovation: The moderating role of service R&D team structure," Journal of Business Research, Elsevier, vol. 128(C), pages 673-687.
  40. Frank, Alejandro G. & Mendes, Glauco H.S. & Ayala, Néstor F. & Ghezzi, Antonio, 2019. "Servitization and Industry 4.0 convergence in the digital transformation of product firms: A business model innovation perspective," Technological Forecasting and Social Change, Elsevier, vol. 141(C), pages 341-351.
  41. Ray Qing Cao & Dara G. Schniederjans & Vicky Ching Gu, 2021. "Stakeholder sentiment in service supply chains: big data meets agenda-setting theory," Service Business, Springer;Pan-Pacific Business Association, vol. 15(1), pages 151-175, March.
  42. Bustinza, Oscar F. & Vendrell-Herrero, Ferran & Baines, Tim, 2017. "Service implementation in manufacturing: An organisational transformation perspective," International Journal of Production Economics, Elsevier, vol. 192(C), pages 1-8.
  43. Judit OLÁH & József POPP & Domicián MÁTÉ, 2017. "An Examination Of Servitization As A Breakthrough Success Factor Along The Supply Chain," SEA - Practical Application of Science, Romanian Foundation for Business Intelligence, Editorial Department, issue 15, pages 373-379, December.
  44. Mostafa A. Ali & Nazimah Hussin & Hossam Haddad & Dina Alkhodary & Ahmad Marei, 2021. "Dynamic Capabilities and Their Impact on Intellectual Capital and Innovation Performance," Sustainability, MDPI, vol. 13(18), pages 1-32, September.
  45. Carlo Pugnetti & Pedro Henriques & Ulrich Moser, 2022. "Goal Setting, Personality Traits, and the Role of Insurers and Other Service Providers for Swiss Millennials and Generation Z," JRFM, MDPI, vol. 15(4), pages 1-18, April.
  46. Jens Neuhüttler & Walter Ganz & Dieter Spath, 2019. "An Integrative Quality Framework for Developing Industrial Smart Services," Service Science, INFORMS, vol. 11(3), pages 157-171, October.
  47. Xu, Shengxiang & Chen, Hsinghung & Dong, Shuli & Guo, Zizheng, 2023. "Can upgrading information infrastructure improve the innovation ability of companies? Empirical evidence from China," Telecommunications Policy, Elsevier, vol. 47(6).
  48. Dubey, Rameshwar & Gunasekaran, Angappa & Childe, Stephen J. & Bryde, David J. & Giannakis, Mihalis & Foropon, Cyril & Roubaud, David & Hazen, Benjamin T., 2020. "Big data analytics and artificial intelligence pathway to operational performance under the effects of entrepreneurial orientation and environmental dynamism: A study of manufacturing organisations," International Journal of Production Economics, Elsevier, vol. 226(C).
  49. Li, Ying & Dai, Jing & Cui, Li, 2020. "The impact of digital technologies on economic and environmental performance in the context of industry 4.0: A moderated mediation model," International Journal of Production Economics, Elsevier, vol. 229(C).
  50. Vendrell-Herrero, Ferran & Gomes, Emanuel & Bustinza, Oscar F. & Mellahi, Kamel, 2018. "Uncovering the role of cross-border strategic alliances and expertise decision centralization in enhancing product-service innovation in MMNEs," International Business Review, Elsevier, vol. 27(4), pages 814-825.
  51. Baines, Tim & Ziaee Bigdeli, Ali & Sousa, Rui & Schroeder, Andreas, 2020. "Framing the servitization transformation process: A model to understand and facilitate the servitization journey," International Journal of Production Economics, Elsevier, vol. 221(C).
  52. Sandra Grabowska & Sebastian Saniuk, 2022. "Servitization and the Business Model of Cyber-Physical Networks in the Context of Personalized Production," European Research Studies Journal, European Research Studies Journal, vol. 0(1), pages 955-966.
  53. Matjaž Perc & Mahmut Ozer & Janja Hojnik, 2019. "Social and juristic challenges of artificial intelligence," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 5(1), pages 1-7, December.
  54. Sklyar, Alexey & Kowalkowski, Christian & Tronvoll, Bård & Sörhammar, David, 2019. "Organizing for digital servitization: A service ecosystem perspective," Journal of Business Research, Elsevier, vol. 104(C), pages 450-460.
  55. Emad Sadoon & Uday Venkatadri & Alireza Ghasemi, 2023. "A Conceptual Framework for Logistics Management and Project Planning in the Clinical Trials Industry," Logistics, MDPI, vol. 7(4), pages 1-42, November.
  56. Chen, Shengqi & Zhang, Hong, 2021. "Does digital finance promote manufacturing servitization: Micro evidence from China," International Review of Economics & Finance, Elsevier, vol. 76(C), pages 856-869.
  57. Dalenogare, Lucas Santos & Le Dain, Marie-Anne & Benitez, Guilherme B. & Ayala, Néstor F. & Frank, Alejandro G., 2022. "Multichannel digital service delivery and service ecosystems: The role of data integration within Smart Product-Service Systems," Technological Forecasting and Social Change, Elsevier, vol. 183(C).
  58. Acciarini, Chiara & Cappa, Francesco & Boccardelli, Paolo & Oriani, Raffaele, 2023. "How can organizations leverage big data to innovate their business models? A systematic literature review," Technovation, Elsevier, vol. 123(C).
  59. Rymaszewska, Anna & Helo, Petri & Gunasekaran, Angappa, 2017. "IoT powered servitization of manufacturing – an exploratory case study," International Journal of Production Economics, Elsevier, vol. 192(C), pages 92-105.
  60. Marco Opazo-Basáez & Ferran Vendrell-Herrero & Oscar F. Bustinza, 2018. "Uncovering Productivity Gains of Digital and Green Servitization: Implications from the Automotive Industry," Sustainability, MDPI, vol. 10(5), pages 1-17, May.
  61. Lütjen, Heiner & Tietze, Frank & Schultz, Carsten, 2017. "Service transitions of product-centric firms: An explorative study of service transition stages and barriers in Germany's energy market," International Journal of Production Economics, Elsevier, vol. 192(C), pages 106-119.
  62. Giovanna Morelli & Cosimo Magazzino & Antonia Rosa Gurrieri & Cesare Pozzi & Marco Mele, 2022. "Designing Smart Energy Systems in an Industry 4.0 Paradigm towards Sustainable Environment," Sustainability, MDPI, vol. 14(6), pages 1-20, March.
  63. Mateusz Jankiewicz, 2025. "The influence of changes in the economy structure on social sustainability in developing countries—A spatial approach," Sustainable Development, John Wiley & Sons, Ltd., vol. 33(2), pages 2203-2215, April.
  64. Kohtamäki, Marko & Parida, Vinit & Patel, Pankaj C. & Gebauer, Heiko, 2020. "The relationship between digitalization and servitization: The role of servitization in capturing the financial potential of digitalization," Technological Forecasting and Social Change, Elsevier, vol. 151(C).
  65. Cenamor, J. & Rönnberg Sjödin, D. & Parida, V., 2017. "Adopting a platform approach in servitization: Leveraging the value of digitalization," International Journal of Production Economics, Elsevier, vol. 192(C), pages 54-65.
  66. Anja Jankovic-Zugic & Nenad Medic & Marko Pavlovic & Tanja Todorovic & Slavko Rakic, 2023. "Servitization 4.0 as a Trigger for Sustainable Business: Evidence from Automotive Digital Supply Chain," Sustainability, MDPI, vol. 15(3), pages 1-13, January.
  67. Zhen Wang & Chunhui Yuan & Xiaolong Li, 2024. "Unleashing the power of big data for platform firms: A configuration analysis," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 45(1), pages 300-314, January.
  68. Frank, Alejandro Germán & Dalenogare, Lucas Santos & Ayala, Néstor Fabián, 2019. "Industry 4.0 technologies: Implementation patterns in manufacturing companies," International Journal of Production Economics, Elsevier, vol. 210(C), pages 15-26.
  69. Lee, Changhun & Lim, Chiehyeon, 2021. "From technological development to social advance: A review of Industry 4.0 through machine learning," Technological Forecasting and Social Change, Elsevier, vol. 167(C).
  70. Kohtamäki, Marko & Rabetino, Rodrigo & Einola, Suvi & Parida, Vinit & Patel, Pankaj, 2021. "Unfolding the digital servitization path from products to product-service-software systems: Practicing change through intentional narratives," Journal of Business Research, Elsevier, vol. 137(C), pages 379-392.
  71. Laudien, Sven M. & Reuter, Ute & Sendra Garcia, Francisco Javier & Botella-Carrubi, Dolores, 2024. "Digital advancement and its effect on business model design: Qualitative-empirical insights," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
  72. Garcia Martin, Patricia Carolina & Schroeder, Andreas & Ziaee Bigdeli, Ali, 2019. "The value architecture of servitization: Expanding the research scope," Journal of Business Research, Elsevier, vol. 104(C), pages 438-449.
  73. Canboy, Başak & Khlif, Wafa, 2025. "Beyond efficiency: Revisiting AI platforms, servitization and power relations from a critical perspective," International Journal of Production Economics, Elsevier, vol. 282(C).
  74. Esteban Lafuente & Yancy Vaillant & Juan Carlos Leiva, 2018. "Sustainable and Traditional Product Innovation without Scale and Experience, but Only for KIBS!," Sustainability, MDPI, vol. 10(4), pages 1-18, April.
  75. Hamed Gholami & Jocelyn Ke Yin Lee & Ahad Ali, 2023. "Big Data Analytics for Sustainable Products: A State-of-the-Art Review and Analysis," Sustainability, MDPI, vol. 15(17), pages 1-22, August.
  76. Raut, Rakesh D. & Mangla, Sachin Kumar & Narwane, Vaibhav S. & Dora, Manoj & Liu, Mengqi, 2021. "Big Data Analytics as a mediator in Lean, Agile, Resilient, and Green (LARG) practices effects on sustainable supply chains," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 145(C).
  77. Sebastian Saniuk & Sandra Grabowska, 2021. "The Concept of Cyber-Physical Networks of Small and Medium Enterprises under Personalized Manufacturing," Energies, MDPI, vol. 14(17), pages 1-17, August.
  78. Jang, Kyeong Kook & Bae, Joonheui & Kim, Kyung Hoon, 2021. "Servitization experience measurement and the effect of servitization experience on brand resonance and customer retention," Journal of Business Research, Elsevier, vol. 130(C), pages 384-397.
  79. Angelo Cavallo & Antonio Ghezzi & Cristina Rossi-Lamastra, 2021. "Small-medium enterprises and innovative startups in entrepreneurial ecosystems: exploring an under-remarked relation," International Entrepreneurship and Management Journal, Springer, vol. 17(4), pages 1843-1866, December.
  80. Carlos Ferreira & Alessandro Merendino & Maureen Meadows, 2023. "Disruption and Legitimacy: Big Data in Society," Information Systems Frontiers, Springer, vol. 25(3), pages 1081-1100, June.
  81. Chankook Park, 2022. "Expansion of servitization in the energy sector and its implications," Wiley Interdisciplinary Reviews: Energy and Environment, Wiley Blackwell, vol. 11(4), July.
  82. Yang, Yu-Xin & Liu, Jing-Yue, 2025. "Empowering green growth: The role of corporate digital transformation in boosting renewable energy investment in China," Economic Analysis and Policy, Elsevier, vol. 86(C), pages 590-605.
  83. Navitha Singh Sewpersadh, 2023. "Disruptive business value models in the digital era," Journal of Innovation and Entrepreneurship, Springer, vol. 12(1), pages 1-27, December.
  84. Elisabetta Raguseo & Claudio Vitari, 2017. "Investments in big data analytics and firm performance: an empirical investigation of direct and mediating effects," Post-Print halshs-01923259, HAL.
  85. Gebauer, Heiko & Saul, Caroline Jennings & Haldimann, Mirella & Gustafsson, Anders, 2017. "Organizational capabilities for pay-per-use services in product-oriented companies," International Journal of Production Economics, Elsevier, vol. 192(C), pages 157-168.
  86. Lee, Sunghee & Yoo, Shijin & Kim, Daeki, 2016. "When is servitization a profitable competitive strategy?," International Journal of Production Economics, Elsevier, vol. 173(C), pages 43-53.
  87. Lei Shen & Cong Sun & Muhammad Ali, 2021. "Role of Servitization, Digitalization, and Innovation Performance in Manufacturing Enterprises," Sustainability, MDPI, vol. 13(17), pages 1-17, September.
  88. Wei, Zelong & Huang, Wengao & Wang, Yanping & Sun, Lulu, 2022. "When does servitization promote product innovation? The moderating roles of product modularization and organization formalization," Technovation, Elsevier, vol. 117(C).
  89. Wamba, Samuel Fosso & Dubey, Rameshwar & Gunasekaran, Angappa & Akter, Shahriar, 2020. "The performance effects of big data analytics and supply chain ambidexterity: The moderating effect of environmental dynamism," International Journal of Production Economics, Elsevier, vol. 222(C).
  90. Lütjen, Heiner & Schultz, Carsten & Tietze, Frank & Urmetzer, Florian, 2019. "Managing ecosystems for service innovation: A dynamic capability view," Journal of Business Research, Elsevier, vol. 104(C), pages 506-519.
  91. Gebauer, Heiko & Fleisch, Elgar & Lamprecht, Claudio & Wortmann, Felix, 2020. "Growth paths for overcoming the digitalization paradox," Business Horizons, Elsevier, vol. 63(3), pages 313-323.
  92. Carlo Pugnetti & Mischa Seitz, 2021. "Data-Driven Services in Insurance: Potential Evolution and Impact in the Swiss Market," JRFM, MDPI, vol. 14(5), pages 1-16, May.
  93. Celina M. Olszak & Maria Mach-Król, 2018. "A Conceptual Framework for Assessing an Organization’s Readiness to Adopt Big Data," Sustainability, MDPI, vol. 10(10), pages 1-31, October.
  94. Xiaoya Xie & Yu Zhang, 2024. "Transformation Through Servitization: How Buffer Resources and Social Capital Support Transformation in Manufacturing Companies," Sustainability, MDPI, vol. 16(23), pages 1-24, December.
  95. Chen, Liping & Dai, Yishu & Ren, Fei & Dong, Xiaoying, 2023. "Data-driven digital capabilities enable servitization strategy——From service supporting the product to service supporting the client," Technological Forecasting and Social Change, Elsevier, vol. 197(C).
  96. Kolagar, Milad & Parida, Vinit & Sjödin, David, 2022. "Ecosystem transformation for digital servitization: A systematic review, integrative framework, and future research agenda," Journal of Business Research, Elsevier, vol. 146(C), pages 176-200.
  97. Urbinati, Andrea & Bogers, Marcel & Chiesa, Vittorio & Frattini, Federico, 2019. "Creating and capturing value from Big Data: A multiple-case study analysis of provider companies," Technovation, Elsevier, vol. 84, pages 21-36.
  98. Vendrell-Herrero, Ferran & Bustinza, Oscar F. & Opazo-Basaez, Marco & Gomes, Emanuel, 2023. "Treble innovation firms: Antecedents, outcomes, and enhancing factors," International Journal of Production Economics, Elsevier, vol. 255(C).
  99. Akter, Shahriar & Motamarri, Saradhi & Hani, Umme & Shams, Riad & Fernando, Mario & Mohiuddin Babu, Mujahid & Ning Shen, Kathy, 2020. "Building dynamic service analytics capabilities for the digital marketplace," Journal of Business Research, Elsevier, vol. 118(C), pages 177-188.
  100. Hullova, Dusana & Laczko, Pavel & Frishammar, Johan, 2019. "Independent distributors in servitization: An assessment of key internal and ecosystem-related problems," Journal of Business Research, Elsevier, vol. 104(C), pages 422-437.
  101. Shuang Hao & Zhi Chen & Chien-Chih Wang & Che-Yu Hung, 2023. "Impact of Digital Service Trade Barriers and Cross-Border Digital Service Inputs on Economic Growth," Sustainability, MDPI, vol. 15(19), pages 1-20, October.
  102. Elisabetta Raguseo & Claudio Vitari, 2017. "Investments in big data analytics and firm performance: an empirical investigation of direct and mediating effects," Grenoble Ecole de Management (Post-Print) halshs-01923259, HAL.
  103. Martin Schymanietz & Julia M. Jonas & Kathrin M. Möslein, 2022. "Exploring data-driven service innovation—aligning perspectives in research and practice," Journal of Business Economics, Springer, vol. 92(7), pages 1167-1205, September.
  104. Wen, Huwei & Wen, Changyong & Lee, Chien-Chiang, 2022. "Impact of digitalization and environmental regulation on total factor productivity," Information Economics and Policy, Elsevier, vol. 61(C).
  105. Hisham Alidrisi, 2021. "Measuring the Environmental Maturity of the Supply Chain Finance: A Big Data-Based Multi-Criteria Perspective," Logistics, MDPI, vol. 5(2), pages 1-24, April.
  106. Sestino, Andrea & Prete, Maria Irene & Piper, Luigi & Guido, Gianluigi, 2020. "Internet of Things and Big Data as enablers for business digitalization strategies," Technovation, Elsevier, vol. 98(C).
  107. Vicky Ching Gu & Bin Zhou & Qing Cao & Jeffery Adams, 2021. "Exploring the relationship between supplier development, big data analytics capability, and firm performance," Annals of Operations Research, Springer, vol. 302(1), pages 151-172, July.
  108. Linus Thomson & Anmar Kamalaldin & David Sjödin & Vinit Parida, 2022. "A maturity framework for autonomous solutions in manufacturing firms: The interplay of technology, ecosystem, and business model," International Entrepreneurship and Management Journal, Springer, vol. 18(1), pages 125-152, March.
  109. Di Zou & Haoran Xie, 2021. "Vocabulary Learning Based on Learner-Generated Pictorial Annotations: Using Big Data as Learning Resources," Sustainability, MDPI, vol. 13(11), pages 1-17, May.
  110. Yong Chen & Zhengjie Wu & Wenchao Yi & Bingjia Wang & Jianhua Yao & Zhi Pei & Jiaoliao Chen, 2022. "Bibliometric Method for Manufacturing Servitization: A Review and Future Research Directions," Sustainability, MDPI, vol. 14(14), pages 1-26, July.
  111. Li, Huashan & Pournader, Mehrdokht & Fahimnia, Behnam, 2022. "Servitization and organizational resilience of manufacturing firms: Evidence from the COVID-19 outbreak," International Journal of Production Economics, Elsevier, vol. 250(C).
  112. Yaping Zhao & Zelong Yi, 2021. "Pricing of a Three-Stage Supply Chain with a Big Data Company," SN Operations Research Forum, Springer, vol. 2(4), pages 1-19, December.
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