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Assessing the impact of big data on firm innovation performance: Big data is not always better data

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Cited by:

  1. Mariani, Marcello M. & Fosso Wamba, Samuel, 2020. "Exploring how consumer goods companies innovate in the digital age: The role of big data analytics companies," Journal of Business Research, Elsevier, vol. 121(C), pages 338-352.
  2. Sun, Pengfei & Yuan, Chunhui & Li, Xiaolong & Di, Jia, 2024. "Big data analytics, firm risk and corporate policies: Evidence from China," Research in International Business and Finance, Elsevier, vol. 70(PB).
  3. Liang, Peng & Zhao, Qihang & Liang, Lin, 2025. "Digital mergers and acquisitions and corporate technological innovation: An analysis of innovation scale, efficiency and quality," Journal of Contemporary Accounting and Economics, Elsevier, vol. 21(3).
  4. Long Xue & Qianyu Zhang & Xuemang Zhang & Chengyu Li, 2022. "Can Digital Transformation Promote Green Technology Innovation?," Sustainability, MDPI, vol. 14(12), pages 1-20, June.
  5. Jiabao Lin & Minyi Mao, 2024. "How does digital transformation affect sustainable innovation performance? The pivotal roles of digital technology‐business alignment and environmental uncertainty," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(4), pages 3163-3181, August.
  6. Ji, Ruibing & Zhang, Shengling & Cao, Wenxuan & Hao, Yu & Wang, Nuo, 2025. "Data assets, supply chain spillovers, and corporate ESG development — Evidence from Chinese listed companies," Structural Change and Economic Dynamics, Elsevier, vol. 75(C), pages 880-894.
  7. Linxuan Yu & Jing Xu & Xiang Yuan, 2024. "Sustainable Digital Shifts in Chinese Transport and Logistics: Exploring Green Innovations and Their ESG Implications," Sustainability, MDPI, vol. 16(5), pages 1-21, February.
  8. Li, Lixu & Ye, Fei & Zhan, Yuanzhu & Kumar, Ajay & Schiavone, Francesco & Li, Yina, 2022. "Unraveling the performance puzzle of digitalization: Evidence from manufacturing firms," Journal of Business Research, Elsevier, vol. 149(C), pages 54-64.
  9. Shengnian Wang & Qiuping Bai, 2026. "Data elements marketization and corporate greenwashing: evidence from China," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 13(1), pages 1-14, December.
  10. Chuanlin Wang & Guowan Yan & Juan Ou, 2023. "Does Digitization Promote Green Innovation? Evidence from China," IJERPH, MDPI, vol. 20(5), pages 1-27, February.
  11. Cheol Young Kim, 2024. "Innovation Resistance of Vulnerable Workers: Focusing on Corporate Financial Performance," SAGE Open, , vol. 14(3), pages 21582440241, August.
  12. Ferrigno, Giulio & Barabuffi, Saverio & Marcazzan, Enrico & Piccaluga, Andrea, 2025. "What “V” of the big data support firms’ radical and incremental innovation?," Technovation, Elsevier, vol. 146(C).
  13. Zhang, Jinkang & Zhang, Linlin & Wang, Shan & Zhang, Dazhuang, 2025. "Firm digitalization and inter-firm financing along the supply chain," Economic Analysis and Policy, Elsevier, vol. 86(C), pages 98-116.
  14. Thamir H. Alaskar & Amin K. Alsadi & Wassim J. Aloulou & Faouzi M. Ayadi, 2024. "Big Data Analytics, Strategic Capabilities, and Innovation Performance: Mediation Approach of Organizational Ambidexterity," Sustainability, MDPI, vol. 16(12), pages 1-20, June.
  15. Edmund Mallinguh & Christopher Wasike & Zeman Zoltan, 2020. "Technology Acquisition and SMEs Performance, the Role of Innovation, Export and the Perception of Owner-Managers," JRFM, MDPI, vol. 13(11), pages 1-19, October.
  16. JAHAN Sakila Akter & SAZU Mesbaul Haque, 2022. "Innovation Management: Is Big Data Necessarily Better Data?," Management of Sustainable Development, Lucian Blaga University of Sibiu, Faculty of Economic Sciences, vol. 14(2), pages 27-33, December.
  17. Ning, Jiajun & Xiong, Lixin & Shao, Changhua, 2025. "Dynamic evolution analysis of enterprises digital technology innovation strategies in energy supply chain collaboration: A bargaining theory perspective," Energy Economics, Elsevier, vol. 151(C).
  18. Xin Xie & Shaokang Wu & Ghulam Subhani & Sakina, 2025. "Analyzing how digital orientation contributes to organizational innovation and environmental, social and governance performance through digital inclusion and capabilities," International Entrepreneurship and Management Journal, Springer, vol. 21(1), pages 1-22, December.
  19. Jing, Ruifeng & Xu, Yanmei & Liu, Ruizhi, 2025. "Data element, big data and enterprise innovation: Evidence from data trading platforms and national big data comprehensive pilot zones," International Review of Financial Analysis, Elsevier, vol. 105(C).
  20. Veronica Lupi & Valentina Morretta & Lorenzo Zirulia, 2024. "Earth Observation data, innovation and economic performance: a study of the downstream sector in Italy," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 14(1), pages 103-136, March.
  21. Bag, Surajit & Rahman, Muhammad Sabbir & Srivastava, Gautam & Shore, Adam & Ram, Pratibha, 2023. "Examining the role of virtue ethics and big data in enhancing viable, sustainable, and digital supply chain performance," Technological Forecasting and Social Change, Elsevier, vol. 186(PB).
  22. Djonata Schiessl & Helison Bertoli Alves Dias & José Carlos Korelo, 2022. "Artificial intelligence in marketing: a network analysis and future agenda," Journal of Marketing Analytics, Palgrave Macmillan, vol. 10(3), pages 207-218, September.
  23. Agag, Gomaa & Shehawy, Yasser Moustafa & Almoraish, Ahmed & Eid, Riyad & Chaib Lababdi, Houyem & Gherissi Labben, Thouraya & Abdo, Said Shabban, 2024. "Understanding the relationship between marketing analytics, customer agility, and customer satisfaction: A longitudinal perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 77(C).
  24. Jiang, Ruishi & Ruan, Jia & Long, Keru & Ni, Jianhui, 2024. "Monetary policy, corporate credit and digital transformation," Finance Research Letters, Elsevier, vol. 67(PA).
  25. Kun Liu & Xuemin Liu & Zihao Wu, 2024. "Nexus between Corporate Digital Transformation and Green Technological Innovation Performance: The Mediating Role of Optimizing Resource Allocation," Sustainability, MDPI, vol. 16(3), pages 1-21, February.
  26. Guo, Lihong & Pei, Huacheng & Liu, Yizi, 2025. "Artificial intelligence and corporate green innovation: Evidence from China," Research in International Business and Finance, Elsevier, vol. 79(C).
  27. Wang, Zhen & Tang, Pei, 2024. "Substantive digital innovation or symbolic digital innovation: Which type of digital innovation is more conducive to corporate ESG performance?," International Review of Economics & Finance, Elsevier, vol. 93(PB), pages 1212-1228.
  28. Pan, Qiaohong & Luo, Wenping & Fu, Yi, 2022. "A csQCA study of value creation in logistics collaboration by big data: A perspective from companies in China," Technology in Society, Elsevier, vol. 71(C).
  29. Leven J. Zheng & Justin Zuopeng Zhang & Huan Wang & Jacky F. L. Hong, 2025. "Exploring the impact of Big Data Analytics Capabilities on the dual nature of innovative activities in MSMEs: A Data-Agility-Innovation Perspective," Annals of Operations Research, Springer, vol. 350(2), pages 699-727, July.
  30. Rampersad, Giselle, 2020. "Robot will take your job: Innovation for an era of artificial intelligence," Journal of Business Research, Elsevier, vol. 116(C), pages 68-74.
  31. Rima H. Binsaeed & Adriana Grigorescu & Zahid Yousaf & Florin Radu & Abdelmohsen A. Nassani & Alina Iuliana Tabirca, 2023. "Harnessing Big Data Analytics to Accelerate Innovation: An Empirical Study on Sport-Based Entrepreneurs," Sustainability, MDPI, vol. 15(13), pages 1-13, June.
  32. Bo Xu & Rengui Sun & Cunhu Xi & Zhaoping Wang, 2025. "Digital governance and the low-carbon transition: evidence from double machine learning," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-14, December.
  33. Dian, Jie & Song, Tian & Li, Shenglan, 2024. "Facilitating or inhibiting? Spatial effects of the digital economy affecting urban green technology innovation," Energy Economics, Elsevier, vol. 129(C).
  34. Kaiwei Jia & Yanlin Chen, 2025. "Research on the Impact of Data Factors on Enterprise Green Innovation—Evidence from Chinese Manufacturing Enterprises," Sustainability, MDPI, vol. 17(5), pages 1-20, March.
  35. Sakila Akter JAHAN & Mesbaul Haque SAZU, 2022. "The Impact of Data Analytics on High Efficiency Supply Chain Management," CECCAR Business Review, Body of Expert and Licensed Accountants of Romania (CECCAR), vol. 3(7), pages 62-72, July.
  36. Dignity Paradza & Olawande Daramola, 2021. "Business Intelligence and Business Value in Organisations: A Systematic Literature Review," Sustainability, MDPI, vol. 13(20), pages 1-27, October.
  37. Mancuso, Ilaria & Petruzzelli, Antonio Messeni & Panniello, Umberto & Frattini, Federico, 2025. "The role of explainable artificial intelligence (XAI) in innovation processes: a knowledge management perspective," Technology in Society, Elsevier, vol. 82(C).
  38. Wu, Qingyang & Li, Shanhong, 2024. "Decarbonization by digits: How data factors drive nonlinear sustainable dynamics in manufacturing," Applied Energy, Elsevier, vol. 374(C).
  39. Sidney Anderson, 2024. "Expanding data literacy to include data preparation: building a sound marketing analytics foundation," Journal of Marketing Analytics, Palgrave Macmillan, vol. 12(2), pages 227-234, June.
  40. Ge, Shilong & Tu, Zhenyu & Chen, Yalin & Chong, Heap-Yih, 2025. "Data driven-sustainability: The impact of data trading platforms on corporate ESG performance," International Review of Financial Analysis, Elsevier, vol. 105(C).
  41. Wang, Fengquan & Jiang, Jihai & Cosenz, Federico, 2025. "Understanding data-driven business model innovation in complexity: A system dynamics approach," Journal of Business Research, Elsevier, vol. 186(C).
  42. Sivarajah, Uthayasankar & Kumar, Sachin & Kumar, Vinod & Chatterjee, Sheshadri & Li, Jing, 2024. "A study on big data analytics and innovation: From technological and business cycle perspectives," Technological Forecasting and Social Change, Elsevier, vol. 202(C).
  43. Zhong, Kai & Song, Liangrong, 2025. "Artificial intelligence adoption and corporate green innovation capability," Finance Research Letters, Elsevier, vol. 72(C).
  44. Chengwei Ge & Wendong Lv & Junli Wang, 2023. "The Impact of Digital Technology Innovation Network Embedding on Firms’ Innovation Performance: The Role of Knowledge Acquisition and Digital Transformation," Sustainability, MDPI, vol. 15(8), pages 1-21, April.
  45. Li, Lei & Lin, Jiabao & Ouyang, Ye & Luo, Xin (Robert), 2022. "Evaluating the impact of big data analytics usage on the decision-making quality of organizations," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
  46. Zahid Yousaf & Mosab I. Tabash & Abdelmohsen A. Nassani & Mohamed Haffar, 2023. "How Small and Medium Enterprises Achieve Innovation Performance? An Investigation of Influential Factors," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 14(3), pages 3395-3408, September.
  47. Guixiang Cao & Xintong Fang & Ying Chen & Jinghuai She, 2023. "Regional Big Data Application Capability and Firm Green Technology Innovation," Sustainability, MDPI, vol. 15(17), pages 1-29, August.
  48. Gao, Jie & Jin, Xingye & Li, Tao & Nguyen, Thithuha, 2025. "The effect of digital technology adoption on managerial myopia: An empirical discovery based on machine Learning," International Review of Economics & Finance, Elsevier, vol. 98(C).
  49. Han Bu & Zhou Xun & Sha Cai, 2024. "Big data and inter-firm wage disparities: theory and evidence from China," Economic Change and Restructuring, Springer, vol. 57(4), pages 1-36, August.
  50. Charles, Vincent & Emrouznejad, Ali & Kunz, Werner H., 2025. "Advancements in Artificial Intelligence-based prescriptive and cognitive analytics for business performance: a special issue editorial," Journal of Business Research, Elsevier, vol. 200(C).
  51. Fubiao Zhu & Delin Zhuang & Shengwu Jin & Lingling Gao & Rui Chen, 2022. "Effects of air pollution on regional innovation and the mediator role of health: Evidence from China," Growth and Change, Wiley Blackwell, vol. 53(2), pages 628-650, June.
  52. Sabeen Hussain Bhatti & Wan Mohd Hirwani Wan Hussain & Jabran Khan & Shahbaz Sultan & Alberto Ferraris, 2024. "Exploring data-driven innovation: What’s missing in the relationship between big data analytics capabilities and supply chain innovation?," Annals of Operations Research, Springer, vol. 333(2), pages 799-824, February.
  53. Anna Gieß & Andreas Hutterer, 2025. "The Future of Data Management: A Delimitation of Data Platforms, Data Spaces, Data Meshes, and Data Fabrics," Information Systems and e-Business Management, Springer, vol. 23(4), pages 971-997, December.
  54. Zhang, Wenqiu & Zhao, Junli & Li, Hao & Chen, Shuilin, 2024. "Does digital transformation empower green innovation? Evidence from listed companies in heavily polluting industries in China," Finance Research Letters, Elsevier, vol. 66(C).
  55. Sabeen Hussain Bhatti & Adeel Ahmed & Alberto Ferraris & Wan Mohd Hirwani Wan Hussain & Samuel Fosso Wamba, 2025. "Big data analytics capabilities and MSME innovation and performance: A double mediation model of digital platform and network capabilities," Annals of Operations Research, Springer, vol. 350(2), pages 729-752, July.
  56. Jichang Zhang & Jing Long & Alexandra Martina Eugenie von Schaewen, 2021. "How Does Digital Transformation Improve Organizational Resilience?—Findings from PLS-SEM and fsQCA," Sustainability, MDPI, vol. 13(20), pages 1-22, October.
  57. Yoshikuni, Adilson Carlos & Dwivedi, Rajeev & Filho, Arnaldo Rabello de Aguiar Vallim & Wamba, Samuel Fosso, 2025. "Big data analytics-enabled dynamic capabilities for corporate performance mediated through innovation ambidexterity: Findings from machine learning with cross-country analysis," Technological Forecasting and Social Change, Elsevier, vol. 210(C).
  58. Xin Tan & Jinfang Jiao & Ming Jiang & Ming Chen & Wenpeng Wang & Yijun Sun, 2024. "Digital Policy, Green Innovation, and Digital-Intelligent Transformation of Companies," Sustainability, MDPI, vol. 16(16), pages 1-23, August.
  59. 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).
  60. Guo, Jiafeng & Yang, Luwei & Zhou, Xinhong & Jiang, Guoliang, 2025. "The impact of big data technology application on the technical efficiency of insurance firms: empirical evidence from Chinese insurers," Finance Research Letters, Elsevier, vol. 86(PF).
  61. Nilashi, Mehrbakhsh & Abumalloh, Rabab Ali & Samad, Sarminah & Alrizq, Mesfer & Alyami, Sultan & Alghamdi, Abdullah, 2023. "Analysis of customers' satisfaction with baby products: The moderating role of brand image," Journal of Retailing and Consumer Services, Elsevier, vol. 73(C).
  62. Sleep, Stefan & Gala, Prachi & Harrison, Dana E., 2023. "Removing silos to enable data-driven decisions: The importance of marketing and IT knowledge, cooperation, and information quality," Journal of Business Research, Elsevier, vol. 156(C).
  63. Yanfei Wu & Irina Ivashkovskaya & Galina Besstremyannaya & Chunfeng Liu, 2025. "Unlocking Green Innovation Potential Amidst Digital Transformation Challenges—The Evidence from ESG Transformation in China," Sustainability, MDPI, vol. 17(1), pages 1-30, January.
  64. Yu, Lianchao & Liu, Donghui & Liu, Qiang & Han, Hongling, 2025. "De-localization of environmental governance and corporate innovation structure: Evidence from a quasi-natural experiment in China," Research in International Business and Finance, Elsevier, vol. 73(PA).
  65. 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.
  66. Jiangying Wei & Xiuwu Zhang, 2023. "The Role of Big Data in Promoting Green Development: Based on the Quasi-Natural Experiment of the Big Data Experimental Zone," IJERPH, MDPI, vol. 20(5), pages 1-18, February.
  67. Yunhui Zhao & Xinyue Wu & Jian Zhang, 2022. "Analysis of the Paths Affecting Corporate Green Innovation in Resource-Based Cities: A Fuzzy-Set QCA Approach," Sustainability, MDPI, vol. 15(1), pages 1-18, December.
  68. Hua Zhang & Shaofeng Yuan, 2023. "How and When Does Big Data Analytics Capability Boost Innovation Performance?," Sustainability, MDPI, vol. 15(5), pages 1-19, February.
  69. Liang, Shuang & Tan, Qingmei, 2024. "Can the digital economy accelerates China's export technology upgrading? Based on the perspective of export technology complexity," Technological Forecasting and Social Change, Elsevier, vol. 199(C).
  70. Wang, Jie & Wang, Jun, 2024. "“Booster” or “Obstacle”: Can digital transformation improve energy efficiency? Firm-level evidence from China," Energy, Elsevier, vol. 296(C).
  71. Dong Wang & Shengli Chen, 2022. "RETRACTED: Digital Transformation and Enterprise Resilience: Evidence from China," Sustainability, MDPI, vol. 14(21), pages 1-23, October.
  72. Jin, Jian & Xu, Su & Gao, Bei, 2025. "Can energy efficiency credit guidelines boost enterprises' low-carbon technological innovation? Evidence from China," Energy Economics, Elsevier, vol. 150(C).
  73. Rezaei, Mojtaba, 2025. "Artificial intelligence in knowledge management: Identifying and addressing the key implementation challenges," Technological Forecasting and Social Change, Elsevier, vol. 217(C).
  74. Songqin Zhao & Diyun Peng & Huwei Wen & Huilin Song, 2022. "Does the Digital Economy Promote Upgrading the Industrial Structure of Chinese Cities?," Sustainability, MDPI, vol. 14(16), pages 1-19, August.
  75. Rammer, Christian & Es-Sadki, Nordine, 2023. "Using big data for generating firm-level innovation indicators - a literature review," Technological Forecasting and Social Change, Elsevier, vol. 197(C).
  76. Oduro, Stephen & De Nisco, Alessandro & Mainolfi, Giada, 2023. "Do digital technologies pay off? A meta-analytic review of the digital technologies/firm performance nexus," Technovation, Elsevier, vol. 128(C).
  77. Hui Liu & Yingjie Qu, 2025. "Big Data and Innovation Performance: The Role of Entrepreneurial Orientation and Dynamic Capabilities in Sport Entrepreneurship," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(2), pages 7450-7470, June.
  78. Qiu, Yi & Gao, Cong & Song, Na, 2025. "Trickle-down or siphon: The spillover effects of the digital economy on green innovation from the perspective of the circular economy," Socio-Economic Planning Sciences, Elsevier, vol. 102(C).
  79. Liu, Jingling & Chen, Yanying & Liang, Feng Helen, 2023. "The effects of digital economy on breakthrough innovations: Evidence from Chinese listed companies," Technological Forecasting and Social Change, Elsevier, vol. 196(C).
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  81. Muhammad Adeel Munir & Amjad Hussain & Muhammad Farooq & Muhammad Salman Habib & Muhammad Faisal Shahzad, 2023. "Data-Driven Transformation: The Role of Ambidexterity and Analytics Capability in Building Dynamic and Sustainable Supply Chains," Sustainability, MDPI, vol. 15(14), pages 1-37, July.
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  83. Ning Xu & He Zhang & Tixin Li & Xiao Ling & Qian Shen, 2022. "How Big Data Affect Urban Low-Carbon Transformation—A Quasi-Natural Experiment from China," IJERPH, MDPI, vol. 19(23), pages 1-16, December.
  84. Maryia Zaitsava & Elona Marku & Maria Chiara Guardo & Azar Shahgholian, 2023. "A fine-grained perspective on big data knowledge creation: dimensions, insights, and mechanism from a pilot study," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 27(2), pages 547-573, June.
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  87. Bing Han & Miaomiao Li & Yanxia Diao & Dongri Han, 2024. "Assessing the effect of digital platforms on innovation quality: mechanism identification and threshold characteristics," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-10, December.
  88. Hongyi Mao & Jiang Lu, 2023. "Big Data Management Capabilities and Green Innovation: A Dynamic Capabilities View," Sustainability, MDPI, vol. 15(19), pages 1-27, October.
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  95. Youmeng Wu & Hao Sun & Hongliang Sun & Chi Xie, 2022. "Impact of Public Environmental Concerns on the Digital Transformation of Heavily Polluting Enterprises," IJERPH, MDPI, vol. 20(1), pages 1-19, December.
  96. Abdullah Tirgil & Derya Fındık, 2023. "How Does Awareness Toward the Industry 4.0 Applications Affect Firms' Financial and Innovation Performance?," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 14(2), pages 1900-1922, June.
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  104. Bing Han, 2024. "RETRACTED ARTICLE: Fostering sustainability: integrating social responsibility, green finance, and corporate performance," Economic Change and Restructuring, Springer, vol. 57(2), pages 1-34, April.
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  110. Yu Zhang & Xuechun Zhang & Hao Zhang & Lusi A, 2022. "The Influence of External Knowledge Searches on Enterprises’ Innovation Performance: A Meta-Analysis," Sustainability, MDPI, vol. 14(13), pages 1-23, July.
  111. Jingmei Gao & Zahid Sarwar, 2024. "How do firms create business value and dynamic capabilities by leveraging big data analytics management capability?," Information Technology and Management, Springer, vol. 25(3), pages 283-304, September.
  112. Gao, Dengyun & Liu, Chang & Sun, Zhanwei, 2025. "Data elements and corporate innovation: A discussion of corporate innovation strategy," Finance Research Letters, Elsevier, vol. 76(C).
  113. Korayim, Diana & Chotia, Varun & Jain, Girish & Hassan, Sharfa & Paolone, Francesco, 2024. "How big data analytics can create competitive advantage in high-stake decision forecasting? The mediating role of organizational innovation," Technological Forecasting and Social Change, Elsevier, vol. 199(C).
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