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The Rapid Adoption of Data-Driven Decision-Making

Citations

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Cited by:

  1. Yang, Yuhan & Zhang, Chong & Liu, Baoliu & Huang, Yujie & Tai, Yafei, 2024. "Mystery of special government subsidies: How does digital transformation promote enterprise innovation and development?," Economic Analysis and Policy, Elsevier, vol. 83(C), pages 1-16.
  2. Tao Chen & Shuwen Pi & Qing Sophie Wang, 2025. "Artificial Intelligence and Corporate Investment Efficiency: Evidence from Chinese Listed Companies," Working Papers in Economics 25/05, University of Canterbury, Department of Economics and Finance.
  3. Shaojun Yan & Yiyang Xi & Zhaoxiang Wu, 2024. "Enterprise Digital Transformation and Compliance in Cross-Regional Development: A Dynamic Capabilities Perspective," Sustainability, MDPI, vol. 16(2), pages 1-50, January.
  4. Guo, Xiaochuan & Li, Mengmeng & Wang, Yanlin & Mardani, Abbas, 2023. "Does digital transformation improve the firm’s performance? From the perspective of digitalization paradox and managerial myopia," Journal of Business Research, Elsevier, vol. 163(C).
  5. Michelle Novotny & Rachel Dodds & Philip R. Walsh, 2024. "Understanding the adoption of data-driven decision-making practices among Canadian DMOs," Information Technology & Tourism, Springer, vol. 26(2), pages 331-345, June.
  6. Daniela Scur & Sarah Wolfolds, 2024. "Revisiting the World Management Survey in Strategy: Applications to Theory and Replication," Strategy Science, INFORMS, vol. 9(1), pages 58-78, March.
  7. Ghauri, Muhammad Aurang Zaib & Mudassar, Minza & Audi, Marc, 2025. "From Technology Adoption to Strategic Coherence: The Role of Digitalization in Industrial Growth in Developing Countries," MPRA Paper 126074, University Library of Munich, Germany.
  8. Shen, Yifei & Xiao, Zhonghua & Huang, Jingying & Deng, Yong & Yu, Junwei, 2025. "Impact of low-carbon energy structure transition on rural revitalization," International Review of Economics & Finance, Elsevier, vol. 102(C).
  9. Pedota, Mattia, 2023. "Big data and dynamic capabilities in the digital revolution: The hidden role of source variety," Research Policy, Elsevier, vol. 52(7).
  10. Ágnes Szukits, 2022. "The illusion of data-driven decision making – The mediating effect of digital orientation and controllers’ added value in explaining organizational implications of advanced analytics," Journal of Management Control: Zeitschrift für Planung und Unternehmenssteuerung, Springer, vol. 33(3), pages 403-446, September.
  11. Andres, Raphaela & Niebel, Thomas & Sack, Robin, 2025. "Big data and firm-level productivity – A cross-country comparison," Information Economics and Policy, Elsevier, vol. 71(C).
  12. Mareike Bergmann & Christian Brück & Thorsten Knauer & Anja Schwering, 2020. "Digitization of the budgeting process: determinants of the use of business analytics and its effect on satisfaction with the budgeting process," Journal of Management Control: Zeitschrift für Planung und Unternehmenssteuerung, Springer, vol. 31(1), pages 25-54, April.
  13. Yu Li & Panpan Feng & Tiange Qi & Jiale Yan & Yongjian Huang, 2024. "Enterprise digital transformation, managerial myopia and cost stickiness," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-14, December.
  14. Flavio Calvino & Luca Fontanelli, 2025. "Decoding AI: Nine facts about how firms use artificial intelligence in France," LEM Papers Series 2025/13, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
  15. Carl ?berg & Niloofar Kazemargi & Max Bankewitz, 2017. "Strategists on the Board in a Digital Era," Business and Management Research, Business and Management Research, Sciedu Press, vol. 6(2), pages 40-51, June.
  16. Kristina McElheran & J. Frank Li & Erik Brynjolfsson & Zachary Kroff & Emin Dinlersoz & Lucia Foster & Nikolas Zolas, 2024. "AI adoption in America: Who, what, and where," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 33(2), pages 375-415, March.
  17. Zhe Yuan & Yitong Wang & Tianshu Sun & Huilan Xu, 2025. "Democratizing Data Analytics Products to Drive SME Growth: A Natural Experiment," Manufacturing & Service Operations Management, INFORMS, vol. 27(4), pages 1053-1067, July.
  18. Li, Xin & Liu, Zhaoda & Ye, Yongwei, 2024. "Public data and corporate employment: Evidence from the launch of Chinese public data platform," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 124-144.
  19. Long Hoang Pham, 2025. "Metodologické přístupy k analýze rolí Private Equity a Sovereign Wealth Funds v době krize," Český finanční a účetní časopis, Prague University of Economics and Business, vol. 2025(3), pages 48-62.
  20. Shao, Yanmin & Xu, Kunliang & Shan, Yuan George, 2024. "Leveraging corporate digitalization for green technology innovation: The mediating role of resource endowments," Technovation, Elsevier, vol. 133(C).
  21. Valtonen, Alena & Saunila, Minna & Ukko, Juhani & Treves, Luke & Ritala, Paavo, 2025. "AI and employee wellbeing in the workplace: An empirical study," Journal of Business Research, Elsevier, vol. 199(C).
  22. Daokang Luo & Kevin Zheng Zhou & Lu Shen, 2025. "How firm digitalization affects targeted poverty alleviation participation: a capability-based view," Asia Pacific Journal of Management, Springer, vol. 42(4), pages 2171-2200, December.
  23. Anwar Adem & Richard Kneller & Cher Li, 2023. "Information Constraints and Technology Efficiency: Field Experiments Benchmarking Firms Website Performance," CESifo Working Paper Series 10457, CESifo.
  24. Zhiqiang Zhang & Man Chen, 2025. "How Digital Transformation Enhances Quality Chain Value Co-Creation Efficiency in Manufacturing: Evidence from Beijing," Sustainability, MDPI, vol. 17(12), pages 1-30, June.
  25. Tatiana de Macedo Nogueira Lima, 2022. "Documento de Trabalho 03/2022 - Aprendizado de máquina e antitruste," Documentos de Trabalho 2022030, Conselho Administrativo de Defesa Econômica (Cade), Departamento de Estudos Econômicos.
  26. Eckel, Carsten & Yeaple, Stephen R., 2024. "Inefficient labor market sorting," Journal of Economic Theory, Elsevier, vol. 221(C).
  27. Massimo G. Colombo & Karin Hoisl & Toke Reichstein & Salvatore Torrisi, 2023. "Open innovation, value creation and value capture : an introduction," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 50(4), pages 731-742, December.
  28. Labro, Eva & Lang, Mark & Omartian, James D., 2023. "Predictive analytics and centralization of authority," Journal of Accounting and Economics, Elsevier, vol. 75(1).
  29. John Forth & Alex Bryson, 2019. "Management practices and SME performance," Scottish Journal of Political Economy, Scottish Economic Society, vol. 66(4), pages 527-558, September.
  30. Linh Tu Ho & Christopher Gan & Shan Jin & Bryan Le, 2022. "Artificial Intelligence and Firm Performance: Does Machine Intelligence Shield Firms from Risks?," JRFM, MDPI, vol. 15(7), pages 1-20, July.
  31. Zuo, Xiaoming & Liu, Huaijie & Sun, Peng, 2026. "Does the industrial internet enhance firm innovation? Evidence from China’s pilot reform," Finance Research Letters, Elsevier, vol. 88(C).
  32. Mohamed Ali Ben Halima & Nathalie Greenan & Joseph Lanfranchi, 2021. "Organisational changes and long-term sickness absence and injury leave: a difference in difference approach," TEPP Working Paper 2021-05, TEPP.
  33. Shivam Gupta & Sachin Modgil & Samadrita Bhattacharyya & Indranil Bose, 2022. "Artificial intelligence for decision support systems in the field of operations research: review and future scope of research," Annals of Operations Research, Springer, vol. 308(1), pages 215-274, January.
  34. Ricardo Alonso & Odilon Câmara, 2024. "Organizing Data Analytics," Management Science, INFORMS, vol. 70(5), pages 3123-3143, May.
  35. Erik Brynjolfsson & Daniel Rock & Chad Syverson, 2021. "The Productivity J-Curve: How Intangibles Complement General Purpose Technologies," American Economic Journal: Macroeconomics, American Economic Association, vol. 13(1), pages 333-372, January.
  36. Mercedes Teruel & Alex Coad & Clemens Domnick & Florian Flachenecker & Peter Harasztosi & Mario Lorenzo Janiri & Rozalia Pal, 2022. "The birth of new HGEs: internationalization through new digital technologies," The Journal of Technology Transfer, Springer, vol. 47(3), pages 804-845, June.
  37. Kristina McElheran & Mu-Jeung Yang & Zachary Kroff & Erik Brynjolfsson, 2025. "The Rise of Industrial AI in America: Microfoundations of the Productivity J-curve(s)," Working Papers 25-27, Center for Economic Studies, U.S. Census Bureau.
  38. Haibing Sun & Ruiting Qin, 2025. "Enterprise Digital Transformation, ESG and Financial Performance: Evidence From Chinese A-Share Listed Manufacturing Firms," SAGE Open, , vol. 15(4), pages 21582440251, November.
  39. Chen, Shaojian, 2026. "Digitalization and cross-regional investments: Evidence from parent-subsidiaries in China," International Review of Financial Analysis, Elsevier, vol. 109(C).
  40. Liao, Kezhi & Ma, Chengcheng & Zhang, Jingxue & Wang, Zhihao, 2024. "Does big data infrastructure development facilitate bank fintech innovation? Evidence from China," Finance Research Letters, Elsevier, vol. 65(C).
  41. Chun, Hyunbae & Shin, Donghan, 2025. "Beyond automation: The multifaceted impact of advanced digital technologies on employment dynamics," Research Policy, Elsevier, vol. 54(10).
  42. Nathalie Greenan & Silvia Napolitano & Imad El Hamma, 2022. "Technologies numériques, capacité d'apprentissage de l'organisation et l'innovation : résultats empiriques à l'échelle de l'UE à partir d'un ensemble de données combinées," Working Papers halshs-03941324, HAL.
  43. Sorooshian, Shahryar, 2025. "Exploration of socio-environmental solutions in the mining industry in comparison to other industries: A data-driven unveiling perceptions," Resources Policy, Elsevier, vol. 104(C).
  44. Abhishek Nagaraj, 2022. "T he P rivate I mpact of P ublic D ata: L andsat S atellite M aps I ncreased G old D iscoveries and E ncouraged E ntry," Management Science, INFORMS, vol. 68(1), pages 564-582, January.
  45. Lynn Wu & Lorin Hitt & Bowen Lou, 2020. "Data Analytics, Innovation, and Firm Productivity," Management Science, INFORMS, vol. 66(5), pages 2017-2039, May.
  46. Arnaldo Camuffo & Alessandro Cordova & Alfonso Gambardella & Chiara Spina, 2020. "A Scientific Approach to Entrepreneurial Decision Making: Evidence from a Randomized Control Trial," Management Science, INFORMS, vol. 66(2), pages 564-586, February.
  47. 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).
  48. Audretsch, David Bruce & Belitski, Maksim & Brush, Candida, 2026. "Signals, not sex: Gender-neutral access to equity, debt, and grants in disruptive digital sectors under turbulence," Technovation, Elsevier, vol. 150(C).
  49. Vladimir Asriyan & Alexandre Kohlhas, 2025. "The macroeconomics of data: Scale, product choice, and pricing in the information age," Economics Working Papers 1904, Department of Economics and Business, Universitat Pompeu Fabra.
  50. Charles Hoffreumon & Chris Forman & Nicolas van Zeebroeck, 2024. "Make or buy your artificial intelligence? Complementarities in technology sourcing," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 33(2), pages 452-479, March.
  51. Wu, Desheng & Xie, Yu, 2026. "Government data accessibility and firm dynamics: Encouraging entrepreneurship or accelerating exit?," World Development, Elsevier, vol. 200(C).
  52. Nguyá»…n Công Toại & Ä á»— Thị Tý, 2026. "The Application of Artificial Intelligence (AI) and Big Data in Developing and Optimizing Labor Norm Systems in Manufacturing Enterprises," International Journal of Research and Innovation in Social Science, International Journal of Research and Innovation in Social Science (IJRISS), vol. 10(15), pages 156-171, January.
  53. Nicolas Ameye & Jacques Bughin & Nicolas van Zeebroeck, 2025. "From experimentation to scaling: what shapes the funnel of AI adoption?," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 34(7), pages 1107-1121, October.
  54. Mentis, Alan & Moonsammy, Stephan, 2022. "A critical assessment of Guyana's sustainability pathway: Perspectives from a developing extractive economy," Resources Policy, Elsevier, vol. 76(C).
  55. Ben Halima, Mohamed Ali & Greenan, Nathalie & Lanfranchi, Joseph, 2023. "Getting sick for profit? The impact of cumulative ICT and management changes on long term sickness absence," Journal of Economic Behavior & Organization, Elsevier, vol. 212(C), pages 659-688.
  56. Hu, Mingsheng & Yang, Xu & Zhu, You & Uddin, Gazi Salah, 2024. "Spillover effect of corporate digitalization in the supply chain: Perspective of trade credit financing," Global Finance Journal, Elsevier, vol. 62(C).
  57. Miao Xu & Bing Lu, 2026. "The data-driven decision-making, sustainable value creation, and international firm performance: Micro-level evidence based on AI language models," PLOS ONE, Public Library of Science, vol. 21(2), pages 1-22, February.
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  59. Rodepeter, Elisa & Gschnaidtner, Christoph & Hottenrott, Hanna, 2023. "Big data and start-up performance," ZEW Discussion Papers 23-061, ZEW - Leibniz Centre for European Economic Research.
  60. Nathalie Greenan & Silvia Napolitano, 2024. "Digital technologies, learning capacity of the organization and innovation: EU-wide empirical evidence from a combined dataset," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 33(3), pages 634-669.
  61. Amaresh K Tiwari, 2023. "Automation In An Open, Catching-Up Economy: Aggregate And Microeconometric Evidence," University of Tartu - Faculty of Economics and Business Administration Working Paper Series 144, Faculty of Economics and Business Administration, University of Tartu (Estonia).
  62. Thomaz Teodorovicz & Sérgio Lazzarini & Sandro Cabral & Leandro Nardi, 2023. "Can Public Organizations Perform Like Private Firms? The Role of Heterogeneous Resources and Practices," Organization Science, INFORMS, vol. 34(4), pages 1527-1553, July.
  63. Erkip, Nesim Kohen, 2023. "Can accessing much data reshape the theory? Inventory theory under the challenge of data-driven systems," European Journal of Operational Research, Elsevier, vol. 308(3), pages 949-959.
  64. Flavio Calvino & Luca Fontanelli, 2026. "Decoding AI: an early look at how French firms use AI," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 16(1), pages 51-93, March.
  65. Lynn Wu & Bowen Lou & Lorin Hitt, 2019. "Data Analytics Supports Decentralized Innovation," Management Science, INFORMS, vol. 65(10), pages 4863-4877, October.
  66. Babina, Tania & Fedyk, Anastassia & He, Alex & Hodson, James, 2024. "Artificial intelligence, firm growth, and product innovation," Journal of Financial Economics, Elsevier, vol. 151(C).
  67. Wei, Feiqiong & Bi, Pengfei & Weng, Yiyu, 2026. "Unleashing innovation dynamism: Enabling influence of artificial intelligence on firms," International Review of Financial Analysis, Elsevier, vol. 109(C).
  68. Sobrie, Léon & Verschelde, Marijn & Hennebel, Veerle & Roets, Bart, 2023. "Capturing complexity over space and time via deep learning: An application to real-time delay prediction in railways," European Journal of Operational Research, Elsevier, vol. 310(3), pages 1201-1217.
  69. Kinkel, Steffen & Baumgartner, Marco & Cherubini, Enrica, 2022. "Prerequisites for the adoption of AI technologies in manufacturing – Evidence from a worldwide sample of manufacturing companies," Technovation, Elsevier, vol. 110(C).
  70. Wang, Yafei & Shi, Ming & Liu, Junnan & Zhong, Min & Ran, Rong, 2025. "The impact of digital-real integration on energy productivity under a multi-governance framework: The mediating role of AI and embodied technological progress," Energy Economics, Elsevier, vol. 142(C).
  71. Wang, Tianchen & Wu, Xuesong & Mi, Qun, 2025. "Institutional openness and the labor income share of enterprises - A decade and a half of empirical evidence from China's free trade zones," Global Finance Journal, Elsevier, vol. 68(C).
  72. Binbin Yu & Nanping Jiang & Zhigang Wang, 2025. "Digital transformation and enterprise innovation efficiency: evidence from China’s A-share listed companies," Economic Change and Restructuring, Springer, vol. 58(5), pages 1-35, October.
  73. Hu Wang & Xin Liu & Xuan Wang, 2025. "Price subsidies and firm resilience: evidence from the renewable energy power generation industry in China," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-14, December.
  74. 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).
  75. Liu, Tingyu & Huang, Peng & Wang, Qiaoru, 2025. "The impact of digital innovation on labor share: Evidence from Chinese firms," International Review of Economics & Finance, Elsevier, vol. 99(C).
  76. Hassani, Abdeslam & Mosconi, Elaine, 2022. "Social media analytics, competitive intelligence, and dynamic capabilities in manufacturing SMEs," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
  77. Juan He & Wei Tu, 2026. "Digitalization and vertical mergers & acquisitions," Economic Change and Restructuring, Springer, vol. 59(2), pages 1-23, April.
  78. Alex P. Miller & Kartik Hosanagar, 2025. "An Investigation of p -Hacking in E-Commerce A/B Testing," Information Systems Research, INFORMS, vol. 36(3), pages 1691-1717, September.
  79. Tian, Meng & Wang, Yiwei & Han, Lei & Yang, Zhuowen, 2025. "Impact mechanism and contribution measurement of digital transformation on scale expansion of Chinese enterprises," Socio-Economic Planning Sciences, Elsevier, vol. 102(C).
  80. Changling Sun & Zixi Zhang & Marek Vochozka & Iveta Vozòáková, 2022. "Enterprise digital transformation and debt financing cost in China’s A-share listed companies," Oeconomia Copernicana, Institute of Economic Research, vol. 13(3), pages 783-829, September.
  81. Bashar Abu Khalaf & Munirah Sarhan AlQahtani & Maryam Saad Al-Naimi & Mohamad Anas Ktit, 2025. "Balancing Ethics and Earnings: Corporate Digital Responsibility and Jordanian Banks’ Performance Mediating for Bank Size," FinTech, MDPI, vol. 4(3), pages 1-25, July.
  82. Sadek, Biland, 2024. "Components and Strategic Routes of Corporate Transformations," MPRA Paper 120332, University Library of Munich, Germany, revised 26 Feb 2024.
  83. Luo, Mingjin & Wang, Shengquan, 2026. "Behind booms: the digitalization of underperforming Chinese companies," Journal of Business Research, Elsevier, vol. 206(C).
  84. Geylani, Pinar Celikkol & Park, Timothy A. & Restrepo, Brandon J., 2024. "The Role of Managerial and Organizational Practices in Explaining Productivity Differences: A Study of U.S. Food Manufacturing Firms," 2024 Annual Meeting, July 28-30, New Orleans, LA 343704, Agricultural and Applied Economics Association.
  85. Huber, Martin & Meier, Jonas & Wallimann, Hannes, 2022. "Business analytics meets artificial intelligence: Assessing the demand effects of discounts on Swiss train tickets," Transportation Research Part B: Methodological, Elsevier, vol. 163(C), pages 22-39.
  86. Chi-Yo Huang & Chia-Lee Yang & Yi-Hao Hsiao, 2021. "A Novel Framework for Mining Social Media Data Based on Text Mining, Topic Modeling, Random Forest, and DANP Methods," Mathematics, MDPI, vol. 9(17), pages 1-21, August.
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  88. Cristofaro, Matteo & Giardino, Pier Luigi & Barboni, Luca, 2025. "Growth hacking: A scientific approach for data-driven decision making," Journal of Business Research, Elsevier, vol. 186(C).
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  93. Jie Wang & Xiaohui Zhou & Yunning Ma & Yongrok Choi, 2025. "Public Data Elements and Enterprise Digital Transformation: A Quasi-Natural Experiment Based on Open Government Data Platforms for Sustainable Urban Planning," Sustainability, MDPI, vol. 17(10), pages 1-32, May.
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  113. Nathalie Greenan & Silvia Napolitano, 2021. "Why Do Employees Participate in Innovations? Skills and Organizational Design Issues and the Ongoing Technological Transformation," Post-Print halshs-03464619, HAL.
  114. Shao, Mingxing & Wen, Lei & Li, Sifei & Huang, Binyue, 2025. "Exploring the role of artificial intelligence as a catalyst for energy technology innovation," Energy Economics, Elsevier, vol. 147(C).
  115. Wang, Yu & Dong, Fan, 2025. "How intellectual property protection enhances data capitalization: The mediating effects of resources and willingness to capitalize on data," International Review of Financial Analysis, Elsevier, vol. 107(C).
  116. Anastasiia Pustovalova & Priit Vahter, 2024. "Automation-Skill Complementarity: The Changing Returns To Soft Skills In Different Stages Of Technology Adoption," University of Tartu - Faculty of Economics and Business Administration Working Paper Series 146, Faculty of Economics and Business Administration, University of Tartu (Estonia).
  117. 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.
  118. Munshi Naser Ibne Afzal & Tahir Masood Qureshi, 2025. "The Economic Footprint of AI: A Systematic Review of Business and Development Literature," International Journal of Economics & Business Administration (IJEBA), International Journal of Economics & Business Administration (IJEBA), vol. 0(2), pages 92-107.
  119. Todd A. Hall & Sharique Hasan, 2022. "Organizational decision-making and the returns to experimentation," Journal of Organization Design, Springer;Organizational Design Community, vol. 11(4), pages 129-144, December.
  120. Huanan Liu & Yan Wang & Zhoufu Yan, 2024. "Artificial Intelligence and Food Processing Firms Productivity: Evidence from China," Sustainability, MDPI, vol. 16(14), pages 1-18, July.
  121. Ruizhi Liu & Mengwei Hou & Ruifeng Jing & Alexandra Bauer & Mark Wu, 2024. "The Impact of National Big Data Pilot Zones on the Persistence of Green Innovation: A Moderating Perspective Based on Green Finance," Sustainability, MDPI, vol. 16(21), pages 1-28, November.
  122. Guojun Ji & Muhong Yu & Kim Hua Tan & Ajay Kumar & Shivam Gupta, 2024. "Decision optimization in cooperation innovation: the impact of big data analytics capability and cooperative modes," Annals of Operations Research, Springer, vol. 333(2), pages 871-894, February.
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