{"title":"解决人工智能-创造力悖论:教育创新和知识如何开启正和动态?","authors":"Guihua Shen , Wulin Wu , Weilun Huang","doi":"10.1016/j.jik.2025.100816","DOIUrl":null,"url":null,"abstract":"<div><div>Artificial intelligence’s (AI) rapid growth in creative industries has created a difficult choice: While companies can use AI to work faster, this often reduces human creativity and innovation. We show how educational institutions can resolve this by bringing together different groups to work collaboratively rather than competing against each other. We use a mathematical model to study how four key groups interact: creative companies, government regulators, educational institutions, and creative professionals. Our model tracks these interactions over 20 time periods, measuring three important factors: creative resources, trust between groups, and technology advancement. We compare scenarios where education plays different roles, from being a passive follower to active coordinator. Surprisingly, we find that when educational institutions actively coordinate between the other groups, everyone simultaneously benefits. Our 20-period simulation reveals that compared to pursuing automation-only strategies, companies following education-mediated strategies achieved 139 % higher profits (scenario simulation ceiling). Instead of being a zero-sum game, all groups achieved better outcomes together. This is because that educational coordination preserves and enhances creative resources while enabling sustainable technology integration. Thus, education is not simply a cost that responds to technological change. Rather, it is a strategic tool that can transform competitive dynamics into collaborative innovation. Educational institutions provide the long-term perspective, neutrality, and knowledge integration needed to align different interests around sustainable AI-creativity partnerships. However, educational coordination faces profound limitations, including structural power asymmetries wherein multinational corporations possess superior resources compared to individual artists, cultural incompatibilities rendering Western frameworks inappropriate across diverse contexts, and funding challenges undermining institutional neutrality. Rather than providing universal solutions, we offer diagnostic tools for understanding when coordination mechanisms may be feasible. Meanwhile, we also acknowledge that many contexts require alternative approaches or may experience ongoing efficiency-creativity tension as an inevitable feature of contemporary creative industries.</div></div>","PeriodicalId":46792,"journal":{"name":"Journal of Innovation & Knowledge","volume":"10 6","pages":"Article 100816"},"PeriodicalIF":15.5000,"publicationDate":"2025-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Tackling the AI-Creativity paradox: How educational innovation and knowledge unlocks positive-sum dynamics?\",\"authors\":\"Guihua Shen , Wulin Wu , Weilun Huang\",\"doi\":\"10.1016/j.jik.2025.100816\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Artificial intelligence’s (AI) rapid growth in creative industries has created a difficult choice: While companies can use AI to work faster, this often reduces human creativity and innovation. We show how educational institutions can resolve this by bringing together different groups to work collaboratively rather than competing against each other. We use a mathematical model to study how four key groups interact: creative companies, government regulators, educational institutions, and creative professionals. Our model tracks these interactions over 20 time periods, measuring three important factors: creative resources, trust between groups, and technology advancement. We compare scenarios where education plays different roles, from being a passive follower to active coordinator. Surprisingly, we find that when educational institutions actively coordinate between the other groups, everyone simultaneously benefits. Our 20-period simulation reveals that compared to pursuing automation-only strategies, companies following education-mediated strategies achieved 139 % higher profits (scenario simulation ceiling). Instead of being a zero-sum game, all groups achieved better outcomes together. This is because that educational coordination preserves and enhances creative resources while enabling sustainable technology integration. Thus, education is not simply a cost that responds to technological change. Rather, it is a strategic tool that can transform competitive dynamics into collaborative innovation. Educational institutions provide the long-term perspective, neutrality, and knowledge integration needed to align different interests around sustainable AI-creativity partnerships. However, educational coordination faces profound limitations, including structural power asymmetries wherein multinational corporations possess superior resources compared to individual artists, cultural incompatibilities rendering Western frameworks inappropriate across diverse contexts, and funding challenges undermining institutional neutrality. Rather than providing universal solutions, we offer diagnostic tools for understanding when coordination mechanisms may be feasible. Meanwhile, we also acknowledge that many contexts require alternative approaches or may experience ongoing efficiency-creativity tension as an inevitable feature of contemporary creative industries.</div></div>\",\"PeriodicalId\":46792,\"journal\":{\"name\":\"Journal of Innovation & Knowledge\",\"volume\":\"10 6\",\"pages\":\"Article 100816\"},\"PeriodicalIF\":15.5000,\"publicationDate\":\"2025-09-16\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Innovation & Knowledge\",\"FirstCategoryId\":\"91\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2444569X25001611\",\"RegionNum\":1,\"RegionCategory\":\"管理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BUSINESS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Innovation & Knowledge","FirstCategoryId":"91","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2444569X25001611","RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BUSINESS","Score":null,"Total":0}
Tackling the AI-Creativity paradox: How educational innovation and knowledge unlocks positive-sum dynamics?
Artificial intelligence’s (AI) rapid growth in creative industries has created a difficult choice: While companies can use AI to work faster, this often reduces human creativity and innovation. We show how educational institutions can resolve this by bringing together different groups to work collaboratively rather than competing against each other. We use a mathematical model to study how four key groups interact: creative companies, government regulators, educational institutions, and creative professionals. Our model tracks these interactions over 20 time periods, measuring three important factors: creative resources, trust between groups, and technology advancement. We compare scenarios where education plays different roles, from being a passive follower to active coordinator. Surprisingly, we find that when educational institutions actively coordinate between the other groups, everyone simultaneously benefits. Our 20-period simulation reveals that compared to pursuing automation-only strategies, companies following education-mediated strategies achieved 139 % higher profits (scenario simulation ceiling). Instead of being a zero-sum game, all groups achieved better outcomes together. This is because that educational coordination preserves and enhances creative resources while enabling sustainable technology integration. Thus, education is not simply a cost that responds to technological change. Rather, it is a strategic tool that can transform competitive dynamics into collaborative innovation. Educational institutions provide the long-term perspective, neutrality, and knowledge integration needed to align different interests around sustainable AI-creativity partnerships. However, educational coordination faces profound limitations, including structural power asymmetries wherein multinational corporations possess superior resources compared to individual artists, cultural incompatibilities rendering Western frameworks inappropriate across diverse contexts, and funding challenges undermining institutional neutrality. Rather than providing universal solutions, we offer diagnostic tools for understanding when coordination mechanisms may be feasible. Meanwhile, we also acknowledge that many contexts require alternative approaches or may experience ongoing efficiency-creativity tension as an inevitable feature of contemporary creative industries.
期刊介绍:
The Journal of Innovation and Knowledge (JIK) explores how innovation drives knowledge creation and vice versa, emphasizing that not all innovation leads to knowledge, but enduring innovation across diverse fields fosters theory and knowledge. JIK invites papers on innovations enhancing or generating knowledge, covering innovation processes, structures, outcomes, and behaviors at various levels. Articles in JIK examine knowledge-related changes promoting innovation for societal best practices.
JIK serves as a platform for high-quality studies undergoing double-blind peer review, ensuring global dissemination to scholars, practitioners, and policymakers who recognize innovation and knowledge as economic drivers. It publishes theoretical articles, empirical studies, case studies, reviews, and other content, addressing current trends and emerging topics in innovation and knowledge. The journal welcomes suggestions for special issues and encourages articles to showcase contextual differences and lessons for a broad audience.
In essence, JIK is an interdisciplinary journal dedicated to advancing theoretical and practical innovations and knowledge across multiple fields, including Economics, Business and Management, Engineering, Science, and Education.