中山管理評論

  期刊全文閱覽

中山管理評論  2026/9

第34卷第3期  Page:495 ~ 532

DOI:10.6160/SYSMR.202609_34(3).0003


題目

群眾外包中的知識搜尋過猶不及?


Too Much of a Good Search in Crowdsourcing?


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作者/學校
作者英文名/學校(英文)

許經明、邱明誠

/

國立成功大學企業管理學系、國立成功大學企業管理學系


Jing-Ming Shiu; Ming-Cheng Chiu

/

Department of Business Administration, National Cheng Kung University; Department of Business Administration, National Cheng Kung University


摘要(中文)

本研究探討協作型群眾外包情境下,知識搜尋強度對創意品質的非線性影響。基於認知負荷理論,我們透過準實驗設計,邀請研究生組成團隊,分別進行局部搜尋與邊界延伸搜尋,以產出創意性的新產品構想。研究結果顯示,適度的局部搜尋有助於深化參與者在特定領域的知識,進而提升創意品質;然而,過度的局部搜尋則易導致認知惰性及心理飽和感,抑制創意表現。同樣地,適度的邊界延伸搜尋能增強創意的多樣性與新穎性,但過度跨越知識邊界可能引發過高的認知負荷,反而阻礙創意品質的提升。透過凸顯知識搜尋歷程中的認知限制,本研究擴展了現有關於群眾外包與創新的理論,並為優化群眾外包中的創意生成策略提供理論洞見與實務建議。

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關鍵字(中文)

創意品質、認知負荷、局部搜尋、邊界延伸搜尋、群眾外包


摘要(英文)

This study explores the nonlinear impacts of knowledge search intensity on idea quality within collaboration-based crowdsourcing contexts. Drawing on cognitive load theory, we conducted a quasi-experimental study involving graduate student teams tasked with generating creative product ideas through local- and boundary-spanning searches. The findings indicate that both types of knowledge searches have an inverted U-shaped relationship with idea quality. Moderate engagement in local search deepens participants’ domain- specific knowledge and enhances idea quality, whereas excessive local search intensifies cognitive fixation and reduces idea quality. Similarly, a moderate boundary-spanning search fosters idea quality; however, excessive exploration across knowledge boundaries can lead to cognitive overload, hindering idea quality. This study extends existing crowdsourcing and innovation research by highlighting the cognitive limitations inherent in knowledge search processes and providing theoretical insights and practical recommendations for optimizing idea-generation strategies in crowdsourcing.

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關鍵字(英文)

idea quality, cognitive load, local search, boundary-spanning search, crowdsourcing


領域
創新與創業管理(Innovative & Entrepreneurship Management)

政策與管理意涵


參考文獻
Abrahamson, E., & Freedman, D. H. (2006). A perfect mess: The hidden benefits of disorder (1st ed.). Weidenfeld & Nicolson. Afuah, A., & Tucci, C. L. (2012). Crowdsourcing as a solution to distant search. Academy of Management Review, 37(3), 355–375. https://doi.org/10.5465/amr.2010.0146 Afuah, A., & Tucci, C. L. (2023). Reflections on the 2022 AMR decade award: Crowdsourcing as a solution to distant search. Academy of Management Review, 48(4), 597-610. https://doi.org/10.5465/amr.2023.0202 Beretta, M. (2019). Idea selection in web‐enabled ideation systems. Journal of Product Innovation Management, 36(1), 5-23. https://doi.org/10.1111/jpim.12439 Björk, J., & Magnusson, M. (2009). Where do good innovation ideas come from? Exploring the influence of network connectivity on innovation idea quality. Journal of Product Innovation Management, 26(6), 662-670. https://doi.org/10.1111/j.1540-5885.2009.00691.x Borgatti, S. P., & Everett, M. G. (1999). Models of core/periphery structures. Social Networks, 21(4), 375-395. https://doi.org/10.1016/S0378-8733(99)00019-2 Briggs, R. O., De Vreede, G.-J., & Nunamaker, J. F., Jr. (2003). Collaboration engineering with think lets to pursue sustained success with group support systems. Journal of Management Information Systems, 19(4), 31-64. https://doi.org/10.1080/07421222.2003.11045743 Busarovs, A. (2011). Crowdsourcing as user-driven innovation, new business philosophy‘s model. Journal of Business Management, 4. Callaghan, C. W. (2016). A new paradigm of knowledge management: crowdsourcing as emergent research and development. Southern African Business Review, 20(1), 1-28. https://doi.org/10.25159/1998-8125/6041 Cao, X., & Ali, A. (2018). Enhancing team creative performance through social media and transactive memory system. International Journal of Information Management, 39, 69-79. https://doi.org/10.1016/j.ijinfomgt.2017.11.009 Christian, J. S., Christian, M. S., Pearsall, M. J., & Long, E. C. (2017). Team adaptation in context: An integrated conceptual model and meta-analytic review. Organizational Behavior and Human Decision Processes, 140, 62-89. https://doi.org/10.1016/j.obhdp.2017.01.003 Csikszentmihalyi, M. (1997). Creativity: Flow and the psychology of discovery and invention (1st ed.). HarperPerennial. Cyert, R. M., & March, J. G. (1963). A behavioral theory of the firm. Prentice Hall. Dahlander, L., & Frederiksen, L. (2012). The core and cosmopolitans: A relational view of innovation in user communities. Organization Science, 23(4), 988-1007. https://doi.org/10.1287/orsc.1110.0673 Dahlander, L., Thomas, A., Wallin, M. W., & Ångström, R. C. (2023). Blinded by the person? Experimental evidence from idea evaluation. Strategic Management Journal, 44(10), 2443-2459. https://doi.org/10.1002/smj.3501 Davis, J. P., Eisenhardt, K. M., & Bingham, C. B. (2009). Optimal structure, market dynamism, and the strategy of simple rules. Administrative Science Quarterly, 54(3), 413–452. https://doi.org/10.2189/asqu.2009.54.3.413 De Dreu, C. K., Baas, M., & Nijstad, B. A. (2008). Hedonic tone and activation level in the mood-creativity link: toward a dual pathway to creativity model. Journal of Personality and Social Psychology, 94(5), 739-756. https://doi.org/10.1037/0022-3514.94.5.739 Dimitrova, S., & Scarso, E. (2017). The impact of crowdsourcing on the evolution of knowledge management: Insights from a case study. Knowledge and Process Management, 24(4), 287-295. https://doi.org/10.1002/kpm.1552 Eisenhardt, K. M., & Tabrizi, B. N. (1995). Accelerating adaptive processes: Product innovation in the global computer industry. Administrative Science Quarterly, 40(1), 84-110. https://doi.org/10.2307/2393701 Fiet, J. O., & Patel, P. C. (2008). Entrepreneurial discovery as constrained, systematic search. Small Business Economics, 30, 215-229. https://doi.org/10.1007/s11187-006-9010-5 Freeman, L. C. (1978). Centrality in social networks conceptual clarification. Social Networks, 1(3), 215-239. https://doi.org/10.1016/0378-8733(78)90021-7 Gielnik, M. M., Spitzmuller, M., Schmitt, A., Klemann, D. K., & Frese, M. (2015). “I put in effort, therefore I am passionate”: Investigating the path from effort to passion in entrepreneurship. Academy of Management Journal, 58(4), 1012-1031. https://doi.org/10.5465/amj.2011.0727 Gulati, R., Puranam, P., & Tushman, M. (2012). Meta‐organization design: Rethinking design in interorganizational and community contexts. Strategic Management Journal, 33(6), 571-586. https://doi.org/10.1002/smj.1975 Gupta, V. K., Goktan, A. B., & Gunay, G. (2014). Gender differences in evaluation of new business opportunity: A stereotype threat perspective. Journal of Business Venturing, 29(2), 273-288. https://doi.org/10.1016/j.jbusvent.2013.02.002 Gupta, V. K., & Turban, D. B. (2012). Evaluation of new business ideas: Do gender stereotypes play a role? Journal of Managerial Issues, 24(2), 140-156. https://www.jstor.org/stable/43488130 Gupta, V. K., Turban, D. B., & Pareek, A. (2013). Differences between men and women in opportunity evaluation as a function of gender stereotypes and stereotype activation. Entrepreneurship Theory and Practice, 37(4), 771-788. https://doi.org/10.1111/j.1540-6520.2012.00512.x Haas, M. R., Criscuolo, P., & George, G. (2015). Which problems to solve? Attention allocation and online knowledge sharing in organizations. Academy of Management Journal, 58(3), 680-711. https://doi.org/10.5465/amj.2013.0263 Howe, J. (2006). The rise of crowdsourcing. Wired, 14(6). https://www.wired.com/2006/06/crowds/ Hsu, D. K., Simmons, S. A., & Wieland, A. M. (2017). Designing entrepreneurship experiments: A review, typology, and research agenda. Organizational Research Methods, 20(3), 379-412. https://doi.org/10.1177/1094428116685613 llies, J. J., & Reiter‐Palmon, R. (2004). The effects of type and level of personal involvement on information search and problem solving. Journal of Applied Social Psychology, 34(8), 1709-1729. https://doi.org/10.1111/j.1559-1816.2004.tb02794.x Im, S., & Workman, J. P., Jr. (2004). Market orientation, creativity, and new product performance in high-technology firms. Journal of Marketing, 68(2), 114-132. https://doi.org/10.1509/jmkg.68.2.114.27788 Jeppesen, L. B., & Lakhani, K. R. (2010). Marginality and problem-solving effectiveness in broadcast search. Organization Science, 21(5), 1016-1033. https://doi.org/10.1287/orsc.1090.0491 Kameda, T., Ohtsubo, Y., & Takezawa, M. (1997). Centrality in sociocognitive networks and social influence: An illustration in a group decision-making context. Journal of Personality and Social Psychology, 73(2), 296-309. https://doi.org/10.1037/0022-3514.73.2.296 Katila, R., & Ahuja, G. (2002). Something old, something new: A longitudinal study of search behavior and new product introduction. Academy of Management Journal, 45(6), 1183-1194. https://doi.org/10.2307/3069433 Kiesler, S., & Sproull, L. (1982). Managerial response to changing environments: Perspectives on problem sensing from social cognition. Administrative Science Quarterly, 27(4), 548-570. https://doi.org/10.2307/2392530 Kim, M., & Rho, S. (2015). Dynamic knowledge management from multiple sources in crowdsourcing environments. New Review of Hypermedia and Multimedia, 21(3-4), 199-211. https://doi.org/10.1080/13614568.2015.1036133 Kohler, T., & Nickel, M. (2017). Crowdsourcing business models that last. Journal of Business Strategy, 38(2), 25-32. https://doi.org/10.1108/JBS-10-2016-0120 Kornberger, M., Clegg, S. R., & Carter, C. (2006). Rethinking the polyphonic organization: Managing as discursive practice. Scandinavian Journal of Management, 22(1), 3-30. https://doi.org/10.1016/j.scaman.2005.05.004 Laursen, K., & Salter, A. (2006). Open for innovation: the role of openness in explaining innovation performance among UK manufacturing firms. Strategic Management Journal, 27(2), 131-150. https://doi.org/10.1002/smj.507 Leiponen, A., & Helfat, C. E. (2010). Innovation objectives, knowledge sources, and the benefits of breadth. Strategic Management Journal, 31(2), 224-236. https://doi.org/10.1002/smj.807 Lévesque, M., & Schade, C. (2005). Intuitive optimizing: Experimental findings on time allocation decisions with newly formed ventures. Journal of Business Venturing, 20(3), 313-342. https://doi.org/10.1016/j.jbusvent.2004.01.005 Lovelace, K., Shapiro, D. L., & Weingart, L. R. (2001). Maximizing cross-functional new product teams’ innovativeness and constraint adherence: A conflict communications perspective. Academy of Management Journal, 44(4), 779-793. https://doi.org/10.2307/3069415 Lu, Y., Singh, P. V., & Sun, B. (2017). Is a core–periphery network good for knowledge sharing? A structural model of endogenous network formation on a crowdsourced customer support forum. MIS Quarterly, 41(2), 607-628. https://doi.org/10.25300/MISQ/2017/41.2.12 March, J. G., & Simon, H. A. (1958). Organizations. (1st ed.). Wiley. Mohammed, S., & Dumville, B. C. (2001). Team mental models in a team knowledge framework: Expanding theory and measurement across disciplinary boundaries. Journal of Organizational Behavior, 22(2), 89–106. https://doi.org/10.1002/job.86 Mowday, R. T., Steers, R. M., & Porter, L. W. (1979). The measurement of organizational commitment. Journal of Vocational Behavior, 14(2), 224-247. https://doi.org/10.1016/0001-8791(79)90072-1 Nelson, R. R., & Winter, S. G. (1982). An evolutionary theory of economic change. (1st ed.). Harvard University Press. Nevo, D., & Kotlarsky, J. (2020). Crowdsourcing as a strategic IS sourcing phenomenon: Critical review and insights for future research. The Journal of Strategic Information Systems, 29(4), 101593. https://doi.org/10.1016/j.jsis.2020.101593 Nishikawa, H., Schreier, M., Fuchs, C., & Ogawa, S. (2017). The value of marketing crowdsourced new products as such: Evidence from two randomized field experiments. Journal of Marketing Research, 54(4), 525-539. https://doi.org/10.1509/jmr.15.0244 Nooteboom, B. (1992). Towards a dynamic theory of transactions. Journal of Evolutionary Economics, 2(4), 281-299. https://doi.org/10.1007/BF01200127 Nooteboom, B. (1999). Inter-firm alliances: Analysis and design. (1st ed.). Routledge. Nooteboom, B., Van Haverbeke, W., Duysters, G., Gilsing, V., & Van den Oord, A. (2007). Optimal cognitive distance and absorptive capacity. Research Policy, 36(7), 1016-1034. https://doi.org/10.1016/j.respol.2007.04.003 Ocasio, W. (1997). Towards an attention‐based view of the firm. Strategic Management Journal, 18(S1), 187-206. https://doi.org/10.1002/(SICI)1097-0266(199707)18:1+%3C187::AID-SMJ936%3E3.0.CO;2-K Paas, F. G., & Van Merriënboer, J. J. (1994a). Instructional control of cognitive load in the training of complex cognitive tasks. Educational Psychology Review, 6(4), 351-371. https://doi.org/10.1007/BF02213420 Paas, F. G., & Van Merriënboer, J. J. (1994b). Variability of worked examples and transfer of geometrical problem-solving skills: A cognitive-load approach. Journal of Educational Psychology, 86(1), 122-133. https://doi.org/10.1037/0022-0663.86.1.122 Paulus, P. B., Larey, T. S., & Dzindolet, M. T. (2001). Creativity in groups and teams. In M. E. Turner (Ed.), Groups at work: Theory and research (pp. 319-338). Lawrence Erlbaum Associates. Phillips, K. W., & Loyd, D. L. (2006). When surface and deep-level diversity collide: The effects on dissenting group members. Organizational Behavior and Human Decision Processes, 99(2), 143-160. https://doi.org/10.1016/j.obhdp.2005.12.001 Piezunka, H., & Dahlander, L. (2015). Distant search, narrow attention: How crowding alters organizations’ filtering of suggestions in crowdsourcing. Academy of Management Journal, 58(3), 856-880. https://doi.org/10.5465/amj.2012.0458 Poetz, M. K., & Schreier, M. (2012). The value of crowdsourcing: can users really compete with professionals in generating new product ideas? Journal of Product Innovation Management, 29(2), 245-256. https://doi.org/10.1111/j.1540-5885.2011.00893.x Reiter-Palmon, R., Wigert, B., & de Vreede, T. (2012). Team creativity and innovation: The effect of group composition, social processes, and cognition. In M. D. Mumford (Ed.), Handbook of organizational creativity (pp. 295-326). Academic Press. https://doi.org/10.1016/C2009-0-01842-X Riedl, C., Blohm, I., Leimeister, J. M., & Krcmar, H. (2010, December 12–15). Rating scales for collective intelligence in innovation communities: Why quick and easy decision making does not get it right [Conference paper]. Thirty First International Conference on Information Systems, St. Louis, MO, United States. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=1714524 Rosenkopf, L., & Nerkar, A. (2001). Beyond local search: boundary‐spanning, exploration, and impact in the optical disk industry. Strategic Management Journal, 22(4), 287-306. https://doi.org/10.1002/smj.160 Schildt, H., Keil, T., & Maula, M. (2012). The temporal effects of relative and firm‐ level absorptive capacity on interorganizational learning. Strategic Management Journal, 33(10), 1154-1173. https://doi.org/10.1002/smj.1963 Seeber, I., De Vreede, G.-J., Maier, R., & Weber, B. (2017). Beyond brainstorming: Exploring convergence in teams. Journal of Management Information Systems, 34(4), 939-969. https://doi.org/10.1080/07421222.2017.1393303 Shalley, C. E. (2008). Team cognition: The importance of team process and composition for the creative problem solving process. In M. Mumford, S. Hunter, & K. Bedell (Eds.), Multilevel issues in creativity and innovation (pp. 289–304). JAI Press. https://doi.org/10.1016/S1475-9144(07)00011-2 Shalley, C. E., & Perry‐Smith, J. E. (2008). The emergence of team creative cognition: The role of diverse outside ties, sociocognitive network centrality, and team evolution. Strategic Entrepreneurship Journal, 2(1), 23-41. https://doi.org/10.1002/sej.40 Shenkar, O., & Li, J. (1999). Knowledge search in international cooperative ventures. Organization Science, 10(2), 134-143. https://doi.org/10.1287/orsc.10.2.134 Simon, H. A. (1955). A behavioral model of rational choice. The Quarterly Journal of Economics, 69(1), 99-118. https://doi.org/10.2307/1884852 Simon, H. A. (1971). Designing organizations for an information-rich world. In M. Greenberger (Ed.), Computers, communications, and the public interest (pp. 37–72). Johns Hopkins Press. Singh, J., & Fleming, L. (2010). Lone inventors as sources of breakthroughs: Myth or reality? Management Science, 56(1), 41-56. https://doi.org/10.1287/mnsc.1090.1072 Sommers, S. R. (2006). On racial diversity and group decision making: Identifying multiple effects of racial composition on jury deliberations. Journal of Personality and Social Psychology, 90(4), 597-612. https://doi.org/10.1037/0022-3514.90.4.597 Sweller, J. (1988). Cognitive load during problem solving: Effects on learning. Cognitive Science, 12(2), 257-285. https://doi.org/10.1207/s15516709cog1202_4 Sweller, J. (2004). Instructional design consequences of an analogy between evolution by natural selection and human cognitive architecture. Instructional Science, 32(1), 9-31. https://doi.org/10.1023/B:TRUC.0000021808.72598.4d Stuart, T. E., & Podolny, J. M. (1996). Local search and the evolution of technological capabilities. Strategic Management Journal, 17(S1), 21-38. Tabbers, H. K., Martens, R. L., & Van Merriënboer, J. J. (2004). Multimedia instructions and cognitive load theory: Effects of modality and cueing. British Journal of Educational Psychology, 74(1), 71-81. https://doi.org/10.1348/000709904322848824 Wales, W. J., Parida, V., & Patel, P. C. (2013). Too much of a good thing? Absorptive capacity, firm performance, and the moderating role of entrepreneurial orientation. Strategic Management Journal, 34(5), 622-633. https://doi.org/10.1002/smj.2026 Ward, T. B. (2004). Cognition, creativity, and entrepreneurship. Journal of Business Venturing, 19(2), 173-188. https://doi.org/10.1016/S0883-9026(03)00005-3 Warglien, M., & Masuch, M. (1995). The logic of organizational disorder (1st ed.). De Gruyter. Wasko, M. M., & Faraj, S. (2005). Why should I share? Examining social capital and knowledge contribution in electronic networks of practice. MIS Quarterly, 29(1), 35-57. https://doi.org/10.2307/25148667 Xie, X., Wang, L., & Zhang, T. (2023). Involving online community customers in product innovation: The double-edged sword effect. Technovation, 123, 102687. https://doi.org/10.1016/j.technovation.2022.102687 Zhao, S., Jiang, Y., Peng, X., & Hong, J. (2021). Knowledge sharing direction and innovation performance in organizations: Do absorptive capacity and individual creativity matter? European Journal of Innovation Management, 24(2), 371-394. https://doi.org/10.1108/EJIM-09-2019-0244