Semantic and network evolution in crowdsourced idea refinement

Successful ideation is a cornerstone of development. Advancements in information technology have allowed firms to harness collective intelligence through crowdsourcing ideation. New ideas often undergo iterative development and evaluation during a refinement phase, and only high-quality ideas get ac...

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Main Authors: MACK, Zhi Wei Vincent, TANG, Qian
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Language:English
Published: Institutional Knowledge at Singapore Management University 2020
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Online Access:https://ink.library.smu.edu.sg/sis_research/6191
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spelling sg-smu-ink.sis_research-71942021-09-28T06:24:02Z Semantic and network evolution in crowdsourced idea refinement MACK, Zhi Wei Vincent TANG, Qian Successful ideation is a cornerstone of development. Advancements in information technology have allowed firms to harness collective intelligence through crowdsourcing ideation. New ideas often undergo iterative development and evaluation during a refinement phase, and only high-quality ideas get accepted for implementation. Therefore, our paper studies how idea refinement influences idea quality from both the content semantics and network structure perspectives, in the context of the online ideation community of TVTropes. For the content revisions of the idea, we examine the influence of semantic stability and convergence. For the network evolution of the idea, we investigate the impacts of refined network centrality and importance of bridging disconnected ideas. We find robust support that semantic convergence in idea content, along with improved network centrality and bridging importance increase idea quality in terms of votes and acceptance. Among these factors, bridging disconnected ideas has the strongest impact. 2020-12-16T08:00:00Z text https://ink.library.smu.edu.sg/sis_research/6191 Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Idea refinement content evolution network evolution idea quality Computer Sciences
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Idea refinement
content evolution
network evolution
idea quality
Computer Sciences
spellingShingle Idea refinement
content evolution
network evolution
idea quality
Computer Sciences
MACK, Zhi Wei Vincent
TANG, Qian
Semantic and network evolution in crowdsourced idea refinement
description Successful ideation is a cornerstone of development. Advancements in information technology have allowed firms to harness collective intelligence through crowdsourcing ideation. New ideas often undergo iterative development and evaluation during a refinement phase, and only high-quality ideas get accepted for implementation. Therefore, our paper studies how idea refinement influences idea quality from both the content semantics and network structure perspectives, in the context of the online ideation community of TVTropes. For the content revisions of the idea, we examine the influence of semantic stability and convergence. For the network evolution of the idea, we investigate the impacts of refined network centrality and importance of bridging disconnected ideas. We find robust support that semantic convergence in idea content, along with improved network centrality and bridging importance increase idea quality in terms of votes and acceptance. Among these factors, bridging disconnected ideas has the strongest impact.
format text
author MACK, Zhi Wei Vincent
TANG, Qian
author_facet MACK, Zhi Wei Vincent
TANG, Qian
author_sort MACK, Zhi Wei Vincent
title Semantic and network evolution in crowdsourced idea refinement
title_short Semantic and network evolution in crowdsourced idea refinement
title_full Semantic and network evolution in crowdsourced idea refinement
title_fullStr Semantic and network evolution in crowdsourced idea refinement
title_full_unstemmed Semantic and network evolution in crowdsourced idea refinement
title_sort semantic and network evolution in crowdsourced idea refinement
publisher Institutional Knowledge at Singapore Management University
publishDate 2020
url https://ink.library.smu.edu.sg/sis_research/6191
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