A decision support model for estimating participation-oriented designs of crowdsourcing platforms based on quality function deployment

被引:9
作者
Zhang, Xuefeng [1 ]
Su, Jiafu [2 ,3 ,4 ]
Herrera-Viedma, Enrique [5 ,6 ]
机构
[1] Anhui Polytech Univ, Sch Econ & Management, Wuhu, Peoples R China
[2] Chongqing City Vocat Coll, Chongqing, Peoples R China
[3] Chongqing Technol & Business Univ, Natl Res Base Intelligent Mfg Serv, Chongqing, Peoples R China
[4] Krirk Univ, Int Coll, Bangkok 10220, Thailand
[5] Univ Granada, Andalusian Res Inst Data Sci & Computat Intelligen, Granada, Spain
[6] King Abdulaziz Univ, Fac Engn, Dept Elect & Comp Engn, Jeddah, Saudi Arabia
基金
中国国家自然科学基金;
关键词
Crowdsourcing platform; Innovation contests; Quality function deployment; Fuzzy Delphi method; Best-worst method; Decision Making Trial; Evaluation Laboratory Model; FUZZY MCDM APPROACH; OPEN INNOVATION; DELPHI METHOD; MOTIVATION; KNOWLEDGE; CONTESTS; SOLVERS; IMPACT; SETS;
D O I
10.1016/j.eswa.2022.117308
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The designs presented in crowdsourcing platforms for supporting, facilitating, and regulating solvers' behaviors have significantly effect on solvers' decision to participate. To estimate those important designs, referred to as participation-oriented designs in this study, a decision support model is developed based on quality function deployment (QFD). This model connects participation-oriented designs to solvers' motives through the matched incentives, ensuring the estimated designs could activate solvers' motives most. Specifically, the relations among these three aspects are represented by two house of quality (HoQ) models in which one links solver motives and incentives and the other connects the incentives and participation-oriented designs. Moreover, a combination of the fuzzy Delphi method (FDM), fuzzy Best-Worst method (BWM), and fuzzy Decision Making Trial and Evaluation Laboratory Model (DEMATEL) is developed to handle information in these two HoQ models. Therein, the FDM is employed to screen and map solver motives, incentives, and participation-oriented designs. The fuzzy BWM is used to determine the relationship weights between solver motives and incentives and incentives and participation-oriented designs respectively. The fuzzy DEMATEL is employed to describe and calculate the inner dependencies of incentives and participation-oriented designs respectively. A case of the crowdsourcing platforms for graphic design contests is presented to demonstrate the effectiveness and practicability of the proposed model.
引用
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页数:15
相关论文
共 74 条
[1]   A Hybrid Plithogenic Decision-Making Approach with Quality Function Deployment for Selecting Supply Chain Sustainability Metrics [J].
Abdel-Basset, Mohamed ;
Mohamed, Rehab ;
Zaied, Abd El-Nasser H. ;
Smarandache, Florentin .
SYMMETRY-BASEL, 2019, 11 (07)
[2]   Motivations and solution appropriateness in crowdsourcing challenges for innovation [J].
Acar, Oguz A. .
RESEARCH POLICY, 2019, 48 (08)
[3]   A novel fuzzy hybrid multi-criteria decision-making approach for evaluating maintenance strategies in petrochemical industry [J].
Aghaee, Asghar ;
Aghaee, Milad ;
Fathi, Mohammad Reza ;
Shoa'bin, Shirin ;
Sobhani, Seyed Mohammad .
JOURNAL OF QUALITY IN MAINTENANCE ENGINEERING, 2021, 27 (02) :351-365
[4]   Temporal Motivations of Volunteers to Participate in Cultural Crowdsourcing Work [J].
Alam, Sultana Lubna ;
Campbell, John .
INFORMATION SYSTEMS RESEARCH, 2017, 28 (04) :744-759
[5]   A customer based supplier selection process that combines quality function deployment, the analytic network process and a Markov chain [J].
Asadabadi, Mehdi Rajabi .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2017, 263 (03) :1049-1062
[6]   Open innovation web-based platforms: The impact of different forms of motivation on collaboration [J].
Battistella, Cinzia ;
Nonino, Fabio .
INNOVATION-ORGANIZATION & MANAGEMENT, 2012, 14 (04) :557-575
[7]   Exploring the impact of motivations on the attraction of innovation roles in open innovation web-based platforms [J].
Battistella, Cinzia ;
Nonino, Fabio .
PRODUCTION PLANNING & CONTROL, 2013, 24 (2-3) :226-245
[8]   Development of an interval type-2 fuzzy sets based hierarchical MADM model by combining DEMATEL and TOPSIS [J].
Baykasoglu, Adil ;
Golcuk, Ilker .
EXPERT SYSTEMS WITH APPLICATIONS, 2017, 70 :37-51
[9]   How to Manage Crowdsourcing Platforms Effectively? [J].
Blohm, Ivo ;
Zogaj, Shkodran ;
Bretschneider, Ulrich ;
Leimeister, Jan Marco .
CALIFORNIA MANAGEMENT REVIEW, 2018, 60 (02) :122-149
[10]   Problem-solving effort and success in innovation contests: The role of national wealth and national culture [J].
Bockstedt, Jesse ;
Druehl, Cheryl ;
Mishra, Anant .
JOURNAL OF OPERATIONS MANAGEMENT, 2015, 36 :187-200