• DocumentCode
    635250
  • Title

    Pricing crowdsourcing-based software development tasks

  • Author

    Ke Mao ; Ye Yang ; Mingshu Li ; Harman, Mark

  • Author_Institution
    Inst. of Software, Beijing, China
  • fYear
    2013
  • fDate
    18-26 May 2013
  • Firstpage
    1205
  • Lastpage
    1208
  • Abstract
    Many organisations have turned to crowdsource their software development projects. This raises important pricing questions, a problem that has not previously been addressed for the emerging crowdsourcing development paradigm. We address this problem by introducing 16 cost drivers for crowdsourced development activities and evaluate 12 predictive pricing models using 4 popular performance measures. We evaluate our predictive models on TopCoder, the largest current crowdsourcing platform for software development. We analyse all 5,910 software development tasks (for which partial data is available), using these to extract our proposed cost drivers. We evaluate our predictive models using the 490 completed projects (for which full details are available). Our results provide evidence to support our primary finding that useful prediction quality is achievable (Pred(30)>0.8). We also show that simple actionable advice can be extracted from our models to assist the 430,000 developers who are members of the TopCoder software development market.
  • Keywords
    software development management; TopCoder; crowdsourcing development; predictive pricing model; pricing crowdsourcing; software development project; software development task; Educational institutions; Linear regression; Predictive models; Pricing; Software; Software engineering; Unified modeling language; crowdsourcing; pricing; software measurement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Software Engineering (ICSE), 2013 35th International Conference on
  • Conference_Location
    San Francisco, CA
  • Print_ISBN
    978-1-4673-3073-2
  • Type

    conf

  • DOI
    10.1109/ICSE.2013.6606679
  • Filename
    6606679