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An investigation of unpaid crowdsourcing

机译:无偿众包调查

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The continual advancement of internet technologies has led to the evolution of how individuals and organizations operate. For example, through the internet, we can now tap a remote workforce to help us accomplish certain tasks, a phenomenon called crowdsourcing. Crowdsourcing is an approach that relies on people to perform activities that are costly or time-consuming using traditional methods. Depending on the incentive given to the crowd workers, crowdsourcing can be classified as paid or unpaid. In paid crowdsourcing, the workers are incentivized financially, enabling the formation of a robust workforce, which allows fast completion of tasks. Consequently, in unpaid crowdsourcing, the lack of financial incentive potentially leads to an unpredictable workforce and indeterminable task completion time. However, since payment to workers is not necessary, it can be an economical alternative for individuals and organizations who are more concerned about the budget than the task turnaround time. In this study, we explore unpaid crowdsourcing by reviewing crowdsourcing applications where the crowd comes from a pool of volunteers. We also evaluate its performance in sentiment analysis and data extraction projects. Our findings suggest that for such tasks, unpaid crowdsourcing completes slower but yields results of similar or higher quality compared to its paid counterpart.
机译:互联网技术的不断发展导致个人和组织运作方式的发展。例如,通过互联网,我们现在可以利用远程劳动力来帮助我们完成某些任务,这种现象称为众包。众包是一种依靠人们执行使用传统方法进行的昂贵或费时的活动的方法。根据对人群工作者的激励,众包可分为有偿的或无偿的。在有偿众包中,对工人进行了财务激励,从而形成了强大的劳动力队伍,从而可以快速完成任务。因此,在无偿众包中,缺乏经济激励可能会导致无法预测的劳动力和不确定的任务完成时间。但是,由于不需要向工人付款,因此对于比预算周转时间更关注预算的个人和组织,这可能是一种经济的选择。在本研究中,我们通过回顾众包来自志愿者群体的众包应用程序来探索无偿众包。我们还将评估其在情感分析和数据提取项目中的表现。我们的发现表明,对于此类任务,与付费同行相比,无偿众包完成速度较慢,但​​产生的结果却相似或更高。

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