AutoMan

Communications of the ACM 

Humans can perform many tasks with ease that remain difficult or impossible for computers. Crowdsourcing platforms like Amazon Mechanical Turk make it possible to harness human-based computational power at an unprecedented scale, but their utility as a general-purpose computational platform remains limited. The lack of complete automation makes it difficult to orchestrate complex or interrelated tasks. Recruiting more human workers to reduce latency costs real money, and jobs must be monitored and rescheduled when workers fail to complete their tasks. Furthermore, it is often difficult to predict the length of time and payment that should be budgeted for a given task.

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