Because the data for both Growth Rules fit a power-law distribution, cost forecasting is a bursty process. This means that algorithm alternates between requesting new tasks in short bursts and receiving responses to existing tasks for quite some time.

Cost Forecasting Can Be Modeled as a Bursty Process

A bursty process is characterized by long pauses of nonactivity interrupted by sudden bursts of activity. Bursty processes tend to follow power-law distributions.

University of Rochester

Algorithmic crowdsourcing concentrates on computational approaches to solving the problems caused by introducing crowdworkers.

Algorithmic Crowdsourcing

Hotaling, A., &amp; Bagrow, J. P. (2020). Efficient crowdsourcing of crowd-generated microtasks. PLOS ONE, 15(12). https://doi.org/10.1371/journal.pone.0244245 

Efficient crowdsourcing of crowd-generated microtasks

Cost forecasting is a technique that allows the crowdsourcer to decide between having the crowd generate more tasks or letting the crowd complete some of the already-generated tasks to more efficiently balance resources in a situation where crowdworkers are both proposing new tasks and completing them.

(Proposed in the paper Efficient crowdsouring of crowd-generated microtasks.)

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