Shumway, D. (2026, July). Engineering a Quota-Constrained Human-in-the-Loop Data Platform: Marketplace-Aware Architecture over 3M+ Microtasks. Available at SSRN: (https://papers.ssrn.com/sol3/papers.cfm?abstract_id=7040318)
Single-page app using Flask, JavaScript, and DataTables.js to analyze FDIC Banks API reporting data from 5K+ US financial institutions. https://dlsl.pythonanywhere.com
Single-page app built for the UIC Department of Minority Affairs toward recruitment of high school students from within the City of Chicago. https://davidshumway.github.io/self/CPS/
FLBS task word cloud
Task title word cloud using the top 200 words for tasks completed on the Amazon MTurk marketplace (FLBS, 2010-2019). Completed 1,100+ unique tasks for 750+ clients, with over 3M+ million microtasks completed in total.
