System and Method of Using Task Fingerprinting to Predict Task Performance

System and Method of Using Task Fingerprinting to Predict Task Performance

A novel method of using task fingerprinting to predict outcome measures such quality, errors, and the likelihood of cheating, particularly as applied to crowd sourced tasks. The technique focuses on the way workers work rather than the products they produce. The technique captures behavioral traces...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: KITTUR ANIKET DILIP, RZESZOTARSKI JEFFREY MARK
Format: Patent
Sprache:eng
Schlagworte:
CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FORADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORYOR FORECASTING PURPOSES
PHYSICS
SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE,COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTINGPURPOSES, NOT OTHERWISE PROVIDED FOR
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Beschreibung
Zusammenfassung:A novel method of using task fingerprinting to predict outcome measures such quality, errors, and the likelihood of cheating, particularly as applied to crowd sourced tasks. The technique focuses on the way workers work rather than the products they produce. The technique captures behavioral traces from online crowd workers and uses them to build predictive models of task performance. The effectiveness of the approach is evaluated across three contexts including classification, generation, and comprehension tasks.