3 papers
econ.GN2026
Human Capital, AI, and Labor Commoditization
Auyon Siddiq, Niuniu Zhang
Has generative AI changed how labor markets value human capital? We study this question using contract-level data from Upwork, a large online labor market. We represent worker prof…
math.OC2015
Robust Defibrillator Deployment Under Cardiac Arrest Location Uncertainty via Row-and-Column Generation
Timothy C. Y. Chan, Zuo-Jun Max Shen, Auyon Siddiq
Sudden cardiac arrest is a significant public health concern. Successful treatment of cardiac arrest is extremely time sensitive, and use of an automated external defibrillator (AE…
math.OC2015
Inverse Optimization with Noisy Data
Anil Aswani, Zuo-Jun Max Shen, Auyon Siddiq
Inverse optimization refers to the inference of unknown parameters of an optimization problem based on knowledge of its optimal solutions. This paper considers inverse optimization…