IEEE Computational Intelligence Magazine - May 2021 - 46

Jointly Predicting Job
Performance, Personality,
Cognitive Ability, Affect,
and Well-Being

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Pablo Robles-Granda, Suwen Lin,
Xian Wu, Gonzalo J. Martinez,
Stephen M. Mattingly, Edward Moskal,
Aaron Striegel, and Nitesh V. Chawla§
University of Notre Dame, USA

Sidney D'Mello, Julie Gregg
University of Colorado Boulder, USA

Kari Nies, Gloria Mark,Ted Grover
University of California, Irvine, USA

Andrew T. Campbell, Shayan Mirjafari
Dartmouth College, USA

Koustuv Saha, Munmun De Choudhury
Georgia Institute of Technology, USA

Anind K. Dey
University of Washington, USA
Digital Object Identifier 10.1109/MCI.2021.3061877
Date of current version: 12 April 2021

46

IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE | MAY 2021

Abstract-Assessment of individuals' job performance, personalized health and psychometric measures are domains where
data-driven ubiquitous computing will have a profound impact
in the near future. Existing work in these domains focus on
techniques that use data extracted from questionnaires, sensors
(wearable, computer, etc.), or other traits to assess well-being
and cognitive attributes of individuals. However, these techniques can neither predict individuals' well-being and psychological traits in a global manner nor consider the challenges
associated with processing the often incomplete and noisy data
available. In this paper, we create a benchmark for the predictive analysis of individuals from a perspective that integrates
§

Corresponding Author: nchawla@nd.edu

1556-603X/21©2021IEEE



IEEE Computational Intelligence Magazine - May 2021

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