A Multi-sensor Approach to Linking Behavior to Job Performance

Traditionally job performance reviews occur infrequently, only a few times a year at best, and can be largely subjective. Additionally, most quantitative assessment of job performance (e.g., hours at work, number of articles published, etc.) do not give a complete picture, either because they do not account for individual differences or job variability, or they rely only on single measures, subjective reporting, sparse performance measurements or a combination of these factors. Here we report on our initial comparison of objective signals obtained from unobtrusive physiologic and environmental sensors to self-reports of workplace performance and wellbeing. Our results provide evidence that objective metrics of physiological and environmental factors for individuals might be useful in supplementing subjective reports of workplace performance and wellbeing. We posit that a large longitudinal study would provide enough information to automate timely analysis that would allow for tailored performance interventions, workforce retention, and mitigation of negative workplace behaviors.

[1]  B. McEwen Sleep deprivation as a neurobiologic and physiologic stressor: Allostasis and allostatic load. , 2006, Metabolism: clinical and experimental.

[2]  Joseph G. Allen,et al.  Associations of Cognitive Function Scores with Carbon Dioxide, Ventilation, and Volatile Organic Compound Exposures in Office Workers: A Controlled Exposure Study of Green and Conventional Office Environments , 2015, Environmental health perspectives.

[3]  S. Woods,et al.  Carbon dioxide-induced anxiety. Behavioral, physiologic, and biochemical effects of carbon dioxide in patients with panic disorders and healthy subjects. , 1988, Archives of general psychiatry.

[4]  Thomas Götz,et al.  Acute exposure to evening blue‐enriched light impacts on human sleep , 2013, Journal of sleep research.

[5]  M. J. Link,et al.  Efficacy of brief, intense light exposure for treatment of winter depression. , 1990, Psychopharmacology bulletin.

[6]  Jerry A. Jacobs,et al.  Who Are the Overworked Americans , 1998 .

[7]  David C. Christiani,et al.  Response to “Comment on ‘Flavoring Chemicals in E-Cigarettes: Diacetyl, 2,3-Pentanedione, and Acetoin in a Sample of 51 Products, Including Fruit-, Candy-, and Cocktail-Flavored E-Cigarettes’” , 2016, Environmental health perspectives.

[8]  Li-Chuan Lo,et al.  Sensing and Assessing Cognitive Workload Across Multiple Tasks , 2016, HCI.

[9]  Chao-Hsin Lin,et al.  Characterizing exhaled airflow from breathing and talking. , 2010, Indoor air.

[10]  M A Young,et al.  Bright light treatment of winter depression: a placebo-controlled trial. , 1998, Archives of general psychiatry.

[11]  J. Noth,et al.  Effects of sustained low-level elevations of carbon dioxide on cerebral blood flow and autoregulation of the intracerebral arteries in humans. , 1998, Aviation, space, and environmental medicine.

[12]  B. Plitnick,et al.  Light Modulates Leptin and Ghrelin in Sleep-Restricted Adults , 2012, International journal of endocrinology.

[13]  Dermot Phelan,et al.  Accuracy of Wrist-Worn Heart Rate Monitors , 2017, JAMA cardiology.

[14]  E. Bixler,et al.  Insomnia and sleep quality among primary care physicians with low and high burnout levels. , 2008, Journal of psychosomatic research.

[15]  B. Middleton,et al.  The impact of bright artificial white and ‘blue‐enriched’ light on sleep and circadian phase during the polar winter , 2011, Journal of sleep research.

[16]  J. Pilcher,et al.  Sleep quality versus sleep quantity: relationships between sleep and measures of health, well-being and sleepiness in college students. , 1997, Journal of psychosomatic research.

[17]  G. Gunzelmann,et al.  Deconstructing and reconstructing cognitive performance in sleep deprivation. , 2013, Sleep medicine reviews.

[18]  W L Beaver,et al.  Anaerobic threshold and respiratory gas exchange during exercise. , 1973, Journal of applied physiology.

[19]  J. Hartikainen,et al.  The effect of carbon dioxide, respiratory rate and tidal volume on human heart rate variability , 2004, Acta anaesthesiologica Scandinavica.

[20]  L J Beilin,et al.  Evidence for a direct effect of alcohol consumption on blood pressure in normotensive men. A randomized controlled trial. , 1985, Hypertension.

[21]  Adrian Basarab,et al.  Towards an automatic early stress recognition system for office environments based on multimodal measurements: A review , 2016, J. Biomed. Informatics.