TILES: Tracking Individual Performance with Sensors Data Set

Overview

The Tracking Individual Performance with Sensors (TILES) is a project holding multimodal data sets for the analysis of stress, task performance, behavior, and other factors pertaining to professionals engaged in a high-stress workplace environments. Biological, environmental, and contextual data was collected from hospital nurses, staff, and medical residents both in the workplace and at home over time. Labels of human experience were collected using a variety of psychologically validated questionnaires sampled on a daily basis at different times during the day. The data sets are publicly available and we encourage researchers to use it for data mining and testing their own human behavior models. For full descriptions of the data sets, please refer to the following papers:

Mundnich, K., Booth, B.M., L’Hommedieu, M. et al. TILES-2018, a longitudinal physiologic and behavioral data set of hospital workers. Sci Data 7, 354 (2020). https://doi.org/10.1038/s41597-020-00655-3

Yau, J.C., Girault, B., Feng, T., Mundnich, K., Nadarajan, A., Booth, B.M., Ferrera, E., Lerman, K., Hsieh, E. and Narayanan, S., TILES-2019: A longitudinal physiologic and behavioral data set of medical residents in an intensive care unit. Sci Data 9, 536 (2022). https://doi.org/10.1038/s41597-022-01636-4

If you use either of these data sets, we request that you cite the corresponding paper in your work.

Acknowledgements

TILES-2018

Thank you to each of the 212 participants who generously donated their time, attention, and data to this scientific study. The data set was collected at USC Keck Hospital with the help of many dedicated researchers and partners:

Researchers

Shrikanth Narayanan, University of Southern California, USA
Brandon M. Booth, University of Southern California, USA
Karel Mundnich, University of Southern California, USA
Tiantian Feng, University of Southern California, USA
Michelle L'Hommedieu, University of Southern California, USA
Justin L'Hommedieu, University of Southern California, USA
Mackenzie Wildman, Evidation Health Inc., USA
Jennifer L. Villatte, University of Washington, USA
Benjamin Girault, University of Southern California, USA
Amrutha Nadarajan, University of Southern California, USA
Tiago Falk, Institut National de la Recherche Scientifique, Canada
Kristina Lerman, Information Science Institute, USA
Emilio Ferrara, Information Science Institute, USA

Hospital Partners and Research Assistants

Brooke Baldwin Rodriguez, Keck Hospital of USC, USA
Felipe Osorno, Keck Hospital of USC, USA
Cynthia Begay, Keck Hospital of USC, USA
Sophia Skaaden, University of Southern California, USA

TILES-2019

Thank you to each of the 57 participants who generously donated their time, attention, and data to this scientific study. The data set was collected at LAC + USC Medical Center with the help of many dedicated researchers and partners:

Researchers

Shrikanth Narayanan, University of Southern California, USA
Joanna Yau, University of Southern California, USA
Tiantian Feng, University of Southern California, USA
Benjamin Girault, University of Southern California, USA
Brandon M. Booth, University of Southern California, USA
Karel Mundnich, University of Southern California, USA
Amrutha Nadarajan, University of Southern California, USA
Eric Hsieh, USC Keck School of Medicine

Hospital Partners and Research Assistants

Krystle Santos, USC Keck School of Medicine
Erin Torrison, University of Southern California, USA
Natalie Pardo, University of Southern California, USA
Moira Ann Desphy, University of Southern California, USA
Samuel De Los Santos, University of Southern California, USA
Elizabeth Kissell, University of Southern California, USA
Mariah Williams, University of Southern California, USA

TILES Data Sets

Overview

Acknowledgements

TILES-2018

Researchers

Hospital Partners and Research Assistants

TILES-2019

Researchers

Hospital Partners and Research Assistants

Sponsors

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