Literature DB >> 33041494

The Idiosyncrasies of Everyday Digital Lives: Using the Human Screenome Project to Study User Behavior on Smartphones.

Miriam Brinberg1, Nilam Ram1, Xiao Yang1, Mu-Jung Cho2, S Shyam Sundar1, Thomas N Robinson2, Byron Reeves2.   

Abstract

Most methods used to make theory-relevant observations of technology use rely on self-report or application logging data where individuals' digital experiences are purposively summarized into aggregates meant to describe how the average individual engages with broadly defined segments of content. This aggregation and averaging masks heterogeneity in how and when individuals actually engage with their technology. In this study, we use screenshots (N > 6 million) collected every five seconds that were sequenced and processed using text and image extraction tools into content-, context-, and temporally-informative "screenomes" from 132 smartphone users over several weeks to examine individuals' digital experiences. Analyses of screenomes highlight extreme between-person and within-person heterogeneity in how individuals switch among and titrate their engagement with different content. Our simple quantifications of textual and graphical content and flow throughout the day illustrate the value screenomes have for the study of individuals' smartphone use and the cognitive and psychological processes that drive use. We demonstrate how temporal, textual, graphical, and topical features of people's smartphone screens can lay the foundation for expanding the Human Screenome Project with full-scale mining that will inform researchers' knowledge of digital life.

Entities:  

Keywords:  digital phenotyping; intensive longitudinal data; screenomics; smartphone use

Year:  2020        PMID: 33041494      PMCID: PMC7543997          DOI: 10.1016/j.chb.2020.106570

Source DB:  PubMed          Journal:  Comput Human Behav        ISSN: 0747-5632


  7 in total

1.  Mobile Manifestations of Alertness: Connecting Biological Rhythms with Patterns of Smartphone App Use.

Authors:  Elizabeth L Murnane; Saeed Abdullah; Mark Matthews; Matthew Kay; Julie A Kientz; Tanzeem Choudhury; Geri Gay; Dan Cosley
Journal:  MobileHCI       Date:  2016-09

2.  Time for the Human Screenome Project.

Authors:  Byron Reeves; Thomas Robinson; Nilam Ram
Journal:  Nature       Date:  2020-01       Impact factor: 49.962

Review 3.  Treating stimuli as a random factor in social psychology: a new and comprehensive solution to a pervasive but largely ignored problem.

Authors:  Charles M Judd; Jacob Westfall; David A Kenny
Journal:  J Pers Soc Psychol       Date:  2012-05-21

4.  Usability in the real world: assessing medical information technologies in patients' homes.

Authors:  David R Kaufman; Vimla L Patel; Charlyn Hilliman; Philip C Morin; Jenia Pevzner; Ruth S Weinstock; Robin Goland; Steven Shea; Justin Starren
Journal:  J Biomed Inform       Date:  2003 Feb-Apr       Impact factor: 6.317

5.  Screenomics: A New Approach for Observing and Studying Individuals' Digital Lives.

Authors:  Nilam Ram; Xiao Yang; Mu-Jung Cho; Miriam Brinberg; Fiona Muirhead; Byron Reeves; Thomas N Robinson
Journal:  J Adolesc Res       Date:  2019-11-01

6.  Beyond Self-Report: Tools to Compare Estimated and Real-World Smartphone Use.

Authors:  Sally Andrews; David A Ellis; Heather Shaw; Lukasz Piwek
Journal:  PLoS One       Date:  2015-10-28       Impact factor: 3.240

Review 7.  From big data to deep insight in developmental science.

Authors:  Rick O Gilmore
Journal:  Wiley Interdiscip Rev Cogn Sci       Date:  2016-01-24
  7 in total
  2 in total

1.  Duration, frequency, and time distortion: Which is the best predictor of problematic smartphone use in adolescents? A trace data study.

Authors:  Laura Marciano; Anne-Linda Camerini
Journal:  PLoS One       Date:  2022-02-18       Impact factor: 3.240

2.  Dynamics of adolescents' smartphone use and well-being are positive but ephemeral.

Authors:  Laura Marciano; Charles C Driver; Peter J Schulz; Anne-Linda Camerini
Journal:  Sci Rep       Date:  2022-01-25       Impact factor: 4.379

  2 in total

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