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UbiComp 2015 1 SleepTight: Low-burden, Self-monitoring Technology for Capturing and Reflecting on Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research Matthew Kay, University of Washington Wanda Pratt, University of Washington Julie Kientz, University of Washington UbiComp 2015

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Page 1: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 1

SleepTight: Low-burden, Self-monitoring Technology for Capturing and Reflecting on

Sleep Behaviors

Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

Matthew Kay, University of Washington Wanda Pratt, University of Washington Julie Kientz, University of Washington

UbiComp 2015

Page 2: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 2

Self-monitoring An activity of recording one’s own behaviors, thoughts, or feelings [Kopp, J. (1988) Self-monitoring: A literature review of research and practice]

Page 3: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 3

Self-monitoring is important Therapeutic Purpose

Being aware of how you are doing can result in reactivity* and enable you to change behavior or maintain appropriate behavior

* Reactivity: The change in the frequency of a target behavior

Nelson & Hayes. (1981)

Page 4: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 4

Data Capture Mechanisms

Manual Capture

Automated Capture

Page 5: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 5

Manual Capture Increased self-awareness Engagement with data Flexibility of choosing target behaviors Some data can only be tracked manually High capture burden Forgetting -> compromised data accuracy

Page 6: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 6

Automated Capture Reduced mental load Better accuracy (depending on the data) Cumbersome to wear (wearable sensing) Reduce engagement with data

Page 7: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 7

Data Capture Mechanisms

Manual Capture

Automated Capture

Somnometer (Shirazi et al., 2013)

Sleepful app (Lawson et al., 2013)

Lullaby (Kay et al., 2012)

SWP Toss ‘N’ Turn (Min et al., 2014) (Chen et al., 2013)

Page 8: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 8

Sleep Tracking

http://www.swedish.org Sleep Center Patient Resource.

Page 9: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 9

Goal To support easy & flexible manual capture of multiple behavior factors

Page 10: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 10

SleepTight Design Goals

Sleep

A

B

C F

DE

Contributing factors Target behaviors

1.  Capture both target behaviors and contributing factors

Page 11: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 11

SleepTight Design Goals 1.  Capture both target behaviors and contributing factors 2.  Reduce the capture burden

Page 12: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 12

SleepTight Design Goals 1.  Capture both target behaviors and contributing factors 2.  Reduce the capture burden 3.  Provide feedback to promote self-reflection

Page 13: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 13

SleepTight Design Capturing Multiple Behaviors Leveraging App Widget Feedback

Page 14: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 14

Capturing Multiple Behaviors Target behaviors: Sleep Contributing factors

Custom Behaviors

Page 15: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 15

Capturing Multiple Behaviors Contributing factors Target behaviors: Sleep

Page 16: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 16

Leveraging App Widget

Page 17: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 17

Leveraging App Widget

Lock screen Home screen

# of unlocking event / day 4.8-105.3 times Truong et al., (2014)

Page 18: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 18

Leveraging App Widget

Lower Access Burden Lower Capture Burden

Page 19: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 19

Feedback for Self-reflection

4-week View Daily View Comparison View

Page 20: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 20

Study Design

App-only System Condition

Regular app

Page 21: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 21

Full System Condition

Lock screen widget Home screen widget Regular app

Study Design

Page 22: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 22

Study Design A three-phased study

22 participants (9 Males, 13 Females)

Average age—29.7 years old (range: 20-49)

Random assignment

•  Interview •  Questionnaire •  Instruction

•  4-week deployment •  Weekly survey

•  Debriefing interview •  Questionnaire

Page 23: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 23

Findings Data Capture Behaviors Information Access Self-reflection

Page 24: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 24

Data Capture Behavior [Diary adherence]

88% of the sleep diaries were captured

from the widgets

92% (M = 25.89, SD = 2.71)

> 73% (M = 20.42, SD = 7.18)

p = .03

Page 25: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 25

Data Capture Behavior [# of total contributing factors] Full system: 151.11 (SD = 68.82)

App-only system: 141.5 (SD = 78), p = N/S

9% of the contributing factors were captured

from the widgets

Page 26: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 26

Time Difference b/w Event Time and Logging Time

Full System: 7.1 hours (SD = 3.33)

App-only System: 11.7 hours (SD = 5.00)

< p = .02

Page 27: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 27

Self-reflection Self-reflection during opportune moments: What did you learn?

“…my time to go to bed is a little inconsistent”

“…I don’t drink as much alcohol as I thought I did”

“…drinking alcohol seems to lead to poor sleep.”

Finding-Sleep pattern (neutral statement)

Hypothesis-Relationship between sleep and other factors

Finding-Other activity (disproof)

Page 28: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 28

Designing Successful Manual Tracking Tools

Page 29: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 29

Lower the User Burden Lower the Capture Burden Lower the Access Burden Leverage Visual Reminders

Page 30: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 30

Leverage Manual Tracking in Self-reflection

Configuration Data capture Feedback

Reflection during data

capture

Reflection when receiving feedback

Page 31: UbiComp 2015 SleepTight: Low-burden, Self-monitoring ...choe/download/UBICOMP-2015-Choe-… · Sleep Behaviors Eun Kyoung Choe, Penn State University Bongshin Lee, Microsoft Research

UbiComp 2015 31

Thank you!

Eun Kyoung Choe [email protected] faculty.ist.psu.edu/choe

Funding: Intel ISTC Pervasive Computing NSF Awards 1344613 Google