how routine learners can support family coordination
DESCRIPTION
Researchers have detailed the importance of routines in how people live and work, while also cautioning system designers about the importance of people’s idiosyncratic behavior patterns and the challenges they would present to learning systems. We wish to take up their challenge, and offer a vision of how simple sensing technology could capture and model idiosyncratic routines, enabling applications to solve many real world problems.To identify how a simple routine learner can demonstrate this in support of family coordination, we conducted six months of nightly interviews with six families, focusing on how they make and execute plans. Our data reveals that only about 40% of events unfold in a routine manner. When deviations do occur, family members often need but do not have access to accurate information about their routines. With about 90% of their content concerning deviations, not routines, families do not rely on calendars to support them during these moments. We discuss how coordination tools, like calendars and reminder systems, would improve coordination and reduce stress when augmented with routine information, and how commercial mobile phones can support the automatic creation of routine models.TRANSCRIPT
Scott Davidoff, John Zimmerman + Anind K. Dey 2 0 1 0C H I
THE PROJECT ON
How Routine Learners can Support Family Coordination
Scott Davidoff, John Zimmerman + Anind K. Dey
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How families coordinate moving people
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Managing ride details can be difficult
Darrah et al. 2000, Frissen 2000, Beech et al. 2004, Davidofff et al. 2006
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Routines help give parents control
Darrah et al. 1999, Crabtree et al. 2004, Neustaedter 2007
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Practiced routines can feel graceful
Wolin et al. 1984, Wakkary et al. 2007
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Non-routine days are often stressful
Frissen 2000, Fiese et al. 2002, Davidoff et al. 2007
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A system to help families during (often non-routine) coordination breakdowns
Vision
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Describe problems in non-routine days
Goal 1
Goal 2Proscribe what to do in these situations
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Related Work
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Idiosyncratic actions are hard to interpret
Suchman 1983, Tolmie et al. 2002,
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Computer useBegole et al. 2003
Domains using simple routine models
Social interaction
Transportation
Eagle et al 2006
Krumm et al 2006
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Study approach
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All 28 people in 6 dual-income families
Population
Timeline6 months, Spring, Summer and Fall
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GPS
Phone Calls
SMS
Calendars
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528 InterviewsGround truth on location and jobs
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Uncover causes of disruptions109 Activity Interviews
528 InterviewsGround truth on location and jobs
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Uncover causes of disruptions109 Activity Interviews
108 CalendarsLabel events and examine content
528 InterviewsGround truth on location and jobs
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Findings
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Deviations from routine happen almost every day
Finding 1
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RoutineDeviation, ScheduledDeviation, Unscheduled
March September
Family E activities involving transportation
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RoutineDeviation, ScheduledDeviation, Unscheduled
March September
Family E activities involving transportation
2
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RoutineDeviation, ScheduledDeviation, Unscheduled
March September
Family E activities involving transportation
3
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RoutineDeviation, ScheduledDeviation, Unscheduled
March September
Family E activities involving transportation
4
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Disruption can be caused by routines
Examine causes
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Mom
Dad
DayCare Home
5:00 5:455:30 6:30
Work
Work
Family A
Home
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Mom
Dad
5:00 5:455:30 6:30
Out of town
Work
Family A
HomeDayCare
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Mom
Dad
5:00 5:455:30 6:30
Out of town
Work
Family A
HomeDayCare
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Family members make plans based on where they believe one another will be but their knowledge is incomplete
Finding 2
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Specify S15’s Wednesday Routine
Activity Interview Task
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TrackS15 Paper Route
2:30 5:00 6:303:00 5:30 7:00
School
Family E
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TrackS15
Mom
Dad
Paper Route
Scouts
2:30 5:00 6:303:00 5:30 7:00
School
Track Paper RouteSchool
TrackSchool Scouts
Family E
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TrackS15
Mom
Dad
Paper Route
Scouts
2:30 5:00 6:303:00 5:30 7:00
School
Track Paper RouteSchool
TrackSchool ScoutsPaper Route
Family E
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S15 makes plans that depend on once-accurate information
School Half Day
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TrackS15
2:30 5:003:00 5:30
School Home
Family E
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TrackS15 Home
2:30 5:003:00 5:30
School Home
12:30 1:00
Family E
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TrackS15
Dad
Home
2:30 5:003:00 5:30
School Home
Work Home
12:30 1:00
Family E
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TrackS15
Dad
Home
2:30 5:003:00 5:30
School Home
Work Baseball
12:30 1:00
Family E
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Calendars hold deviations, not routines
Finding 3
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AUGUST SEPTEMBER OCTOBER NOVEMBER
Calendar holds deviation, not routine
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Deviations are frequent happenings
FINDING 1
People make plans without full information
Calendars are not good resources for routines
FINDING 2
FINDING 3
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Information for builders
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Forward-chain using planning algorithms to look for conflicts
Conflict detection
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TrackS15
Paper Route
2:30 5:00 6:303:00 5:30 7:00
School
ScoutsHome
Scouts
Family E
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TrackS15
Paper Route
2:30 5:00 6:303:00 5:30 7:00
School
ScoutsHome
Orthodontist
Scouts
Family E
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TrackS15
Paper Route
2:30 5:00 6:303:00 5:30 7:00
School
ScoutsHome
Orthodontist
Scouts
Family E
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TrackS15
Paper Route
2:30 5:00 6:303:00 5:30 7:00
School
ScoutsHome
Orthodontist
Scouts
Family E
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NO SCHOOL
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NO SCHOOL
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Alert parents about potential problems in time to do something about it
Safety net
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Mom
Dad
5:00 5:455:30 6:30
Out of town
Work
Family A
HomeDayCare
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Mom
Dad
5:00 5:455:30 6:30
Out of town
Work
Family A
HomeDayCare
Scott Davidoff, John Zimmerman + Anind K. Dey 2 0 1 0C H I
Mom
Dad
5:00 5:455:30 6:30
Out of town
Work
Family A
HomeDayCare
Scott Davidoff, John Zimmerman + Anind K. Dey 2 0 1 0C H I
Mom
Dad
5:00 5:455:30 6:30
Out of town
Work
Family A
HomeDayCare
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5:30
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Summary
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Deviations are frequent happenings
FINDING 1
People make plans without full information
Calendars are not good resources for routines
FINDING 2
FINDING 3
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Provide a resource for early detection
Conflict detection
Safety netMake sure high-cost events don’t happen
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When (and how) do you notify family about a suspected disruption
NEXT STEP 1
How accurate do routine models need to be
What is the social impact of a system that affects coordination
NEXT STEP 2NEXT STEP 3
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Thanks to my COLLABORATORS
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Thanks to my COMMITTEE
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Thanks to my ADVISORS
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TheProject on
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GRAPHICAL EVIDENCE
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RoutineDeviation, ScheduledDeviation, Unscheduled
March September
Family E activities involving transportation
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RoutineDeviation, ScheduledDeviation, Unscheduled
March September
Family E activities involving transportation
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4:30 5 5.30
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Pickup Drop off
Time 1 2 1 2
Parent A T T A
Child A T T A
2MODELING
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Family Precision Recall Accuracy F-measure Total Rides
A 0.625 0.710 0.500 0.665 861
B 0.880 0.611 0.564 0.720 328
C 0.776 0.669 0.567 0.722 99
D 0.751 0.604 0.503 0.670 1440
E 0.511 0.248 0.200 0.334 557
Total 0.731 0.569 0.467 0.622 3285
2MODELING
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2MODELING
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1How can end-user programming systemsin the homesupport human needs?
2 3What kind of support do families really want for their kids’ activities?
Can understanding of routine be used to model and support coordination?
22 Families12 months
18 Families3 months
6 Families6 months
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UNUSED CONTENT
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Reduce attention for everyday tasks
Zerubavel 1981
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Focus on more meaningful experience
Fiese et al. 2002, Wakkary et al. 2007
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Actions have important social meaning
Taylor et al. 2005, Harper et al. 2007
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Desire for transportation support is strong
Davidoff et al 2007