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A Large-Scale Study of
Daily Information Needs
Captured In Situ
+ACM TOCHI
-Karen Church, Mauro
Cherubini, Nuria Oliver
/맹욱재
x 2015 Spring
ACM Transactions on Computer Human Interaction
TOCHI
5-Year SCI Impact Factor: 1.37
TOCHI
제목
1 Technological and Organizational Adaptation of EMR Implementation in an Emergency Department
2 An Age-Old Problem: Examining the Discourses of Ageing in HCI and Strategies for Future Research
3 Sharing Domestic Life through Long-Term Video Connections
4 To Call or to Recall? That's the Research Question
5 Introduction to the Special Issue on Physiological Computing for Human-Computer Interaction
6 Informing the Design of Novel Input Methods with Muscle Coactivation Clustering
7 Understanding Gesture Expressivity through Muscle Sensing
8 ColorBless: Augmenting Visual Information for Colorblind People with Binocular Luster Effect
9 Measurable Decision Making with GSR and Pupillary Analysis for Intelligent User Interface
10 A Framework for Psychophysiological Classification within a Cultural Heritage Context Using Interest
11 Designing Implicit Interfaces for Physiological Computing: Guidelines and Lessons Learned Using fNIRS
12 An Assisted Photography Framework to Help Visually Impaired Users Properly Aim a Camera
13 Ad Hoc Participation in Situation Assessment: Supporting Mobile Collaboration in Emergencies
14 Does Distance Still Matter? Revisiting the CSCW Fundamentals on Distributed Collaboration
15 Exploring and Understanding Unintended Touch during Direct Pen Interaction
16 My Self and You: Tension in Bodily Sharing of Experience
17 Quantifying the Creativity Support of Digital Tools through the Creativity Support Index
18 Crowdsourced Monolingual Translation
19 Health Vlogs as Social Support for Chronic Illness Management
20 Optimistic Programming of Touch Interaction
A Large-Scale Study of Daily Information Needs
Captured In Situ (2014 Feb)
Karen Church, Mauro Cherubini, and Nuria Oliver.
Telefo ́nica Research
(Karen Church is currently working at Yahoo Labs. Mauro Cherubini is currently working at Google Inc.)
TOCHI
1. Good research methodology : snippet based web diary + contextual
ESM
2. How to interpret Multinomial logistic regression
Take away
TOCHI
<goal>
to provide a fundamental understanding of the daily information needs of people
through a large-scale, in-depth, quantitative investigation.
<method>
spanning a 3-month period and involving more than 100 users.
contextual experience sampling method, a snippet-based diary technique using SMS technology,
an online Web diary to gather in situ insights
<result>
types of needs that occur from day to day, how those needs are addressed, and how contextual,
technological, and demographic factors impact on those needs
Abstract
TOCHI
Introduction
People encounter a diverse range of context-sensitive information needs in their day-to-day lives.
At times the information desired is essential to the task at hand
Tech has become one such source of assisting people in coping with their daily information needs.
huge advances in mobile tech. a dramatic increase in the use of portable communications devices to
access a wealth of information while on the move. This shift is having a profound impact on how users
address their daily information needs.
Several recent studies have highlighted the types of information needs in mobile settings.
However, the majority of these studies are relatively small in terms of scope, scale, and duration, and
many open research questions remain.
TOCHI
Introduction
shed light on unanswered questions regarding why information needs arise, the challenges people face in
addressing their information needs, and how external factors influence people’s daily needs.
covering daily information needs generated in both mobile and nonmobile settings. The study resulted in almost
12,000 SMS snippets and more than 9,000 associated diary entries.
(1) the characteristics, comprehensive taxonomy of information needs
compare our findings to past related work. This taxonomy is based on adapted from Dearman et
al. [2008]. although many of Dearman et al.’s original categories hold, new categories of
information needs have emerged.
(2) past work has focused on two modalities of satisfying needs, Internet access or asking people for
help, our results show that people employ a wide range of modalities to satisfy their information
needs and that the modality chosen to satisfy their need depends on the type of information need.
(3) We analyze the impact of technology, context, and demographics on the types of needs that arise
and how those needs are addressed, namely, mobile phone type, location, and gender.
the first to look at the impact of such contextual dimensions on user behaviors, specifically the role
of gender and mobile phone type.
TOCHI
Introduction
RQ
1. What are the types of information needs expressed by people in their daily life?
2. What proportion of daily information needs are satisfied, and what strategies are adopted by users
to address these needs?
3. What is the impact of contextual, demographic, and technological parameters like gender, mobile
phone type, and location on the types of information needs that arise and, likewise, how those needs
are addressed?
TOCHI
TOCHI
Literature Review
Methodology
TOCHI
123
4
5
6
TOCHI
Methodology
Methodology
TOCHI
Snippet-based diary technique - lowering burden of participant for in situ diary studies
Allow participants to capture small snippets of information in the wild
snippet : bits of text, audio, picture, through SMS,MMS or voicemail messages
then access Web diary to review snippets serving as prompts or reminders. preserving ecological
validity
text messaging was prefered in previous research. Free SMS
Web diary for with list of snippets, fill a diary, answering series of structured questions.
still rely heavily on memory of participants
refinements of Experience Sampling Method(ESM), contextual ESM - modeling the participants
context from the their daily routine.
contextual experience sampling algorithm determine if and when to send SMS.
Checking the timestamp of the last probe, probability.
Participants
TOCHI
recruited from major Web portal in Spain using survey for demographic, mobile usage
108 volunteer(M:66, F:42) actively use SMS, Internet via PC, mobile phone
52 feature phone, 56 smart phone
age: avg 35, min 18, max 58, SD 9.2
diverse backgrounds : IT, engineering, administration, law, production, sales, education
All lived in spain (urban + rural), native speaker
Spanish nationality(except for 6)
video tutorial
Told them “Interested in type of information needs and way of addressing it”
Definition of information needs: any information that is required for a task, or to satisfy the curiosity of
the mind, regardless of whether the need is satisfied or not.
period : Jan ~ April 2011
Max probes per day : 3
26,653 SMS probes sent to 108 participants
avg 247 SMS probe sent to individual
11,507 snippets SMS were recieved, avg 106.5 from individual(min 1, max 365, SD 89.3)
43% of SMS probes got response
couldn’t distinguish between response of probe and free will snippets
TOCHI
TOCHI
TOCHI
TOCHI
TOCHI
z
z
z
z
z
TOCHI
categorical data -> chi square test
비율이니까
normalization 해야함 동등하게 비교하려면
Multinominal Logistic Regression
dependent variable 여러개, nominal : categorical
Regression : 직선 긋기
Logistic Regression : 카테고리 정보
TOCHI
z
z
z
Discussion
Overall, we have found that our daily information needs are highly varied, intricate, and dynamic. In
general, people still face difficulty in finding answers to their daily questions
1. Why Information Needs Are Addressed That Way: Intent Versus Lack of Choice?
GPS ( p < .001), physical signs ( p < .001), radio ( p < .001), and newspapers ( p < .001) are
statistically more likely to be used to satisfy needs in mobile settings. Asking category, friends (p <
.001), knowledgeable sources (p < .001), and strangers ( p < .001) were relied on significantly more in
mobile settings. cannot assess whether the participants preferred some modalities over others.
information needs difficult to address, and we found the most popular reason was that users simply
did not know how to solve the need in question, focused on mobile information needs.
having no access to the Internet was also a contributing factor (22%). limited network coverage and
battery problems were expressed mainly by users in mobile environments, particularly while
commuting. In these situations, participants would not have been able to address their needs using
their mobile phone and would have had to rely on other means.
TOCHI
Discussion
2. Understanding Evolving Behaviors
Internet (48.5% of all satisfied needs), Asking people (18.7%), and Trial & Error (8.7%) were the most
popular means of addressing information needs. in 2011, approximately 18% smartphone users
globally. By 2014, this number is expected to reach 38.6%, and in some countries, for example, the
United States, the United Kingdom, and South Korea, the number of smartphone owners has already
surpassed 50%
3. Understanding Gender Differences
email, forums, family, and friends were a more popular means of satisfying information needs among
females (p < .001 to p < .05), whereas maps and radio were more popular among males (p < .01 to p
< .05). emails, forums, and asking people are all means of conversation, discussion, and person-to-
person interaction. gender matters more than mobile phone type in terms of how daily information
needs are addressed
TOCHI
Discussion
4. Understanding Differences and Similarities
for differences in these patterns over time or across different demographic groups. detecting
commonalities is important because it might uncover universal patterns of behavior. We identified
some new categories of information needs during our analysis but also found that the majority of
Dearman’s original categories remained the same. conducted in Canada. by no means generalizable
to the entire world, nor can we use these insights to make broad claims about the universality of our
findings.
5. Contextual Information Needs and Contextual Services
how do users handle urgent information needs versus more casual information desires? How does
social and cultural context impact the daily information needs of people and the means used to
address those needs? Although we noticed differences in gender when it comes to daily information
needs, do other demographic factors also have an effect—for example, age and socioeconomic
status? Does access to certain services and applications affect the success rates of information
needs?
TOCHI
Limitation
1. conducted in Spain, and as such there may be a cultural effect on the information needs and
findings that we report
2. the very act of sampling from a person’s everyday life raises on a number of issues and challenges.
there will always be some situations that are less likely to get sampled (e.g., driving, swimming), and
thus certain situations may be underrepresented in the resulting data.
3.probing participants multiple times per day may also lead to a reactive effect
probing our participants over a 3-month period about their information needs may have made our
participants more aware of their information needs and thus caused some changes in their behaviors.
4. some activities, situations, times of day (e.g., nighttime), or days of the week (weekends) that are
over- or undersampled.
5. Setting the right experimental design has a profound impact on the results obtained in all research
studies. And mobility poses a completely new set of challenges to researchers, which means that
methodologies developed in the past and for different domains need to be carefully adapted to the
field of MobileHCI
TOCHI
Thank you!
TOCHI

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A large scale study of daily information needs captured in situ

  • 1. A Large-Scale Study of Daily Information Needs Captured In Situ +ACM TOCHI -Karen Church, Mauro Cherubini, Nuria Oliver /맹욱재 x 2015 Spring
  • 2. ACM Transactions on Computer Human Interaction TOCHI 5-Year SCI Impact Factor: 1.37
  • 3. TOCHI 제목 1 Technological and Organizational Adaptation of EMR Implementation in an Emergency Department 2 An Age-Old Problem: Examining the Discourses of Ageing in HCI and Strategies for Future Research 3 Sharing Domestic Life through Long-Term Video Connections 4 To Call or to Recall? That's the Research Question 5 Introduction to the Special Issue on Physiological Computing for Human-Computer Interaction 6 Informing the Design of Novel Input Methods with Muscle Coactivation Clustering 7 Understanding Gesture Expressivity through Muscle Sensing 8 ColorBless: Augmenting Visual Information for Colorblind People with Binocular Luster Effect 9 Measurable Decision Making with GSR and Pupillary Analysis for Intelligent User Interface 10 A Framework for Psychophysiological Classification within a Cultural Heritage Context Using Interest 11 Designing Implicit Interfaces for Physiological Computing: Guidelines and Lessons Learned Using fNIRS 12 An Assisted Photography Framework to Help Visually Impaired Users Properly Aim a Camera 13 Ad Hoc Participation in Situation Assessment: Supporting Mobile Collaboration in Emergencies 14 Does Distance Still Matter? Revisiting the CSCW Fundamentals on Distributed Collaboration 15 Exploring and Understanding Unintended Touch during Direct Pen Interaction 16 My Self and You: Tension in Bodily Sharing of Experience 17 Quantifying the Creativity Support of Digital Tools through the Creativity Support Index 18 Crowdsourced Monolingual Translation 19 Health Vlogs as Social Support for Chronic Illness Management 20 Optimistic Programming of Touch Interaction
  • 4. A Large-Scale Study of Daily Information Needs Captured In Situ (2014 Feb) Karen Church, Mauro Cherubini, and Nuria Oliver. Telefo ́nica Research (Karen Church is currently working at Yahoo Labs. Mauro Cherubini is currently working at Google Inc.) TOCHI
  • 5. 1. Good research methodology : snippet based web diary + contextual ESM 2. How to interpret Multinomial logistic regression Take away TOCHI
  • 6. <goal> to provide a fundamental understanding of the daily information needs of people through a large-scale, in-depth, quantitative investigation. <method> spanning a 3-month period and involving more than 100 users. contextual experience sampling method, a snippet-based diary technique using SMS technology, an online Web diary to gather in situ insights <result> types of needs that occur from day to day, how those needs are addressed, and how contextual, technological, and demographic factors impact on those needs Abstract TOCHI
  • 7. Introduction People encounter a diverse range of context-sensitive information needs in their day-to-day lives. At times the information desired is essential to the task at hand Tech has become one such source of assisting people in coping with their daily information needs. huge advances in mobile tech. a dramatic increase in the use of portable communications devices to access a wealth of information while on the move. This shift is having a profound impact on how users address their daily information needs. Several recent studies have highlighted the types of information needs in mobile settings. However, the majority of these studies are relatively small in terms of scope, scale, and duration, and many open research questions remain. TOCHI
  • 8. Introduction shed light on unanswered questions regarding why information needs arise, the challenges people face in addressing their information needs, and how external factors influence people’s daily needs. covering daily information needs generated in both mobile and nonmobile settings. The study resulted in almost 12,000 SMS snippets and more than 9,000 associated diary entries. (1) the characteristics, comprehensive taxonomy of information needs compare our findings to past related work. This taxonomy is based on adapted from Dearman et al. [2008]. although many of Dearman et al.’s original categories hold, new categories of information needs have emerged. (2) past work has focused on two modalities of satisfying needs, Internet access or asking people for help, our results show that people employ a wide range of modalities to satisfy their information needs and that the modality chosen to satisfy their need depends on the type of information need. (3) We analyze the impact of technology, context, and demographics on the types of needs that arise and how those needs are addressed, namely, mobile phone type, location, and gender. the first to look at the impact of such contextual dimensions on user behaviors, specifically the role of gender and mobile phone type. TOCHI
  • 9. Introduction RQ 1. What are the types of information needs expressed by people in their daily life? 2. What proportion of daily information needs are satisfied, and what strategies are adopted by users to address these needs? 3. What is the impact of contextual, demographic, and technological parameters like gender, mobile phone type, and location on the types of information needs that arise and, likewise, how those needs are addressed? TOCHI
  • 13. Methodology TOCHI Snippet-based diary technique - lowering burden of participant for in situ diary studies Allow participants to capture small snippets of information in the wild snippet : bits of text, audio, picture, through SMS,MMS or voicemail messages then access Web diary to review snippets serving as prompts or reminders. preserving ecological validity text messaging was prefered in previous research. Free SMS Web diary for with list of snippets, fill a diary, answering series of structured questions. still rely heavily on memory of participants refinements of Experience Sampling Method(ESM), contextual ESM - modeling the participants context from the their daily routine. contextual experience sampling algorithm determine if and when to send SMS. Checking the timestamp of the last probe, probability.
  • 14. Participants TOCHI recruited from major Web portal in Spain using survey for demographic, mobile usage 108 volunteer(M:66, F:42) actively use SMS, Internet via PC, mobile phone 52 feature phone, 56 smart phone age: avg 35, min 18, max 58, SD 9.2 diverse backgrounds : IT, engineering, administration, law, production, sales, education All lived in spain (urban + rural), native speaker Spanish nationality(except for 6) video tutorial Told them “Interested in type of information needs and way of addressing it” Definition of information needs: any information that is required for a task, or to satisfy the curiosity of the mind, regardless of whether the need is satisfied or not. period : Jan ~ April 2011 Max probes per day : 3
  • 15. 26,653 SMS probes sent to 108 participants avg 247 SMS probe sent to individual 11,507 snippets SMS were recieved, avg 106.5 from individual(min 1, max 365, SD 89.3) 43% of SMS probes got response couldn’t distinguish between response of probe and free will snippets TOCHI
  • 16. TOCHI
  • 17. TOCHI
  • 18.
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  • 22. TOCHI
  • 23. TOCHI
  • 24. z
  • 26. categorical data -> chi square test 비율이니까 normalization 해야함 동등하게 비교하려면 Multinominal Logistic Regression dependent variable 여러개, nominal : categorical Regression : 직선 긋기 Logistic Regression : 카테고리 정보 TOCHI
  • 27. z z z
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  • 30.
  • 31.
  • 32. Discussion Overall, we have found that our daily information needs are highly varied, intricate, and dynamic. In general, people still face difficulty in finding answers to their daily questions 1. Why Information Needs Are Addressed That Way: Intent Versus Lack of Choice? GPS ( p < .001), physical signs ( p < .001), radio ( p < .001), and newspapers ( p < .001) are statistically more likely to be used to satisfy needs in mobile settings. Asking category, friends (p < .001), knowledgeable sources (p < .001), and strangers ( p < .001) were relied on significantly more in mobile settings. cannot assess whether the participants preferred some modalities over others. information needs difficult to address, and we found the most popular reason was that users simply did not know how to solve the need in question, focused on mobile information needs. having no access to the Internet was also a contributing factor (22%). limited network coverage and battery problems were expressed mainly by users in mobile environments, particularly while commuting. In these situations, participants would not have been able to address their needs using their mobile phone and would have had to rely on other means. TOCHI
  • 33. Discussion 2. Understanding Evolving Behaviors Internet (48.5% of all satisfied needs), Asking people (18.7%), and Trial & Error (8.7%) were the most popular means of addressing information needs. in 2011, approximately 18% smartphone users globally. By 2014, this number is expected to reach 38.6%, and in some countries, for example, the United States, the United Kingdom, and South Korea, the number of smartphone owners has already surpassed 50% 3. Understanding Gender Differences email, forums, family, and friends were a more popular means of satisfying information needs among females (p < .001 to p < .05), whereas maps and radio were more popular among males (p < .01 to p < .05). emails, forums, and asking people are all means of conversation, discussion, and person-to- person interaction. gender matters more than mobile phone type in terms of how daily information needs are addressed TOCHI
  • 34. Discussion 4. Understanding Differences and Similarities for differences in these patterns over time or across different demographic groups. detecting commonalities is important because it might uncover universal patterns of behavior. We identified some new categories of information needs during our analysis but also found that the majority of Dearman’s original categories remained the same. conducted in Canada. by no means generalizable to the entire world, nor can we use these insights to make broad claims about the universality of our findings. 5. Contextual Information Needs and Contextual Services how do users handle urgent information needs versus more casual information desires? How does social and cultural context impact the daily information needs of people and the means used to address those needs? Although we noticed differences in gender when it comes to daily information needs, do other demographic factors also have an effect—for example, age and socioeconomic status? Does access to certain services and applications affect the success rates of information needs? TOCHI
  • 35. Limitation 1. conducted in Spain, and as such there may be a cultural effect on the information needs and findings that we report 2. the very act of sampling from a person’s everyday life raises on a number of issues and challenges. there will always be some situations that are less likely to get sampled (e.g., driving, swimming), and thus certain situations may be underrepresented in the resulting data. 3.probing participants multiple times per day may also lead to a reactive effect probing our participants over a 3-month period about their information needs may have made our participants more aware of their information needs and thus caused some changes in their behaviors. 4. some activities, situations, times of day (e.g., nighttime), or days of the week (weekends) that are over- or undersampled. 5. Setting the right experimental design has a profound impact on the results obtained in all research studies. And mobility poses a completely new set of challenges to researchers, which means that methodologies developed in the past and for different domains need to be carefully adapted to the field of MobileHCI TOCHI