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UNDERSTANDING HOW USERS SEARCH & DISCOVER
Ex Libris User Research
May 2015
1
2
3
4
Introduction
Log Analysis – what do users search?
User studies – what do users need?
Discovery concepts and ideas
TOPICS
USERS COME WITH DIFFERENT EXPECTATIONS
Access to a known
book or article
Get a quick overview
of a specific topic
Find materials for a
course assignment
Locate the latest articles in
a specific field
Obtain data for a
research project
DISCOVERY INDEXES COME WITH A WEALTH OF MATERIAL
Different
material types
Different
disciplines
Different
manifestations
(Physical, Digital,
Electronic)
Different
academic
levels
Different
depths
Primo Central (1 billion records)
Primo local collections
RESEARCH TO SUPPORT DECISIONS
• User Interface design
• Search and ranking
• Content decisions
• Data handling
• New features
Log Analysis
User Studies
Usability Studies
LOG ANALYSIS
What Do Users Search?
LOG EVENTS
• Time to selection
• Number of abandoned
searches/session
• Rank of selected items
• Clicks on the Next link
• …
Events Key Performance Indicators
• Search queries
• Search refinements
• Selection activities, such as full-
text requests
QUERY TYPES AND THEIR CHARACTERISTICS
© 2015 Ex Libris | Confidential & Proprietary 8
Known item searches Exploratory (topic) searches
• Often > 5 words
• Mixed case
• The inclusion of punctuation
• Phrases that exactly match
strings in the system’s title
index
• Complete citation information
(including volume, issue, and
page number)
• Usually short (1 – 5 words)
• Broad topic search
• Expect overview of the topic,
(e.g. review articles and
reference works)
• Specific topic-based
searches
• Expect more specialized
research articles on the subject
LOG ANALYSIS
1
birth outcomes and academic achievement in childhood:
a population record linkage study
2 blaxter, hughes and tight
3 international marketing
4
economic dependency, gender, and the division of labor at home. american journal of
sociology, 100, 652-688.
5 cognitive systems research
6 expert systems with applications
7 journal of vascular surgery
8 a concise history of Australia
9
fernald, a. et al. (1998). rapid gains in speed of verbal processing by infants in the 2nd
year. psychological science, 9, 228-231.
10 alexithymia anger suppression
Known-item query
Author-related query
Broad-topic query
Narrow-topic query
© 2015 Ex Libris | Confidential & Proprietary
SEARCH DISTRIBUTION – NUMBER OF WORDS
0% 5% 10% 15% 20% 25%
6 words
7 words
5 words
4 words
1 word
> 7 words
3 words
2 words
> 50% Known item searches
© 2015 Ex Libris | Confidential & Proprietary
KNOWN ITEM SEARCHES
Examples
Motivating the academically unmotivated: A critical issue for the 21st
century
Introduction to Special Relativity,rindler
clark, understanding vulnerability
Sun, J Buys, N, Stewart, D, Shum, D, Farquhar, L, 2011, ‘Smoking in Australian
university students and its association with socio-demographic factors,
stress, health status, coping strategies and attitude, Health Education, Vol.
111 Issue 2, pp.117 132
© 2015 Ex Libris | Confidential & Proprietary
SUPPORT FOR SEARCH TYPES IN PRIMO
Support for many variations Support for entire citations
• Title and author variations
• Missing or added leading articles
• Queries that include the title words
in an incorrect order
• Stemming
• …
• Users copy and paste from web
pages
• Including enumeration
• In a variety of citation formats
© 2015 Ex Libris | Confidential & Proprietary
USER STUDIES
What do users need material for?
Why do they search?
USER STUDIES OR USABILITY STUDIES
The ease of use and learnability of a human-
made object (Wikipedia)
Usability Studies
The investigation of users (and potential
users) for example of a service or system
User Studies
© 2015 Ex Libris | Confidential & Proprietary
USER STUDIES - PURPOSE
Challenge assumptions and gain new insights
Who are the (potential) users and what do they
need?
• Understand differences and similarities
• Identify recurring themes
• Cluster them into groups with the same
characteristics
• Create Personas and identify common themes
Enhance discovery experience and effectiveness
© 2015 Ex Libris | Confidential & Proprietary
 Library reported user scenarios
 Workshops with librarians from different institutions
 Harvard University workshop, with participation from
Harvard University, Brandeis University, CUNY, Boston
College, Boston University, NYU
 Oxford University workshop
 User interviews/questionnaires
METHODOLOGY
© 2015 Ex Libris | Confidential & Proprietary
THE QUESTIONNAIRE
1 Subject and academic level
2 What literature do you mostly need for your work
3 Where do you usually get your literature from
4 What devices do you use and what for
5 Preferences/needs when looking for information
6 Preferred characteristics of material
7 Where do you usually start your search
8 Familiarity with topic when starting the search
9 Favourite web sites (give reasons)
10 What do you find annoying
11 Specific use case
© 2015 Ex Libris | Confidential & Proprietary
Terminology is not
consistent
Qualitative vs.
quantitative
Changes to the
questionnaire –
lack of consistency
Providing options
leads to
suggestive
choices, no
options to
misinterpretation
CHALLENGES
© 2015 Ex Libris | Confidential & Proprietary 18
OUTPUT
© 2015 Ex Libris | Confidential & Proprietary 19
Scenarios
24 questionnaires and interviews
7 provided by Harvard librarians
11 created in the Harvard workshop
42
RESPONDENTS (INTERVIEWS/QUESTIONNAIRE)
© 2015 Ex Libris | Confidential & Proprietary 20
Total: 24
female 14
male 10
Canada 2
Germany 5
Israel 1
UK 2
US 14
Faculty/researcher 3
Graduate 9
PhD student 5
Undergraduate 7
Architecture 1
Humanities 4
Design 1
Law 1
Economics/Business 4
Social Sciences 4
Psychology 1
Urban planning 1
Medicine 2
Sciences 3
Biotechnology 1
Engineering 1
RECURRING THEMES – USER GROUPS
 Students often need to build up
terminology first
 Graduates to understand their research area
first and then narrow it down
 Undergraduates to gain more knowledge for
papers/projects
 Undergraduate students take most of
their resources from reading lists/set text
books – but there are exceptions
RECURRING THEMES – USER GROUPS
 Faculty members and researchers
know their core publications
 Are usually (but not always) interested in the newest
material
 Often follow citation trails to find similar material
 May also follow author trails (known authors and co-
authors)
 Graduates and researchers
 Tend to look for thorough lists
 Often work on projects where they need an
overview as well as very specific aspects of a topic
© 2015 Ex Libris | Confidential & Proprietary 22
RECURRING THEMES – SUBJECTS
 Undergraduates in the humanities work often on
papers and essays and need literature for that
 Undergraduates in the sciences work towards
exams and are often satisfied with text books, they
use other literature for occasional tasks
 Also noteworthy - the same subject is not taught
in the same way in every country: Example
Medicine
© 2015 Ex Libris | Confidential & Proprietary 23
USER STORIES - EXAMPLES
© 2015 Ex Libris | Confidential & Proprietary 24
One of my most recent tasks was to gather more information about a
specific therapy (Photospheres) used for Graf-versus-Host-Disease. Most
important for me was to gain a general overview of the topics and the
current status of research. I started with searching for photosphere in
Google but didn’t find anything useful but once I found more material
by getting help from peers I really enjoyed to get deep into the subject.
Undergraduate student, Medicine
In researching Scandinavian migration to the United States in the 19th
century and its impact on local history and religious institutions, it was
actually necessary to research older publications dating from 1820 to
1940 to find more first hand material. No one book or journal article was
comprehensive, so many titles had to be reviewed to determine this
impact.
Researcher, History
USER STORIES - EXAMPLES
© 2015 Ex Libris | Confidential & Proprietary 25
I work mostly towards exams. I use textbooks a lot and online
learning programs. I think this will change when I start working on
my PhD next year.
Graduate Student, Medicine
Recently I needed to find research papers to prepare for a talk
about semiconductor optical amplifiers. The goal was to both
present recent developments in the field but also original
publications about the topic to explain the broader concept.
Graduate student, Physics
Learning
USER STUDIES - CONCLUSIONS
Exploration
Differences across
disciplines & grades
Many users include
learning as a desired part
of their information
research, e.g. to build up
terminology
Researchers and
graduate students like
to follow trails to find
relevant material
Different disciplines
and academic grades
behave differently
and have different
expectations
© 2015 Ex Libris | Confidential & Proprietary 27
DISCOVERY CONCEPTS,
FEATURES AND IDEAS
DISCOVERY CORE CONCEPTS
© 2015 Ex Libris | Confidential & Proprietary 28
SEARCH
AND FIND
PERSONALIZATION
EXPLORATION
Concepts Connections/Entry points
• Serendipitous discovery and
learning
• Trails
• Browsing
• Usage (e.g. bX)
• References
• Topic clusters
• Parent publication
• Authors
• Author/institutions
EXPLORING SUBJECTS, AUTHORS AND TITLES: BROWSING
© 2015 Ex Libris | Confidential & Proprietary 30
EXPLORING THE VICINITY: VIRTUAL BROWSE
© 2015 Ex Libris | Confidential & Proprietary 31
EXPLORING ARTICLE RELATIONS: THE bX RECOMMENDER
© 2015 Ex Libris | Confidential & Proprietary 32
ON AN EXPLORATION TRAIL: THE bX RECOMMENDER
© 2015 Ex Libris | Confidential & Proprietary 33
CONNECTIONS VIA REFERENCES
© 2015 Ex Libris | Confidential & Proprietary 34
CLUSTERING BASED ON TEXT MINING
© 2015 Ex Libris | Confidential & Proprietary 35
EXPLORATION
With boundaries Without boundaries
Show what you
can get
Show everything
and we’ll try to get
it for you
LEARNING
 Understanding searching as a human learning process
 When and how learning occurs in the search process
 The relationship between the learning process and searchers'
work task contexts
 Features and functionalities to foster learning
 Search interface design in support of learning
© 2015 Ex Libris | Confidential & Proprietary 37
FROM THE JOURNAL OF INFORMATION SCIENCE CALL FOR PAPERS
(FOR A SPECIAL ISSUE “RECENT ADVANCES ON SEARCHING AS LEARNING”)
PERSONALIZATION: THE SAME DOES NOT WORK FOR ALL
 Topic searches and discipline match
© 2015 Ex Libris | Confidential & Proprietary 38
Example: “game theory”
Mathematics
Economics
 Material types per discipline and academic level
Examples:
 Overview articles vs. in-depth research articles
 Newspaper article included?
Search term: graphene layer
By: Physics student
PERSONALIZED RANKING EXAMPLE
Search term: graphene layer
By: Engineering student
PERSONALIZED RANKING EXAMPLE
PERSONALIZATION AND ANTICIPATORY DISCOVERY
 Active choices by the user can for example
control order of results in relation to
 Discipline
 Material type
 Recentness
 Passive choices – anticipate user’s preferences
according to her/his history or course
association
 Like Google?
 Privacy concerns?
 More targeted but maybe also more restricted?
 Critical mass of data to perform such analysis per user?
 Discipline choices according to courses in the reading
list?
© 2015 Ex Libris | Confidential & Proprietary 41
THANK YOU

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Libraries: How Users Search and Discover - Ex Libris User Studies

  • 1. UNDERSTANDING HOW USERS SEARCH & DISCOVER Ex Libris User Research May 2015
  • 2. 1 2 3 4 Introduction Log Analysis – what do users search? User studies – what do users need? Discovery concepts and ideas TOPICS
  • 3. USERS COME WITH DIFFERENT EXPECTATIONS Access to a known book or article Get a quick overview of a specific topic Find materials for a course assignment Locate the latest articles in a specific field Obtain data for a research project
  • 4. DISCOVERY INDEXES COME WITH A WEALTH OF MATERIAL Different material types Different disciplines Different manifestations (Physical, Digital, Electronic) Different academic levels Different depths Primo Central (1 billion records) Primo local collections
  • 5. RESEARCH TO SUPPORT DECISIONS • User Interface design • Search and ranking • Content decisions • Data handling • New features Log Analysis User Studies Usability Studies
  • 6. LOG ANALYSIS What Do Users Search?
  • 7. LOG EVENTS • Time to selection • Number of abandoned searches/session • Rank of selected items • Clicks on the Next link • … Events Key Performance Indicators • Search queries • Search refinements • Selection activities, such as full- text requests
  • 8. QUERY TYPES AND THEIR CHARACTERISTICS © 2015 Ex Libris | Confidential & Proprietary 8 Known item searches Exploratory (topic) searches • Often > 5 words • Mixed case • The inclusion of punctuation • Phrases that exactly match strings in the system’s title index • Complete citation information (including volume, issue, and page number) • Usually short (1 – 5 words) • Broad topic search • Expect overview of the topic, (e.g. review articles and reference works) • Specific topic-based searches • Expect more specialized research articles on the subject
  • 9. LOG ANALYSIS 1 birth outcomes and academic achievement in childhood: a population record linkage study 2 blaxter, hughes and tight 3 international marketing 4 economic dependency, gender, and the division of labor at home. american journal of sociology, 100, 652-688. 5 cognitive systems research 6 expert systems with applications 7 journal of vascular surgery 8 a concise history of Australia 9 fernald, a. et al. (1998). rapid gains in speed of verbal processing by infants in the 2nd year. psychological science, 9, 228-231. 10 alexithymia anger suppression Known-item query Author-related query Broad-topic query Narrow-topic query © 2015 Ex Libris | Confidential & Proprietary
  • 10. SEARCH DISTRIBUTION – NUMBER OF WORDS 0% 5% 10% 15% 20% 25% 6 words 7 words 5 words 4 words 1 word > 7 words 3 words 2 words > 50% Known item searches © 2015 Ex Libris | Confidential & Proprietary
  • 11. KNOWN ITEM SEARCHES Examples Motivating the academically unmotivated: A critical issue for the 21st century Introduction to Special Relativity,rindler clark, understanding vulnerability Sun, J Buys, N, Stewart, D, Shum, D, Farquhar, L, 2011, ‘Smoking in Australian university students and its association with socio-demographic factors, stress, health status, coping strategies and attitude, Health Education, Vol. 111 Issue 2, pp.117 132 © 2015 Ex Libris | Confidential & Proprietary
  • 12. SUPPORT FOR SEARCH TYPES IN PRIMO Support for many variations Support for entire citations • Title and author variations • Missing or added leading articles • Queries that include the title words in an incorrect order • Stemming • … • Users copy and paste from web pages • Including enumeration • In a variety of citation formats © 2015 Ex Libris | Confidential & Proprietary
  • 13. USER STUDIES What do users need material for? Why do they search?
  • 14. USER STUDIES OR USABILITY STUDIES The ease of use and learnability of a human- made object (Wikipedia) Usability Studies The investigation of users (and potential users) for example of a service or system User Studies © 2015 Ex Libris | Confidential & Proprietary
  • 15. USER STUDIES - PURPOSE Challenge assumptions and gain new insights Who are the (potential) users and what do they need? • Understand differences and similarities • Identify recurring themes • Cluster them into groups with the same characteristics • Create Personas and identify common themes Enhance discovery experience and effectiveness © 2015 Ex Libris | Confidential & Proprietary
  • 16.  Library reported user scenarios  Workshops with librarians from different institutions  Harvard University workshop, with participation from Harvard University, Brandeis University, CUNY, Boston College, Boston University, NYU  Oxford University workshop  User interviews/questionnaires METHODOLOGY © 2015 Ex Libris | Confidential & Proprietary
  • 17. THE QUESTIONNAIRE 1 Subject and academic level 2 What literature do you mostly need for your work 3 Where do you usually get your literature from 4 What devices do you use and what for 5 Preferences/needs when looking for information 6 Preferred characteristics of material 7 Where do you usually start your search 8 Familiarity with topic when starting the search 9 Favourite web sites (give reasons) 10 What do you find annoying 11 Specific use case © 2015 Ex Libris | Confidential & Proprietary
  • 18. Terminology is not consistent Qualitative vs. quantitative Changes to the questionnaire – lack of consistency Providing options leads to suggestive choices, no options to misinterpretation CHALLENGES © 2015 Ex Libris | Confidential & Proprietary 18
  • 19. OUTPUT © 2015 Ex Libris | Confidential & Proprietary 19 Scenarios 24 questionnaires and interviews 7 provided by Harvard librarians 11 created in the Harvard workshop 42
  • 20. RESPONDENTS (INTERVIEWS/QUESTIONNAIRE) © 2015 Ex Libris | Confidential & Proprietary 20 Total: 24 female 14 male 10 Canada 2 Germany 5 Israel 1 UK 2 US 14 Faculty/researcher 3 Graduate 9 PhD student 5 Undergraduate 7 Architecture 1 Humanities 4 Design 1 Law 1 Economics/Business 4 Social Sciences 4 Psychology 1 Urban planning 1 Medicine 2 Sciences 3 Biotechnology 1 Engineering 1
  • 21. RECURRING THEMES – USER GROUPS  Students often need to build up terminology first  Graduates to understand their research area first and then narrow it down  Undergraduates to gain more knowledge for papers/projects  Undergraduate students take most of their resources from reading lists/set text books – but there are exceptions
  • 22. RECURRING THEMES – USER GROUPS  Faculty members and researchers know their core publications  Are usually (but not always) interested in the newest material  Often follow citation trails to find similar material  May also follow author trails (known authors and co- authors)  Graduates and researchers  Tend to look for thorough lists  Often work on projects where they need an overview as well as very specific aspects of a topic © 2015 Ex Libris | Confidential & Proprietary 22
  • 23. RECURRING THEMES – SUBJECTS  Undergraduates in the humanities work often on papers and essays and need literature for that  Undergraduates in the sciences work towards exams and are often satisfied with text books, they use other literature for occasional tasks  Also noteworthy - the same subject is not taught in the same way in every country: Example Medicine © 2015 Ex Libris | Confidential & Proprietary 23
  • 24. USER STORIES - EXAMPLES © 2015 Ex Libris | Confidential & Proprietary 24 One of my most recent tasks was to gather more information about a specific therapy (Photospheres) used for Graf-versus-Host-Disease. Most important for me was to gain a general overview of the topics and the current status of research. I started with searching for photosphere in Google but didn’t find anything useful but once I found more material by getting help from peers I really enjoyed to get deep into the subject. Undergraduate student, Medicine In researching Scandinavian migration to the United States in the 19th century and its impact on local history and religious institutions, it was actually necessary to research older publications dating from 1820 to 1940 to find more first hand material. No one book or journal article was comprehensive, so many titles had to be reviewed to determine this impact. Researcher, History
  • 25. USER STORIES - EXAMPLES © 2015 Ex Libris | Confidential & Proprietary 25 I work mostly towards exams. I use textbooks a lot and online learning programs. I think this will change when I start working on my PhD next year. Graduate Student, Medicine Recently I needed to find research papers to prepare for a talk about semiconductor optical amplifiers. The goal was to both present recent developments in the field but also original publications about the topic to explain the broader concept. Graduate student, Physics
  • 26. Learning USER STUDIES - CONCLUSIONS Exploration Differences across disciplines & grades Many users include learning as a desired part of their information research, e.g. to build up terminology Researchers and graduate students like to follow trails to find relevant material Different disciplines and academic grades behave differently and have different expectations
  • 27. © 2015 Ex Libris | Confidential & Proprietary 27 DISCOVERY CONCEPTS, FEATURES AND IDEAS
  • 28. DISCOVERY CORE CONCEPTS © 2015 Ex Libris | Confidential & Proprietary 28 SEARCH AND FIND PERSONALIZATION
  • 29. EXPLORATION Concepts Connections/Entry points • Serendipitous discovery and learning • Trails • Browsing • Usage (e.g. bX) • References • Topic clusters • Parent publication • Authors • Author/institutions
  • 30. EXPLORING SUBJECTS, AUTHORS AND TITLES: BROWSING © 2015 Ex Libris | Confidential & Proprietary 30
  • 31. EXPLORING THE VICINITY: VIRTUAL BROWSE © 2015 Ex Libris | Confidential & Proprietary 31
  • 32. EXPLORING ARTICLE RELATIONS: THE bX RECOMMENDER © 2015 Ex Libris | Confidential & Proprietary 32
  • 33. ON AN EXPLORATION TRAIL: THE bX RECOMMENDER © 2015 Ex Libris | Confidential & Proprietary 33
  • 34. CONNECTIONS VIA REFERENCES © 2015 Ex Libris | Confidential & Proprietary 34
  • 35. CLUSTERING BASED ON TEXT MINING © 2015 Ex Libris | Confidential & Proprietary 35
  • 36. EXPLORATION With boundaries Without boundaries Show what you can get Show everything and we’ll try to get it for you
  • 37. LEARNING  Understanding searching as a human learning process  When and how learning occurs in the search process  The relationship between the learning process and searchers' work task contexts  Features and functionalities to foster learning  Search interface design in support of learning © 2015 Ex Libris | Confidential & Proprietary 37 FROM THE JOURNAL OF INFORMATION SCIENCE CALL FOR PAPERS (FOR A SPECIAL ISSUE “RECENT ADVANCES ON SEARCHING AS LEARNING”)
  • 38. PERSONALIZATION: THE SAME DOES NOT WORK FOR ALL  Topic searches and discipline match © 2015 Ex Libris | Confidential & Proprietary 38 Example: “game theory” Mathematics Economics  Material types per discipline and academic level Examples:  Overview articles vs. in-depth research articles  Newspaper article included?
  • 39. Search term: graphene layer By: Physics student PERSONALIZED RANKING EXAMPLE
  • 40. Search term: graphene layer By: Engineering student PERSONALIZED RANKING EXAMPLE
  • 41. PERSONALIZATION AND ANTICIPATORY DISCOVERY  Active choices by the user can for example control order of results in relation to  Discipline  Material type  Recentness  Passive choices – anticipate user’s preferences according to her/his history or course association  Like Google?  Privacy concerns?  More targeted but maybe also more restricted?  Critical mass of data to perform such analysis per user?  Discipline choices according to courses in the reading list? © 2015 Ex Libris | Confidential & Proprietary 41