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In Search of Patterns at the Desk:
An Analysis of Reference Question
Tracking Logs
Loyola Marymount University
 Private Catholic
University in Los
Angeles, CA
 5600+ undergraduates
and 1900+ graduates
 William H. Hannon
Library opened in 2009
Reference Service at LMU
 24/5 Information Desk
 Staffed by students,
library staff, outsourced
staff
 Desk encounters
recorded using Gimlet
question tracking system
 14,210 volumes in the
print Reference
Collection
 Over 200 Electronic
Databases
Purpose of Study
 Content of questions (subject, difficulty level)
 Content of answers (characteristics of
sources used, accuracy)
 Patterns (by patron type, service provider,
subject, or time)
 Develop reference question tagging scheme
Methodology
 Content analysis of
LMU reference
questions, Fall
2010/Spring 2011
academic year
 Excel file data dump,
deleted all non-
reference questions
and questions not
asked at Info Desk
Methodolgy
 Took free text Q&A fields and recoded into
“Reference Tag,” “School/College,” “Subject,”
“Exact Source,” and “Quality”
 New fields finalized after several rounds of
50-question sample calibrations and
“norming sessions” by 3 coders
Old Reference Tags (Beginning)
1 Citation Style
2 External Web Page
3 Known Item
4 Reference Book
5 Referral
6 Reserves
7 Retrieval
8 Search Construction
9 Topic Source
Final Revised Reference Tags
1 Catalog Use & Lookup
2 Database Help & Use
3 External Web Page
4 Internal Web Page
5 Reference Book (print)
6 Referral
7 Reserves
8 Retrieval
9 Other
School/College
1 Business
2 Communication & Fine Arts
3 Education
4 Film & Television
5 Law
6 Liberal Arts
7 Science
8 General Interest
Quality
1 Inappropriate sources recommended
2 Incomplete
3 Acceptable
Methodology
• Sampled from 3,422 total questions
• Random 20% sample from all questions at
levels 1-3 difficulty on READ (Reference Effort
Assessment Data) Scale
• All questions included from levels 4-6
• Total sample size=931 questions
Methodology
 Analyzed sample in
SPSS to look at
frequencies and
relationships
 Examined
standardized residuals
for significance
Selected Frequencies
Reference Tag: Totals
Catalog Use & Lookup: Exact Sources
Top Vendors: Database Help &
Use (More Than 5x)
Exact Source: Database Help & Use
(Used More than 5 times)
Database Times
Used
JSTOR 47
Academic Search
Complete
45
Proquest 45
PsycINFO 33
Business Source Complete 28
Lexis Nexis 23
Ebsco 21
MLA Intl Bibliography 18
ERIC 17
ATLA 14
Bibloi 14
ABI Inform 13
Mergent 13
CQ Researcher 12
OneSearch 12
WorldCAT 12
Business & Co. R.C. 10
GVRL 9
Lit. Resource Cntr 9
Euromonitor 8
Lit. Criticism Online 8
Soc. Abstracts 8
Science Direct 7
Biography in Context 6
CMMC 6
Opposing Viewpts 6
Proquest Dissert. 6
Sage Jnls Online 6
Exact Source: External Web Page
Exact Source: Internal Web Page
Exact Source: Ref Book (Print)
College
Liberal Arts: Subject Areas
Science: Subject Areas
CFA: Subject Areas
Accuracy: Student Worker Versus
Librarian
 Database Use &
Lookup: students
recommend more
general sources
(Proquest, Academic
Search Complete,
OneSearch) versus
subject-specific
Who Answered:
Above Level “3” Difficulty
LAC Librarians Staff Students
11 252 33 15
Monthly Patterns
Shorter & Less Difficult
Longer Questions (16+ min.)
More Difficult Questions (Above “3”)
Patterns By Hour
Longer Questions (16+ min.)
More Difficult Questions (Above “3”)
Day of Week Patterns: Difficulty
Level (Above “3”)
Databases/Higher Difficulty Level
(Above “3”)
Database Name Times Database Name Times
Academic Search Complete 30 Business & Co. Resource Cntr. 10
JSTOR 30 CQ Researcher 10
Proquest 28 ABI Inform 10
PsycINFO 20 Mergent 10
Business Source Complete 19 Google Scholar 8
MLA Int'l Bib. 14 OneSearch 8
Ebsco 13 Euromonitor 7
ATLA 12 Gale Virtual Ref. Library 7
ERIC 12 Communication & Mass Media Compl. 6
Lexis Nexis 11 Lit. Resource Cntr. 6
Patterns By College & Subject
Colleges with Longer Questions
(16+ min.)
College Number of Questions
Business 48
Communication & Fine Arts 21
Education 6
Law 5
Liberal Arts 87
Science 10
Colleges Higher Difficulty Level
(Above “3”)
College Times
Business 63
Communication & Fine Arts 27
Education 14
Film & Television 6
Liberal Arts 148
Science 14
College of Liberal Arts: Subjects
with Higher Difficulty (Above “3”)
Subject Times
English 29
History 17
Philosophy 5
Psychology 15
Sociology 5
Theology 23
Patterns: Fall Versus Spring
Semester Total Questions:
CFA
Fall 32
Spring 17
Subject Fall Spring
English 29 11
Psychology 18 7
More Business Questions On
Monday
Day of Week Number of Questions
Sunday 7
Monday 23
Tuesday 18
Wednesday 15
Thursday 8
Friday 10
Saturday 6
More Theology Questions On
Tuesday
Day of Week Number of Questions
Sunday 5
Monday 11
Tuesday 23
Wednesday 13
Thursday 10
Friday 10
Limitations of Study
 Interdisciplinary questions could not be
categorized by subject easily
 Despite “norming” sessions coders
independently coded, so no interrater
reliability
 Small sample size (20%) for first three
difficulty levels
 Dependent on desk staff to accurately record
all stats
Key Findings: Collections
 Print reference
collection used in only
5.9% of all questions
 Small group of sources
used to answer
majority of ref.
questions: (29 unique
reference titles used
for 0.2% of all possible
titles)
Key Findings: Collections
 95 unique databases
used (48% of all
databases available)
Key Findings: Collections
 24% of all reference questions required an
internal web page (LibGuide etc.) as a
source
 50% of all reference questions required the
library catalog as a source
 41% of all reference questions required a
database as a source
Key Findings: Staffing
 More difficult/longer
reference questions
Oct.-Nov. and Mar.-April;
less difficult and shorter
in Sept.
 Mon-Wed. between 2-
6pm should double-staff
the desk and have
librarian expertise; Sat.
is lighter
Key Findings: Staffing
 Librarians answered
81% of all the difficult
questions (above a “3”)
Key Findings: Databases
 Business Source
Complete
 Lexis Nexis
Good candidates for
Database workshops
based on frequency and
difficulty:
 JSTOR
 Proquest Vendor
 Ebsco Vendor (show
Academic Search
Complete and
PsycINFO)
Key Findings: Subjects
Subject areas we serve the most at the Desk
(based on difficulty/volume):
 Business
 English
 Psychology
 Theology
 History
 Education
Key Findings: Methodology
 For Reference tagging
scheme, source-based
approach worked
better than strategy-
based
Thank You to the Other Coders
 Alexander Justice
Reference Librarian/Ref. Collection
Development Coordinator
Loyola Marymount University, Los Angeles
Email: ajustice@lmu.edu
 Andrew Toot
Overnight Information Desk Supervisor
LAC/Loyola Marymount University, Los Angeles
Email: andrewtoot@gmail.com
Additional Information
 READ Scale: readscale.org
 Gimlet: gimlet.us
 PPT: bit.ly/deskpatterns
 Contact Info:
Susan [Gardner] Archambault
Email: susan.gardner@lmu.edu
Twitter: @susanLMU

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In Search of Patterns at the Desk

  • 1. In Search of Patterns at the Desk: An Analysis of Reference Question Tracking Logs
  • 2. Loyola Marymount University  Private Catholic University in Los Angeles, CA  5600+ undergraduates and 1900+ graduates  William H. Hannon Library opened in 2009
  • 3. Reference Service at LMU  24/5 Information Desk  Staffed by students, library staff, outsourced staff  Desk encounters recorded using Gimlet question tracking system  14,210 volumes in the print Reference Collection  Over 200 Electronic Databases
  • 4. Purpose of Study  Content of questions (subject, difficulty level)  Content of answers (characteristics of sources used, accuracy)  Patterns (by patron type, service provider, subject, or time)  Develop reference question tagging scheme
  • 5. Methodology  Content analysis of LMU reference questions, Fall 2010/Spring 2011 academic year  Excel file data dump, deleted all non- reference questions and questions not asked at Info Desk
  • 6. Methodolgy  Took free text Q&A fields and recoded into “Reference Tag,” “School/College,” “Subject,” “Exact Source,” and “Quality”  New fields finalized after several rounds of 50-question sample calibrations and “norming sessions” by 3 coders
  • 7. Old Reference Tags (Beginning) 1 Citation Style 2 External Web Page 3 Known Item 4 Reference Book 5 Referral 6 Reserves 7 Retrieval 8 Search Construction 9 Topic Source
  • 8. Final Revised Reference Tags 1 Catalog Use & Lookup 2 Database Help & Use 3 External Web Page 4 Internal Web Page 5 Reference Book (print) 6 Referral 7 Reserves 8 Retrieval 9 Other
  • 9. School/College 1 Business 2 Communication & Fine Arts 3 Education 4 Film & Television 5 Law 6 Liberal Arts 7 Science 8 General Interest
  • 10. Quality 1 Inappropriate sources recommended 2 Incomplete 3 Acceptable
  • 11. Methodology • Sampled from 3,422 total questions • Random 20% sample from all questions at levels 1-3 difficulty on READ (Reference Effort Assessment Data) Scale • All questions included from levels 4-6 • Total sample size=931 questions
  • 12. Methodology  Analyzed sample in SPSS to look at frequencies and relationships  Examined standardized residuals for significance
  • 15. Catalog Use & Lookup: Exact Sources
  • 16. Top Vendors: Database Help & Use (More Than 5x)
  • 17. Exact Source: Database Help & Use (Used More than 5 times) Database Times Used JSTOR 47 Academic Search Complete 45 Proquest 45 PsycINFO 33 Business Source Complete 28 Lexis Nexis 23 Ebsco 21 MLA Intl Bibliography 18 ERIC 17 ATLA 14 Bibloi 14 ABI Inform 13 Mergent 13 CQ Researcher 12 OneSearch 12 WorldCAT 12 Business & Co. R.C. 10 GVRL 9 Lit. Resource Cntr 9 Euromonitor 8 Lit. Criticism Online 8 Soc. Abstracts 8 Science Direct 7 Biography in Context 6 CMMC 6 Opposing Viewpts 6 Proquest Dissert. 6 Sage Jnls Online 6
  • 20. Exact Source: Ref Book (Print)
  • 25. Accuracy: Student Worker Versus Librarian  Database Use & Lookup: students recommend more general sources (Proquest, Academic Search Complete, OneSearch) versus subject-specific
  • 26. Who Answered: Above Level “3” Difficulty LAC Librarians Staff Students 11 252 33 15
  • 28. Shorter & Less Difficult
  • 30. More Difficult Questions (Above “3”)
  • 33. More Difficult Questions (Above “3”)
  • 34. Day of Week Patterns: Difficulty Level (Above “3”)
  • 35. Databases/Higher Difficulty Level (Above “3”) Database Name Times Database Name Times Academic Search Complete 30 Business & Co. Resource Cntr. 10 JSTOR 30 CQ Researcher 10 Proquest 28 ABI Inform 10 PsycINFO 20 Mergent 10 Business Source Complete 19 Google Scholar 8 MLA Int'l Bib. 14 OneSearch 8 Ebsco 13 Euromonitor 7 ATLA 12 Gale Virtual Ref. Library 7 ERIC 12 Communication & Mass Media Compl. 6 Lexis Nexis 11 Lit. Resource Cntr. 6
  • 36. Patterns By College & Subject
  • 37. Colleges with Longer Questions (16+ min.) College Number of Questions Business 48 Communication & Fine Arts 21 Education 6 Law 5 Liberal Arts 87 Science 10
  • 38. Colleges Higher Difficulty Level (Above “3”) College Times Business 63 Communication & Fine Arts 27 Education 14 Film & Television 6 Liberal Arts 148 Science 14
  • 39. College of Liberal Arts: Subjects with Higher Difficulty (Above “3”) Subject Times English 29 History 17 Philosophy 5 Psychology 15 Sociology 5 Theology 23
  • 40. Patterns: Fall Versus Spring Semester Total Questions: CFA Fall 32 Spring 17 Subject Fall Spring English 29 11 Psychology 18 7
  • 41. More Business Questions On Monday Day of Week Number of Questions Sunday 7 Monday 23 Tuesday 18 Wednesday 15 Thursday 8 Friday 10 Saturday 6
  • 42. More Theology Questions On Tuesday Day of Week Number of Questions Sunday 5 Monday 11 Tuesday 23 Wednesday 13 Thursday 10 Friday 10
  • 43. Limitations of Study  Interdisciplinary questions could not be categorized by subject easily  Despite “norming” sessions coders independently coded, so no interrater reliability  Small sample size (20%) for first three difficulty levels  Dependent on desk staff to accurately record all stats
  • 44. Key Findings: Collections  Print reference collection used in only 5.9% of all questions  Small group of sources used to answer majority of ref. questions: (29 unique reference titles used for 0.2% of all possible titles)
  • 45. Key Findings: Collections  95 unique databases used (48% of all databases available)
  • 46. Key Findings: Collections  24% of all reference questions required an internal web page (LibGuide etc.) as a source  50% of all reference questions required the library catalog as a source  41% of all reference questions required a database as a source
  • 47. Key Findings: Staffing  More difficult/longer reference questions Oct.-Nov. and Mar.-April; less difficult and shorter in Sept.  Mon-Wed. between 2- 6pm should double-staff the desk and have librarian expertise; Sat. is lighter
  • 48. Key Findings: Staffing  Librarians answered 81% of all the difficult questions (above a “3”)
  • 49. Key Findings: Databases  Business Source Complete  Lexis Nexis Good candidates for Database workshops based on frequency and difficulty:  JSTOR  Proquest Vendor  Ebsco Vendor (show Academic Search Complete and PsycINFO)
  • 50. Key Findings: Subjects Subject areas we serve the most at the Desk (based on difficulty/volume):  Business  English  Psychology  Theology  History  Education
  • 51. Key Findings: Methodology  For Reference tagging scheme, source-based approach worked better than strategy- based
  • 52. Thank You to the Other Coders  Alexander Justice Reference Librarian/Ref. Collection Development Coordinator Loyola Marymount University, Los Angeles Email: ajustice@lmu.edu  Andrew Toot Overnight Information Desk Supervisor LAC/Loyola Marymount University, Los Angeles Email: andrewtoot@gmail.com
  • 53. Additional Information  READ Scale: readscale.org  Gimlet: gimlet.us  PPT: bit.ly/deskpatterns  Contact Info: Susan [Gardner] Archambault Email: susan.gardner@lmu.edu Twitter: @susanLMU