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Opening up a can of worms
to grow a garden!
• Project Context, Task and Goals
• Methodology, Data Collection, Data Cleaning
• Analytical Plan
• Initial Findings
• Challenges and Future Directions
• Big Data
• Assessment and Evaluation Environment
• Prove (or Disprove?) Value
• Stakeholders
• User Needs
Research Question 1:
What are the best measurements for evaluating
the current scope of the collection?
Research Question 2:
What subject areas are not adequately covered in
the current collection?
went smaller
started big . . .
• Realistic timeline
• Reached out to collaborators
• Befriend any and all programmers and/or data
sources!
• Update stakeholders continuously for validation
• Highly influenced by the CUL Print Collection
usage report
• No language analysis
• No patron analysis
• Initially was going to include all formats, all
resource types
–Excluded eBooks: Mostly no call numbers
–Excluded databases: Many too broad
• Study eventually focused on print monographs
and serials
• Reached out to our ILL Team
• Missing Call numbers!
• 2 primary areas where data was deleted
–Location: 143 823 records deleted
–Call number: 14 894 records deleted
• Also, ISBN deleted
• Other data points did not require any deletion
but data was corrected
• Distribution of our monograph collection by LC Class
• Distribution of subsets of our monograph collection
• Usage of our collection by LC Class
– Overall usage vs. YTD usage
• Age of our monograph collection by LC Class
• Usage of our collection by age
• Comparison of usage and ILL borrowing by LC Subclass
0
50000
100000
150000
200000
250000
A B C D E F G H J K L M N P Q R S T U V Z
0
2000
4000
6000
8000
10000
12000
14000
B BC BD BF BH BJ BL BM BP BQ BR BS BT BV BX
0
50000
100000
150000
200000
250000
300000
350000
400000
450000
A B C D E F G H J K L M N P Q R S T U V Z
Number of Titles
Aggregated Total
Usage
0
50000
100000
150000
200000
250000
300000
350000
400000
450000
A B C D E F G H J K L M N P Q R S T U V Z
Number of Titles
Aggregated Total
Usage
Aggregated Year To
Date Usage
0
1000
2000
3000
4000
5000
6000
7000
8000
A B C D E F G H J K L M N P Q R S T U V Z
• 889,825 total monograph items
• 425,865 titles have not circulated (48%)
• 787,590 titles circulated 5 or less times (88%)
• 861,910 titles in last year have not circulated (97%)
1976
1973
1965
1967
1970
1966
1980 1980
1979
1978
1980 1980
1981
1969
1982
1985
1972
1983
1981
19731973
1955
1960
1965
1970
1975
1980
1985
1990
A B C D E F G H J K L M N P Q R S T U V Z
Average Publication Year
Total Circulations Total YTD Circulations
<= 0 1 - 1 2 - 5 6 - 50
51 -
100 101+ <= 0 1 - 1 2 - 5 6 - 50
51 -
100 101+
PublicationYear
<=
1950
19% 10% 6% 3% 1% 0% 13% 3% 2% 1% 0% 0%
1951 -
1970
25% 20% 15% 10% 5% 5% 20% 8% 4% 4% 0% 0%
1971 -
1990
32% 34% 35% 35% 29% 13% 34% 20% 13% 10% 0% 0%
1991 -
2000
9% 16% 25% 39% 52% 42% 17% 24% 21% 14% 0% 33%
2001 -
2005
6% 10% 12% 11% 7% 13% 8% 17% 19% 17% 0% 0%
2006+ 10% 11% 8% 3% 6% 28% 8% 28% 41% 54% 100% 67%
Total Items 422,843 156,129 204,948 101,355 622 160 858,178 24,503 3,211 158 4 3
𝑃𝐸𝑈 =
𝑃𝑒𝑟𝑐𝑒𝑛𝑡 𝑈𝑠𝑎𝑔𝑒
𝑃𝑒𝑟𝑐𝑒𝑛𝑡 𝑜𝑓 𝐻𝑜𝑙𝑑𝑖𝑛𝑔𝑠
𝑃𝐸𝑈 𝐵 =
1.43%
1.32%
= 1.08
𝑃𝑒𝑟𝑐𝑒𝑛𝑡 𝑜𝑓 𝐻𝑜𝑙𝑑𝑖𝑛𝑔𝑠 𝐵 =1.32%
𝑃𝑒𝑟𝑐𝑒𝑛𝑡 𝑈𝑠𝑎𝑔𝑒 𝐵 =1.43%
If PEU>1 Overused
If PEU<1 Underused
𝑅𝐵𝐻 =
𝑃𝑒𝑟𝑐𝑒𝑛𝑡 𝑜𝑓 𝐼𝐿𝐿 𝐵𝑜𝑟𝑟𝑜𝑤𝑖𝑛𝑔
𝑃𝑒𝑟𝑐𝑒𝑛𝑡 𝑜𝑓 𝐻𝑜𝑙𝑑𝑖𝑛𝑔𝑠
𝑃𝑒𝑟𝑐𝑒𝑛𝑡 𝑜𝑓 𝐼𝐿𝐿 𝐵𝑜𝑟𝑟𝑜𝑤𝑖𝑛𝑔 𝐵 = 0.79%
𝑅𝐵𝐻 𝐵 =
0.79%
1.43%
= 0.6
Mean RBH=1.54±5.18
If RBH>Mean RBH Overused
If RBH<Mean RBH Underused
LC
Subclass
Percent of
Holdings
Percent
Usage PEU
Holdings
Usage
Percent of ILL
Borrowing RBH ILL Usage
B 1.32% 1.43% 1.08 Overused 0.79% 0.60 Underused
BC 0.09% 0.08% 0.82 Underused 0.05% 0.51 Underused
BD 0.24% 0.20% 0.84 Underused 0.24% 1.01 Underused
BF 1.22% 1.78% 1.46 Overused 2.00% 1.64 Overused
BH 0.07% 0.09% 1.29 Overused 0.05% 0.68 Underused
BJ 0.22% 0.27% 1.21 Overused 0.18% 0.79 Underused
BL 0.42% 0.65% 1.56 Overused 0.69% 1.65 Overused
BM 0.10% 0.07% 0.67 Underused 0.09% 0.95 Underused
BP 0.13% 0.26% 1.95 Overused 0.34% 2.57 Overused
BQ 0.04% 0.10% 2.63 Overused 0.32% 8.05 Overused
BR 0.36% 0.33% 0.91 Underused 0.70% 1.96 Overused
BS 0.22% 0.16% 0.73 Underused 0.36% 1.62 Overused
BT 0.16% 0.13% 0.85 Underused 0.40% 2.53 Overused
BV 0.18% 0.15% 0.86 Underused 0.44% 2.49 Overused
BX 0.52% 0.29% 0.56 Underused 1.69% 3.23 Overused
If PEU>1 Overused
If PEU<1 Underused
If RBH>Mean RBH Overused
If RBH<Mean RBH Underused
Mean RBH=1.54±5.18
LC Subclass Holdings Usage ILL Usage Action
B Overused Underused No Changes
BC Underused Underused Ease Off
BD Underused Underused Ease Off
BF Overused Overused Growth Opportunity
BH Overused Underused No Changes
BJ Overused Underused No Changes
BL Overused Overused Growth Opportunity
BM Underused Underused Ease Off
BP Overused Overused Growth Opportunity
BQ Overused Overused Growth Opportunity
BR Underused Overused Change Purchasing
BS Underused Overused Change Purchasing
BT Underused Overused Change Purchasing
BV Underused Overused Change Purchasing
BX Underused Overused Change Purchasing
1. Availability of expertise
– Pulling data from Sierra
– Getting interlibrary loan data
2. Availability of data
– Lack of data from cataloging records of
ebooks
– Databases
3. Data accuracy
– Data cleaning!
• Limit to what data are available and whether it can
be analyzed by subject
– Data excluded:
• E-books
• Government documents
• Theses/dissertations
• Microform/microfiche
• Other UH systems campuses holdings
– Factors not put into consideration
• Reserved books
• Reference books
• Circulation counts by subjects
• Interlibrary loan requests distribution by
subjects
Identified the gap at the macro-level
• Item counts of the print monographs
1. Collection count
2. Subject distribution
3. Age of collection by Subject
Serials collection
Monographs
Serials
Warning: Proportion in the image
doesn’t reflect UH holdings
• Looking into collection at a more granular level
Photo credit: Rick Diffley Photography
http://www.rickdiffleyphotography.com/2012/05/06/word-press-weekly-photo-challenge-unfocused-2/
B: Philosophy Underused
BC: Logic Underused
BD: Speculative philosophy Underused
BF: Psychology Overused
BH: Aesthetics
Underused
BJ: Ethics Underused
BL: Religion. Mythology.
Rationalism Overused
BM: Judaism Underused
BP: Islam. Bahai Faith. Theosophy
etc. Overused
BQ: Buddhism Overused
BR: Christianity Overused
BS: The Bible Overused
BT: Doctrinal Theology Overused
BV: Practical Theology Overused
BX: Christian Denominations Overused
Collection proportionally overused and
demands a lot of ILL Support
Collection proportionally Underused with
little outside demand
Existing collection underused but has overuse
of ILL
ILL underused, but what we have is used
heavily
Aguilar, W. (1986). The application of relative use and interlibrary demand in collection
development. Collection Management, 8(1), 15-24.
Knievel, J. E., Wicht, H., & Connaway, L. S. (2006). Use of circulation statistics and
interlibrary loan data in collection management. College & Research Libraries, 67(1), 35-49..
John N. Ochola PhD (2003) Use of circulation statistics and
Interlibrary loan data in collection management, Collection Management, 27:1, 1-
13,DOI:10.1300/J105v27n01_01
Mills, Terry R. (1982). The University of Illinois Film Center Collection Use Study.
http://files.eric.ed.gov/fulltext/ED227821.pdf
"Report of the Collection Development Executive Committee Task Force on Print
Collection Usage." (2012).Cornell University Library,
http://staffweb.edu/system/files/CollectionUsageTF_ReportFinal11-22-10.pdf
Gap analysis by subject area of the university of houston main campus library collection

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Gap analysis by subject area of the university of houston main campus library collection

  • 1. Opening up a can of worms to grow a garden!
  • 2. • Project Context, Task and Goals • Methodology, Data Collection, Data Cleaning • Analytical Plan • Initial Findings • Challenges and Future Directions
  • 3.
  • 4.
  • 5. • Big Data • Assessment and Evaluation Environment • Prove (or Disprove?) Value • Stakeholders • User Needs
  • 6. Research Question 1: What are the best measurements for evaluating the current scope of the collection? Research Question 2: What subject areas are not adequately covered in the current collection?
  • 8.
  • 9. • Realistic timeline • Reached out to collaborators • Befriend any and all programmers and/or data sources! • Update stakeholders continuously for validation
  • 10. • Highly influenced by the CUL Print Collection usage report • No language analysis • No patron analysis
  • 11. • Initially was going to include all formats, all resource types –Excluded eBooks: Mostly no call numbers –Excluded databases: Many too broad • Study eventually focused on print monographs and serials
  • 12.
  • 13. • Reached out to our ILL Team • Missing Call numbers!
  • 14. • 2 primary areas where data was deleted –Location: 143 823 records deleted –Call number: 14 894 records deleted • Also, ISBN deleted • Other data points did not require any deletion but data was corrected
  • 15. • Distribution of our monograph collection by LC Class • Distribution of subsets of our monograph collection • Usage of our collection by LC Class – Overall usage vs. YTD usage • Age of our monograph collection by LC Class • Usage of our collection by age • Comparison of usage and ILL borrowing by LC Subclass
  • 16. 0 50000 100000 150000 200000 250000 A B C D E F G H J K L M N P Q R S T U V Z
  • 17. 0 2000 4000 6000 8000 10000 12000 14000 B BC BD BF BH BJ BL BM BP BQ BR BS BT BV BX
  • 18. 0 50000 100000 150000 200000 250000 300000 350000 400000 450000 A B C D E F G H J K L M N P Q R S T U V Z Number of Titles Aggregated Total Usage
  • 19. 0 50000 100000 150000 200000 250000 300000 350000 400000 450000 A B C D E F G H J K L M N P Q R S T U V Z Number of Titles Aggregated Total Usage Aggregated Year To Date Usage 0 1000 2000 3000 4000 5000 6000 7000 8000 A B C D E F G H J K L M N P Q R S T U V Z
  • 20. • 889,825 total monograph items • 425,865 titles have not circulated (48%) • 787,590 titles circulated 5 or less times (88%) • 861,910 titles in last year have not circulated (97%)
  • 22. Total Circulations Total YTD Circulations <= 0 1 - 1 2 - 5 6 - 50 51 - 100 101+ <= 0 1 - 1 2 - 5 6 - 50 51 - 100 101+ PublicationYear <= 1950 19% 10% 6% 3% 1% 0% 13% 3% 2% 1% 0% 0% 1951 - 1970 25% 20% 15% 10% 5% 5% 20% 8% 4% 4% 0% 0% 1971 - 1990 32% 34% 35% 35% 29% 13% 34% 20% 13% 10% 0% 0% 1991 - 2000 9% 16% 25% 39% 52% 42% 17% 24% 21% 14% 0% 33% 2001 - 2005 6% 10% 12% 11% 7% 13% 8% 17% 19% 17% 0% 0% 2006+ 10% 11% 8% 3% 6% 28% 8% 28% 41% 54% 100% 67% Total Items 422,843 156,129 204,948 101,355 622 160 858,178 24,503 3,211 158 4 3
  • 23. 𝑃𝐸𝑈 = 𝑃𝑒𝑟𝑐𝑒𝑛𝑡 𝑈𝑠𝑎𝑔𝑒 𝑃𝑒𝑟𝑐𝑒𝑛𝑡 𝑜𝑓 𝐻𝑜𝑙𝑑𝑖𝑛𝑔𝑠 𝑃𝐸𝑈 𝐵 = 1.43% 1.32% = 1.08 𝑃𝑒𝑟𝑐𝑒𝑛𝑡 𝑜𝑓 𝐻𝑜𝑙𝑑𝑖𝑛𝑔𝑠 𝐵 =1.32% 𝑃𝑒𝑟𝑐𝑒𝑛𝑡 𝑈𝑠𝑎𝑔𝑒 𝐵 =1.43% If PEU>1 Overused If PEU<1 Underused 𝑅𝐵𝐻 = 𝑃𝑒𝑟𝑐𝑒𝑛𝑡 𝑜𝑓 𝐼𝐿𝐿 𝐵𝑜𝑟𝑟𝑜𝑤𝑖𝑛𝑔 𝑃𝑒𝑟𝑐𝑒𝑛𝑡 𝑜𝑓 𝐻𝑜𝑙𝑑𝑖𝑛𝑔𝑠 𝑃𝑒𝑟𝑐𝑒𝑛𝑡 𝑜𝑓 𝐼𝐿𝐿 𝐵𝑜𝑟𝑟𝑜𝑤𝑖𝑛𝑔 𝐵 = 0.79% 𝑅𝐵𝐻 𝐵 = 0.79% 1.43% = 0.6 Mean RBH=1.54±5.18 If RBH>Mean RBH Overused If RBH<Mean RBH Underused
  • 24. LC Subclass Percent of Holdings Percent Usage PEU Holdings Usage Percent of ILL Borrowing RBH ILL Usage B 1.32% 1.43% 1.08 Overused 0.79% 0.60 Underused BC 0.09% 0.08% 0.82 Underused 0.05% 0.51 Underused BD 0.24% 0.20% 0.84 Underused 0.24% 1.01 Underused BF 1.22% 1.78% 1.46 Overused 2.00% 1.64 Overused BH 0.07% 0.09% 1.29 Overused 0.05% 0.68 Underused BJ 0.22% 0.27% 1.21 Overused 0.18% 0.79 Underused BL 0.42% 0.65% 1.56 Overused 0.69% 1.65 Overused BM 0.10% 0.07% 0.67 Underused 0.09% 0.95 Underused BP 0.13% 0.26% 1.95 Overused 0.34% 2.57 Overused BQ 0.04% 0.10% 2.63 Overused 0.32% 8.05 Overused BR 0.36% 0.33% 0.91 Underused 0.70% 1.96 Overused BS 0.22% 0.16% 0.73 Underused 0.36% 1.62 Overused BT 0.16% 0.13% 0.85 Underused 0.40% 2.53 Overused BV 0.18% 0.15% 0.86 Underused 0.44% 2.49 Overused BX 0.52% 0.29% 0.56 Underused 1.69% 3.23 Overused If PEU>1 Overused If PEU<1 Underused If RBH>Mean RBH Overused If RBH<Mean RBH Underused Mean RBH=1.54±5.18
  • 25. LC Subclass Holdings Usage ILL Usage Action B Overused Underused No Changes BC Underused Underused Ease Off BD Underused Underused Ease Off BF Overused Overused Growth Opportunity BH Overused Underused No Changes BJ Overused Underused No Changes BL Overused Overused Growth Opportunity BM Underused Underused Ease Off BP Overused Overused Growth Opportunity BQ Overused Overused Growth Opportunity BR Underused Overused Change Purchasing BS Underused Overused Change Purchasing BT Underused Overused Change Purchasing BV Underused Overused Change Purchasing BX Underused Overused Change Purchasing
  • 26. 1. Availability of expertise – Pulling data from Sierra – Getting interlibrary loan data 2. Availability of data – Lack of data from cataloging records of ebooks – Databases 3. Data accuracy – Data cleaning!
  • 27. • Limit to what data are available and whether it can be analyzed by subject – Data excluded: • E-books • Government documents • Theses/dissertations • Microform/microfiche • Other UH systems campuses holdings – Factors not put into consideration • Reserved books • Reference books
  • 28. • Circulation counts by subjects • Interlibrary loan requests distribution by subjects Identified the gap at the macro-level • Item counts of the print monographs 1. Collection count 2. Subject distribution 3. Age of collection by Subject
  • 29.
  • 30. Serials collection Monographs Serials Warning: Proportion in the image doesn’t reflect UH holdings
  • 31. • Looking into collection at a more granular level Photo credit: Rick Diffley Photography http://www.rickdiffleyphotography.com/2012/05/06/word-press-weekly-photo-challenge-unfocused-2/
  • 32. B: Philosophy Underused BC: Logic Underused BD: Speculative philosophy Underused BF: Psychology Overused BH: Aesthetics Underused BJ: Ethics Underused BL: Religion. Mythology. Rationalism Overused BM: Judaism Underused BP: Islam. Bahai Faith. Theosophy etc. Overused BQ: Buddhism Overused BR: Christianity Overused BS: The Bible Overused BT: Doctrinal Theology Overused BV: Practical Theology Overused BX: Christian Denominations Overused Collection proportionally overused and demands a lot of ILL Support Collection proportionally Underused with little outside demand Existing collection underused but has overuse of ILL ILL underused, but what we have is used heavily
  • 33. Aguilar, W. (1986). The application of relative use and interlibrary demand in collection development. Collection Management, 8(1), 15-24. Knievel, J. E., Wicht, H., & Connaway, L. S. (2006). Use of circulation statistics and interlibrary loan data in collection management. College & Research Libraries, 67(1), 35-49.. John N. Ochola PhD (2003) Use of circulation statistics and Interlibrary loan data in collection management, Collection Management, 27:1, 1- 13,DOI:10.1300/J105v27n01_01 Mills, Terry R. (1982). The University of Illinois Film Center Collection Use Study. http://files.eric.ed.gov/fulltext/ED227821.pdf "Report of the Collection Development Executive Committee Task Force on Print Collection Usage." (2012).Cornell University Library, http://staffweb.edu/system/files/CollectionUsageTF_ReportFinal11-22-10.pdf