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Questioning Assumptions: E-
Book Usage on A Global Scale
Portland
March 26, 2015
Michael Levine-Clark
University of Denver
michael.levine-clark@du.edu
What (we think) we know
• E-books are better/worse
– For some subjects than others
– For some types of use than others
• E-books don’t work for immersive reading
• E-books don’t work for the humanities
Tons of Data
The Project
• Worldwide usage data
– EBL 2013-2014
– ebrary 2013-2014
– All customers
– Aggregated by title
• Today:
– EBL 2013
– ebrary 2014
The Shape of the Data
• Spreadsheets for the world and by region
• One title, with all associated data
– LC Class, Subclass, BISAC
– Publication Year
– Number of libraries with title available
– Number of libraries with usage
– Multiple measures of usage
Some Data Snags
• EBL and ebrary data are not yet merged
• Call numbers
– Missing
– Errors
• xQ102… (Q102)
• BBF1427… (BF)
• Not easy to retroactively build a list of titles
visible to a library at a particular time
Benchmarking
• What can we learn from worldwide usage
data?
• Do trends across a huge data set matter?
• Is every institution so unique that only local
data is meaningful?
– Every institution has other resources competing
for each user’s time.
– e-books take up varying portions of an overall
collection
Usage Definitions
• Session
– Any time that a user
interacts with an e-book
• Page View
– A count of the number
of pages examined
• Download
– A download of the entire
book (EBL and ebrary)
• Chapter Download
(ebrary)
• Usage Time
– Minutes (EBL) or
seconds (ebrary) spent
looking at the book
• Copies
– A count of pages
copied/pasted
• Prints
– A count of the number
of pages printed
Academic Complete
• Subscription package
• About 120,000 titles
• Same package at about 2,000 libraries
worldwide
• BIG IMPACT on ebrary data
Titles Available
0
100000
200000
300000
400000
500000
600000
700000
Titles Available Worldwide By LC Class
0
20000
40000
60000
80000
100000
120000
Titles Available Worldwide By LC Class
0
10000
20000
30000
40000
50000
60000
70000
80000
ONE TITLE, WORLDWIDE DATA
Booth, Craft of Research
0
500
1000
1500
2000
2500
3000
Libraries with availability
Libraries with Usage
Booth, Craft of Research
97%
17,089 Sessions
Academic
Public
Special
86%
Sessions by Region
Africa
Asia Pacific
AUS/NZ
Europe
Latin America
Middle East
North America
South Asia
UK/Ireland
Booth, Craft of Research
• Additional Measures of Usage
– 368,879 page views
– 1,162 pages copied
– 62,009 pages printed
– 0 downloads
– 2,323 chapter downloads
– Used 17,453,759 seconds (4,848 hours)
How do you make sense of that?
Categories of Analysis
• LC Class and subclass
– Broad academic division (humanities, social
sciences, STEM)
– Subject
• BISAC
• Publication date
• Region (Africa, Asia Pacific, etc.)
• Publisher or publisher type
Academic Divisions
Arts & Humanities
B (Philosophy, Religion)
excluding BF (Psychology)
C, D, E, F (History)
M (Music)
N (Fine Arts)
P (Language & Literature)
TR (Photography)
Other
A (General)
G (Geography, Anthropology,
Recreation)
Z (Bibliography, LIS)
Social Sciences
BF (Psychology)
H (Social Sciences)
J (Political Science)
K (Law)
L (Education)
U, V (Military, Naval Sciences)
STEM
Q (Science)
R (Medicine)
S (Agriculture)
T (Technology) (excluding TR)
Titles Available by Academic Division
194,420
185,558
184,053
78,854
STEM A&H Soc Sci Other
(12%)
(30%)
(29%)
(29%)
110,292
102,409
118,732
53,561
(14%)
(29%)
(27%)
(31%)
Average Number of Libraries with Title Available
0
50
100
150
200
250
300
350
400
450
Average Number of Libraries with Title
Available – Academic Divisions
0
100
200
300
400
500
600
Arts & Humanities Social Sciences STEM Other
412.26
Average Number of Libraries with Title
Available – Academic Divisions
0
20
40
60
80
100
120
Arts & Humanities Social Sciences STEM Other
88.89
Average Number of Libraries
with Title Available - LC Class
0
100
200
300
400
500
600
700
800
900
412.26
Average Number of Libraries
with Title Available - LC Class
0
20
40
60
80
100
120
88.89
LIKELIHOOD THAT A LIBRARY WILL
SEE USAGE OF A TITLE
Average Number of Libraries With:
0.00
1.00
2.00
3.00
4.00
5.00
6.00
A & H Soc Sci STEM Average
Session
View
Download
Copy
Print
Libraries with title available
76.78 100.63 87.56
Percentage of Libraries With:
0
0.01
0.02
0.03
0.04
0.05
0.06
0.07
A & H Soc Sci STEM Average
Session
View
Download
Copy
Print
For every library that has a session…
A & H Soc Sci STEM Average
View 0.946 0.951 0.936 0.944
Download 0.278 0.296 0.321 0.300
Copy 0.075 0.098 0.085 0.087
Print 0.094 0.106 0.085 0.096
0.000
0.100
0.200
0.300
0.400
0.500
0.600
0.700
0.800
0.900
1.000
View
Download
Copy
Print
Expressed as
percentage of
sessions, with
sessions = 1.00
Average Number of Libraries with a View
0.90
0.91
0.92
0.93
0.94
0.95
0.96
0.97
Relative to libraries with
sessions
Average Number of Libraries with Download
0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
Relative to libraries with
sessions
Average Number of Libraries with Copy
0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
Relative to libraries with
sessions
Average Number Libraries with Print
0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
0.16
0.18
Relative to libraries with
sessions
Percentage of Libraries Using a Title
Region Average # of
Libraries with Title
Average # of
Libraries with Use
of Title
% of Libraries Using
Title
UK/Ireland 18.97 2.15 11.33%
Australia/NZ 16.86 1.39 8.22%
North America 204.70 5.26 2.57%
Europe 60.36 1.48 2.46%
Asia Pacific 169.97 1.78 1.05%
South Asia 58.06 0.56 0.96%
Middle East 87.51 0.71 0.81%
Africa 69.14 0.51 0.77%
Latin America 119.40 0.93 0.68%
World 412.26 9.25 2.24%
Percentage of Libraries Using a Title,
By Academic Division
Discipline Average # of
Libraries with Title
Average # of
Libraries with Use
Percentage of
Libraries Using Title
Social Sciences 509.16 12.61 2.48%
STEM 378.90 8.95 2.36%
Arts & Humanities 554.74 10.71 1.93%
All Subjects 440.54 14.17 3.22%
Percentage of Libraries Using a Title,
By Discipline
Region Arts & Humanities Social Sciences STEM
Africa 0.33% 1.08% 0.85%
Asia Pacific 0.71% 1.24% 1.31%
Australia/NZ 6.23% 9.42% 9.34%
Europe 2.07% 2.81% 2.47%
Latin America 0.42% 0.80% 1.19%
Middle East 0.54% 0.88% 1.12%
North America 2.42% 2.72% 2.58%
South Asia 0.60% 1.04% 1.32%
UK/Ireland 9.84% 13.22% 11.01%
World 1.93% 2.48% 2.36%
Conclusions about Likelihood of Use by
a Library
• For EBL, a library has the most chance of
seeing at least one use of a title in:
– Arts & Humanities for sessions and views
– STEM for downloads
– Social Sciences for copies and prints
• For ebrary, a higher percentage of libraries use
titles in STEM and Social Sciences with
variation by region
LIKELIHOOD THAT A BOOK WILL BE
USED: ARE THESE THE RIGHT
BOOKS?
Titles Available / Titles Used
53.08%
46.88% 46.71%
38.59% 36.20% 33.13% 32.62% 32.16% 30.81%
25.41%
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
Titles With a Session Titles without a Session
Percentage of Titles Used By Discipline
63.84%
59.47%
50.20%
53.08%
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
Social Sciences Arts & Humanities STEM All Subjects
Useed Unused
Percentage of Titles Used By Discipline
73.99%
67.36% 67.36% 68.75%
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
Social Sciences Arts & Humanities STEM All Subjects
Useed Unused
Percentage of Titles Used By LC Class
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
Session No Session
Titles Used By LC Class
0
20000
40000
60000
80000
100000
120000
Session No Session
Percentage of Titles Used, By Division
Region Arts & Humanities Social Sciences STEM
Africa 14.95% 30.77% 33.96%
Asia Pacific 45.80% 48.95% 46.48%
Australia/NZ 35.61% 40.24% 40.69%
Europe 36.79% 37.97% 25.36%
Latin America 26.83% 35.65% 34.11%
Middle East 25.65% 29.62% 41.59%
North America 54.16% 54.67% 43.94%
South Asia 24.01% 32.28% 43.88%
UK/Ireland 38.17% 38.45% 31.66%
World 59.47% 63.84% 50.20%
Availability vs Use
12%
30%
29%
29%
Availability
Other STEM
Social Sciences Arts & Humanities
5%
29%
34%
32%
Titles with a Session
Availability vs Use
12%
30%
29%
29%
Availability
Other STEM
Social Sciences Arts & Humanities
4%
26%
40%
30%
Sessions
Availability vs Use
12%
30%
29%
29%
Availability
Other STEM
Social Sciences Arts & Humanities
4%
28%
39%
29%
Page Views
Availability vs Use
12%
30%
29%
29%
Availability
Other STEM
Social Sciences Arts & Humanities
4%
28%
39%
29%
Downloads
Availability vs Use
12%
30%
29%
29%
Availability
Other STEM
Social Sciences Arts & Humanities
4%
33%
35%
28%
Titles with a Download
Availability vs Use
12%
30%
29%
29%
Availability
Other STEM
Social Sciences Arts & Humanities
4%
20%
45%
31%
Copy/Paste
Availability vs Use
12%
30%
29%
29%
Availability
Other STEM
Social Sciences Arts & Humanities
4%
25%
38%
33%
Titles with Copy/Paste
Availability vs Use
12%
30%
29%
29%
Availability
Other STEM
Social Sciences Arts & Humanities
4%
32%
36%
28%
Printing
Availability vs Use
12%
30%
29%
29%
Availability
Other STEM
Social Sciences Arts & Humanities
4%
26%
36%
34%
Titles with Printing
Availability vs Use
12%
30%
29%
29%
Availability
Other STEM
Social Sciences Arts & Humanities
4%
24%
40%
32%
Time Spent
Conclusions about Likelihood of Use
• Social Science titles are more likely to have at
least one use
– But, some humanities subjects are most heavily
used. P (languages and literature) is relatively
poorly used.
• In general, social sciences titles are used
above what one would predict, with sciences
lower.
LIKELIHOOD OF HIGH USE
Page Views Per Session
0.00
2.00
4.00
6.00
8.00
10.00
12.00
14.00
16.00
18.00
Page Views Per Session: By Academic
Division and Region
0
2
4
6
8
10
12
14
16
18
20
A&H Soc Sci STEM
Page Views Per Session By LC Class
0.00
2.00
4.00
6.00
8.00
10.00
12.00
14.00
16.00
18.00
20.00
Downloads Per Session
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
Downloads Per Session: By Academic
Division and Region
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
A&H Soc Sci STEM
Downloads Per Session by LC Class
0
0.05
0.1
0.15
0.2
0.25
0.3
Copies Per Session
0
0.02
0.04
0.06
0.08
0.1
0.12
0.14
0.16
0.18
0.2
Copies Per Session: By Academic Division
and Region
0
0.05
0.1
0.15
0.2
0.25
A&H Soc Sci STEM
Copies Per Session by LC Class
0
0.02
0.04
0.06
0.08
0.1
0.12
0.14
0.16
0.18
Prints Per Session
0
1
2
3
4
5
6
Prints Per Session: By Academic Division
and Region
0
1
2
3
4
5
6
7
8
9
A&H Soc Sci STEM
Prints Per Session by LC Class
0
0.5
1
1.5
2
2.5
3
Time Per Session
0
200
400
600
800
1000
1200
1400
1600
Time Per Session: By Academic Division
and Region
0
200
400
600
800
1000
1200
1400
1600
1800
A&H Soc Sci STEM
Time Per Session by LC Class
0
200
400
600
800
1000
1200
1400
Likelihood of High Use: Conclusions
• Views Per Session
– Lowest in Developing
world
– Generally highest for
STEM
• Copy/Paste Per Session
– Regional variations
– Generally highest for
Social Sciences, lowest
for STEM
• Downloads Per Session
– Highest in Developing
world
– Generally highest for
STEM
• Printing Per Session
– Regional variations
– Generally highest for
STEM
Time Per Session
• Shorter in developing world
• Longest in Arts & Humanities
• Shortest in STEM
THE MOST HEAVILY-USED TITLES
Top 10%* of Titles with Sessions
• Worldwide
– 45,350 titles (10.08%)
• 107 sessions or more
– 13,708,391 sessions (70.20% of all sessions)
– Available at 1,681 libraries on average
*Based on an earlier, smaller data set that did
not include some of the unused titles
% of Sessions Represented by Top 10% of Titles
0.00%
10.00%
20.00%
30.00%
40.00%
50.00%
60.00%
70.00%
80.00%
Disciplinary Representation Within Top
10% of Titles Used
A&H
32%
Soc Sci
38%
STEM
26%
Other
4%
Titles
A&H
28%
Soc Sci
41%
STEM
27%
Other
4%
Sessions
Titles Available by Academic Division
30%
29%
29%
12%
STEM (Q, R, S, T-TP, TS-
TX)
Arts & Humanities (B-BD,
BH-BX, C, D, E, F, M, N, P,
TR)
Social Sciences (BF, H, J,
K, L, U, V)
Other
Disciplinary Spread within Top 10% of Titles Used
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
Other
A & H
STEM
Soc Sci
% of Sessions within Top 10% of Titles
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
A & H Soc Sci STEM Other
% of Sessions Represented by Top 10% of Titles
65.06%
73.66%
70.69%
60.00%
62.00%
64.00%
66.00%
68.00%
70.00%
72.00%
74.00%
76.00%
A & H Soc Sci STEM
% of Sessions Represented by Top 10% of Titles
0.00%
10.00%
20.00%
30.00%
40.00%
50.00%
60.00%
70.00%
80.00%
A & H Soc Sci STEM
High-Use Titles: Conclusions
• Top 10% of titles represent 70% of sessions
worldwide
• Social Sciences more heavily represented than
in the data set as a whole
• Arts & Humanities more heavily represented,
but accounts for fewer sessions than would be
expected
– Usage spread more deeply across titles for A&H
INTENSIVE / EXTENSIVE USE
Breadth vs Depth
PERCENTAGE OF TITLES USED
AVERAGEAMOUNTOFUSE
SESSIONS
Percentage of Titles in LC Class With Session
AverageSessionsPerTitle
VIEWS
Percentage of Titles in LC Class With View
AverageViewsPerTitle
DOWNLOADS
Percentage of Titles in LC Class With Download
AverageDownloadsPerTitle
COPIES
Percentage of Titles in LC Class With Copy
AverageCopiesPerTitle
PRINTS
Percentage of Titles in LC Class With Print
AveragePrintsPerTitle
COMBINED
Sessions
Views
Downloads
Copies
Prints
SESSIONS
Percentage of Titles in LC Class With Session
AverageSessionsPerTitle
VIEWS
Percentage of Titles in LC Class With View
AverageViewsPerTitle
DOWNLOADS
Percentage of Titles in LC Class With Download
AverageDownloadsPerTitle
COPIES
Percentage of Titles in LC Class With a Copy
AverageCopiesPerTitle
PRINTING
Percentage of Titles in LC Class With a Print
AveragePrintsPerTitle
COMBINED
Sessions
Views
Downloads
Copies
Prints
USAGE BY YEAR OF PUBLICATION
Titles Available
0
10000
20000
30000
40000
50000
60000
70000
80000
1651
1764
1772
1778
1787
1792
1799
1804
1809
1815
1820
1825
1830
1835
1840
1845
1850
1855
1860
1865
1870
1875
1880
1885
1890
1895
1900
1905
1910
1915
1920
1925
1930
1935
1940
1945
1950
1955
1960
1965
1970
1975
1980
1985
1990
1995
2000
2005
2010
2015
All Arts & Humanities STEM Social Sciences
Titles Available
0
5000
10000
15000
20000
25000
1651
1764
1772
1778
1787
1792
1799
1804
1809
1815
1820
1825
1830
1835
1840
1845
1850
1855
1860
1865
1870
1875
1880
1885
1890
1895
1900
1905
1910
1915
1920
1925
1930
1935
1940
1945
1950
1955
1960
1965
1970
1975
1980
1985
1990
1995
2000
2005
2010
2015
Arts & Humanities STEM Social Sciences
Titles Available by Publication Year,
2000-2015
0
10000
20000
30000
40000
50000
60000
70000
80000
2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015
All Arts & Humanities STEM Social Sciences
Titles Available by Publication Year,
2000-2015
0
5000
10000
15000
20000
25000
2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015
Arts & Humanities STEM Social Sciences
Titles with a Session by Publication Year,
2000-2015
0
5000
10000
15000
20000
25000
30000
35000
40000
45000
2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015
World A & H Soc Sci STEM
Titles with a Session by Publication Year,
2000-2015
0
2000
4000
6000
8000
10000
12000
14000
16000
2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015
A & H Soc Sci STEM
Sessions by Publication Year, 2000-2015
0
500000
1000000
1500000
2000000
2500000
2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015
World A & H Soc Sci STEM
Sessions by Publication Year, 2000-2015
0
100000
200000
300000
400000
500000
600000
700000
800000
900000
2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015
A & H Soc Sci STEM
Titles with Session vs Availability, by
Date, 2000-2015
CONCLUSIONS
One Size Does Not Fit All
• Arts & Humanities
– Highest likelihood a library with access to a title will make
use of it
• Social Sciences
– Highest percentage of available titles used
– Even higher percentage of overall sessions
• STEM
– Most page views per session
– Most downloads per session
– Least amount of time in the book
Don’t Rely on a Single Measure of Use
• Comparing multiple factors tells a more
complete story
– Actions per session
– Use relative to availability
– Intensive vs extensive use
Think Broadly
• All subjects get used
• Publication date does not appear to be a
major factor
Questions?

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Levine-Clark, Michael, “Questioning Assumptions: E-Book Usage on a Global Scale,” ProQuest, Portland, March 26. 2015.