15 SPEC Kit 360: Learning Analytics Types of User Data Collected, With and Without Identifiers (N=46) 8 3 0 11 12 21 8 8 10 2 8 5 18 6 9 11 5 13 6 15 23 13 19 16 30 30 28 36 30 33 21 33 31 30 37 29 0 5 10 15 20 25 30 35 40 45 Other data Wifi usage Security systems (e.g., security camera recordings) Single sign-on login portals (e.g., LDAP, Shibboleth) Library computer logins Interlibrary loan requests Database usage Journal usage E-resources usage (including eBooks) Library website usage Building usage Instruction evaluations Physical collection circulation statistics Attendance at other events (e.g., tour, orientations, etc.) Workshop attendance Course-integrated instruction attendance Reference service usage Research consultations Includes identifiers Does not include identifiers
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