17. Santos Odriozola, Jose Luis; Govaerts, Sten; Verbert, Katrien; Duval, Erik Goal-oriented visualizations of
activity tracking: a case study with engineering students, Proceedings of LAK12: 2nd International Conference
on Learning Analytics and Knowledge, pages 10, ACM (to appear)
25. Awareness of effort
Score
#lak
teachers #thesis #thesis
students supervisors
#chikul #cgiar
students
tinyarm twitter blogs toggl moodle
26. Awareness of resource / tool use
Score
teachers #thesis #thesis
students supervisors #chikul #lak #cgiar
students
tinyarm twitter blogs toggl moodle
27. Understand how students communicate
Score
teachers #thesis #thesis
students supervisors #chikul #lak #cgiar
students
28. Dashboards help… #chik #thesis1 #thesis11- #peno3 #cgiar #lak1 #uc3
ul 1 sup 1 m
…to be aware of effort
/time?
✔ ✗ ✔ ✔ ✔ ? ✔
…to be aware of
resource/tool use? ✔ ✔ ✔ ✔ ? ✔
…to be aware of how
students communicate? ✔ ✔ ✔
…find students at risk?
✔ ✔ ✔ ✗ ✔ ? ?
29. find students
…doing well …at risk
1 Good distribution of effort over time
•
2 Much time spent
• 1• Too much time spent
3 Much debugging
• 2• Too much debugging
4 Much programming errors
• 3• Many programming errors
5 Active tweeter / blogger
• 4• Too many tweets
Oakland A's general manager Billy Beane's successful attempt to put together a baseball club on a budget by employing computer-generated analysis to acquire new players. Sabermetrics is the specialized analysis of baseball through objective evidence, especially baseball statistics that measure in-game activity. The term is derived from the acronym SABR, which stands for the Society for American Baseball Research. It was coined by Bill James, who is one of its pioneers and is often considered its most prominent advocate and public face
Steve Schoettler / co-founder of Zynga, Junyo – Learning Analytics: What Could You Do With Five Orders of Magnitude More Data About Learning?
How can data sets be shared according to privacy and legal protection rights? How to develop a respective policy to use and share data sets? How to pre-process data sets to make them suitable for other researchers? How to define common evaluation criteria for TEL recommender systems? How to develop overview methods to monitor the performance of TEL recommender systems on data sets?
Again: higher for teachers than students
No difference between students and teachers Tinyarm Lak score is lower: main reason for this is that many participants noted that they used resources outside the moodle lms that was used for the organization of the course.
No difference between students and teachers tinyarm
Awareness of effort Awareness of resource / tool use Understand how students communicate Awareness of what students are doing for the course Find students at risk?
