EMMOCs2015 - Do MOOC students come back for more? Recurring students in the GdP MOOC

Rémi Bachelet
Rémi BacheletMaitre de conférences @ Centrale Lille à MOOC Gestion de projet
Do MOOC students come back for more?
Recurring students in the GdP MOOC
François Bouchet
(UPMC/LIP6 – francois.bouchet@lip6.fr)
Rémi Bachelet
(Ecole Centrale de Lille – remi.bachelet@ec-lille.fr)
April 17th, 2015
Download this slideshow : http://goo.gl/ZQGh83
Video https://goo.gl/xrFhX0
2Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
Paper/slides on
3Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
@R_Bachelet
@fbouchet
Are recurring students the future of
MOOC enrollees?
4Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
Time
ExperienceinMOOCs
ExperienceinthisMOOC
Recurring students?
Experienced students
Recurring students =
register the same MOOC
several times
Research questions
RQ1: Existence and frequency?
How to identify them?
RQ2: Specific behavior leading to research bias?
Implication in research questionnaires?
RQ3: Success - better or worse?
Impact on their performance
5Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
Context: GdP MOOC
 Topic: project management
 First French MOOC issuing ECTS credits
 2 sessions / year since Spring 2013
 New content added every session
 2 individual tracks : basic and advanced
6Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
Data: 4 sessions
7Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
0
10
20
30
40
50
60
70
80
90
100
0
5000
10000
15000
20000
25000
GdP 1 GdP 2 GdP 3 GdP 4
%
Numberofstudents
Enrolled Entry rate Basic track success Advanced track success
Partially in this study
RQ1: How to identify Returning
Students(RS)? How many are they?
 2 sources:
▫ research questionnaire
▫ Platform (Canvas) student ID
 GdP3:
▫ source : ID => 8.4% RS from GdP2
▫ source : quest => 6.3% RS from GdP2 (40.5 % participation rate)
▫ 13.4% RS from GdP1&2 (source : quest.)
 GdP4:
▫ 13.6% RS (source : ID)
• 23% from GdP2
• 90% from GdP3
8Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
RQ1: Validating the data?
 2 sources:
▫ Optional research questionnaire
▫ Canvas ID
 GdP3:
▫ 8.4% RS from GdP2 (ID)
▫ 6.3% RS from GdP2 (quest.)
▫ 13.4% RS from GdP1&2 (quest.)
 GdP4:
▫ 13.6% RS
• 23% from GdP2
• 90% from GdP3
9
ID: reliable
Questionnaire:
Possible mistakes
ID only:
Serial recurring
students
from GdP1?
Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
2 categories of recurring students
10Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
Students
Recurring (RS)
10%
New (NS)
90%
Successful
(RSS) 1/3
Unsuccessful
(RUS) 2/3
RQ2: taking part in research
questionnaires? (1/2)
Propensity to answer:
▫ RS = NS in GdP3
▫ RS < NS in GdP4
▫ RUS > RSS in GdP3&4
11Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
RS answer less overall, unsuccessful RS answer more than successful ones
RQ2: taking part in research
questionnaires? (2/2)
Time spent answering: No significant diff for
NS, RS, RSS
▫ Significant : RUS < NS
12Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
Unsuccessful recurring students go faster through the questionnaires
RQ3: better grades? (1/2)
Number of points obtained:
▫ Basic track:
• RS < NS
• RSS < RUS
▫ Advanced track:
• RS < NS
• RSS > RUS
13Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
Previously successful ones better on advanced track, less good on basic track
RQ3: better completion? (2/2)
Session completed (true | false):
▫ RS < NS
▫ RUS > RSS in GdP3
▫ RUS = RSS in GdP4
14Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
RS complete less than NS
Previously unsuccessful complete more or as much
Results summary
 Recurring students (RS) exist (10%) and here to stay (↗ %)
 RS answer to research questionnaires less and faster
 RS complete less the sessions, different reasons:
▫ Previously successful (1/3) :
Go faster through basic content
Don’t want to complete again
▫ Previously unsuccessful (2/3) :
Motivated but struggling
15Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
Stud.
RS 10%NS 90%
RSS 1/3RUS 2/3
Further study/conclusions
 Recurring students (RS) exist (10%) and here to stay (↗ %)
 to be confirmed in new sessions (additional content)
 RS answer to optional questionnaires less and faster
 retrieve previous answers and offer to update them?
 RS complete less the sessions, different reasons:
▫ Previously successful (1/3) :
Go faster through basic content
Don’t want to complete again
should be able to focus only on new content
“Carry over” of grades?
▫ Previously unsuccessful (2/3) :
Motivated but struggling
 provide additional support from the beginning
16Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
Thank You !
17Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
18Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
19Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
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EMMOCs2015 - Do MOOC students come back for more? Recurring students in the GdP MOOC

  • 1. Do MOOC students come back for more? Recurring students in the GdP MOOC François Bouchet (UPMC/LIP6 – francois.bouchet@lip6.fr) Rémi Bachelet (Ecole Centrale de Lille – remi.bachelet@ec-lille.fr) April 17th, 2015 Download this slideshow : http://goo.gl/ZQGh83
  • 2. Video https://goo.gl/xrFhX0 2Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
  • 3. Paper/slides on 3Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet @R_Bachelet @fbouchet
  • 4. Are recurring students the future of MOOC enrollees? 4Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet Time ExperienceinMOOCs ExperienceinthisMOOC Recurring students? Experienced students Recurring students = register the same MOOC several times
  • 5. Research questions RQ1: Existence and frequency? How to identify them? RQ2: Specific behavior leading to research bias? Implication in research questionnaires? RQ3: Success - better or worse? Impact on their performance 5Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
  • 6. Context: GdP MOOC  Topic: project management  First French MOOC issuing ECTS credits  2 sessions / year since Spring 2013  New content added every session  2 individual tracks : basic and advanced 6Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
  • 7. Data: 4 sessions 7Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet 0 10 20 30 40 50 60 70 80 90 100 0 5000 10000 15000 20000 25000 GdP 1 GdP 2 GdP 3 GdP 4 % Numberofstudents Enrolled Entry rate Basic track success Advanced track success Partially in this study
  • 8. RQ1: How to identify Returning Students(RS)? How many are they?  2 sources: ▫ research questionnaire ▫ Platform (Canvas) student ID  GdP3: ▫ source : ID => 8.4% RS from GdP2 ▫ source : quest => 6.3% RS from GdP2 (40.5 % participation rate) ▫ 13.4% RS from GdP1&2 (source : quest.)  GdP4: ▫ 13.6% RS (source : ID) • 23% from GdP2 • 90% from GdP3 8Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
  • 9. RQ1: Validating the data?  2 sources: ▫ Optional research questionnaire ▫ Canvas ID  GdP3: ▫ 8.4% RS from GdP2 (ID) ▫ 6.3% RS from GdP2 (quest.) ▫ 13.4% RS from GdP1&2 (quest.)  GdP4: ▫ 13.6% RS • 23% from GdP2 • 90% from GdP3 9 ID: reliable Questionnaire: Possible mistakes ID only: Serial recurring students from GdP1? Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
  • 10. 2 categories of recurring students 10Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet Students Recurring (RS) 10% New (NS) 90% Successful (RSS) 1/3 Unsuccessful (RUS) 2/3
  • 11. RQ2: taking part in research questionnaires? (1/2) Propensity to answer: ▫ RS = NS in GdP3 ▫ RS < NS in GdP4 ▫ RUS > RSS in GdP3&4 11Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet RS answer less overall, unsuccessful RS answer more than successful ones
  • 12. RQ2: taking part in research questionnaires? (2/2) Time spent answering: No significant diff for NS, RS, RSS ▫ Significant : RUS < NS 12Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet Unsuccessful recurring students go faster through the questionnaires
  • 13. RQ3: better grades? (1/2) Number of points obtained: ▫ Basic track: • RS < NS • RSS < RUS ▫ Advanced track: • RS < NS • RSS > RUS 13Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet Previously successful ones better on advanced track, less good on basic track
  • 14. RQ3: better completion? (2/2) Session completed (true | false): ▫ RS < NS ▫ RUS > RSS in GdP3 ▫ RUS = RSS in GdP4 14Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet RS complete less than NS Previously unsuccessful complete more or as much
  • 15. Results summary  Recurring students (RS) exist (10%) and here to stay (↗ %)  RS answer to research questionnaires less and faster  RS complete less the sessions, different reasons: ▫ Previously successful (1/3) : Go faster through basic content Don’t want to complete again ▫ Previously unsuccessful (2/3) : Motivated but struggling 15Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet Stud. RS 10%NS 90% RSS 1/3RUS 2/3
  • 16. Further study/conclusions  Recurring students (RS) exist (10%) and here to stay (↗ %)  to be confirmed in new sessions (additional content)  RS answer to optional questionnaires less and faster  retrieve previous answers and offer to update them?  RS complete less the sessions, different reasons: ▫ Previously successful (1/3) : Go faster through basic content Don’t want to complete again should be able to focus only on new content “Carry over” of grades? ▫ Previously unsuccessful (2/3) : Motivated but struggling  provide additional support from the beginning 16Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
  • 17. Thank You ! 17Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
  • 18. 18Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet
  • 19. 19Recurring students in the GdP MOOC – F. Bouchet & R. Bachelet