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A pilot study in a large enrolment
introductory science course
Expert-guided crowdsourced
learning content
Simon Bates
simon.bates@ubc.ca
@simonpbates
bit.ly/batestalks
~2010
~2006
2013
Context - flipped classrooms
CC BY-NC 2.0 https://flic.kr/p/f3ynHx
Derek Bruff: Class time reconsidered
http://prezi.com/donq036eunko/class-time-reconsidered/
Weekly rhythm for our 1A class
Poh,	
  M.Z.,	
  Swenson,	
  N.C.,	
  Picard,	
  R.W.,	
  "A	
  Wearable	
  Sensor	
  for	
  Unobtrusive,	
  Long-­‐term	
  Assessment	
  of	
  Electrodermal	
  AcEvity,"	
  IEEE	
  TransacEons	
  on	
  Biomedical	
  Engineering,	
  vol.57,	
  no.5,	
  pp.1243-­‐1252,	
  	
  
May	
  2010.	
  doi:	
  10.1109/TBME.2009.2038487	
  
Weekly rhythm for our 1A class
Weekly rhythm for our 1A class
Learning gains on PI
Learning gains on PI
1
2
3
A ball initially at rest is
thrown upwards, comes
back down & is caught
!
Which of the following is a
plausible graph of the
acceleration of the ball
with time?
Freeman et al PNAS www.pnas.org/cgi/doi/10.1073/pnas.1319030111	

Wieman commentary PNAS
http://www.pnas.org/cgi/doi/10.1073/pnas.1407304111	

“This meta-analysis makes a powerful case that any college or university that is teaching its
STEM courses by traditional lectures is providing an inferior education to its students”
~2010
~2006
2013
a"web&based"MCQ"repository"created"by"students"
Ins$tu$ons((signing(up(per(year:(
!
2009:! ! !22(
2010:! ! !66(
2011:! ! !204(
2012:! ! !266(
2013!(Jan,Jun):! !214(
Growing(content(repository:(
!
Courses:! !2,500(
Logins/month:! !75,000(
Ques<ons:! !600,000(
Answers:! !12,000,000(
Answers
(20,000,000)
Questions
(1,000,000)
Student'ownership'over'
learning'resource'
Student'familiarity'with'
social'so7ware'
Leveraging'student'
energy'and'crea9vity'
Badges' Points' Leaderboards'
Typical implementation
Minimum participation requirements for each
of two assessment exercises (PW1, PW2)
Write 1 Answer 5 Rate / comment 3
5% course credit
Physics 101, Energy & Waves
Winter Semester: 3 sections, 791 students
Scaffolding
TOCCLT'.'
-
QestIsct
How 1o...
q/t4osTer
Submit ond onswer questions
on topics in lhe torget region,
just obove lhe physics
you hove olreody mostered.
Dislroclers
) l*"*"ò
rNrrltng
Ih s region corrk:ins llte
plrysics knowledgo ond colrco¡ls
you connol leorn yel
becouse the louncalions
crrc nol in plocc
PHYSICS TOPICS IN YOUR TARG T REGION
buo'5ot't1 'Den¡¡lu
B¿:ovvì 1 J
F:rcq - YOUR CHOSEN TOPIC
à..
auC'q^ x@
bôo'osro
pn ro, d logroo,
o 9tS
COMMON MISCONCEPÎIONS AND ERRORS
(Sec hHÞ:/jÞhy¡.udofo¡.cdu/CJP/trêconcoÞllo¡t.pdt
tor o llil ol common mhconcepllons)
¿K N(,qht %cce Açxs no exi¡þ
, c.rrrçrJ On oblec'-t 5 õÞYJrnr cìü?À
I in rtuiò. ü
lrh'brot4ont eprç,e .I¡1enÀs crq
den-s,{^ c>Ç c.,þ¡ec , cìo+ .*¿n:r
oÇ Çtu,8,
fr- btrrqon! $crCe c¿cs Àoc¡:'cr
fr¿lt{e- r *hcrn ú?
Trr¿e. $ììfifflsz hrrr: ¿lÕoolr-g lnnS
(**= tcpo þ/rnl
{otr-* qrÇ bq.:. 0" Ooz
Physics knowledge
ond conccpluol underslonding
you lrove olrcody
conslrucleC ¡n your heod
¡,<'t.lerJ rt)^,¿z! Þ.rrp r- rr't¡ ,l?
Chcck lhol yovr on3Íêr ¡t rêo!ànoblê ðnd potrlble
'f<,,cc
Photo by Seth Casteel
http://www.littlefriendsphoto.com
Permission to use agreed
Introduced in tutorials
!
Extensive scaffolding
exercises
!
Revisited in subsequent
tutorials
!
Tutorials delivered by 24 TAs
Engagement with PeerWise
Number Multiplier Number Multiplier
Questions 1105 [1.7] (1.4) 998 [1.6] (1.3)
Answers 11393 [17.2] (14.4) 11807 [18.7] (15.0)
Comments 4901 [7.4] (6.2) 5509 [8.7] (5.0)
PW 1 PW 2
Engagement with PeerWise
Engagement with PeerWise
PW1 PW2
Contributed and met minimum requirements
Contributed but did not meet mininum requirements
Did not participate
0.84 0.80
Total: 791
Question/Explanation Quality
Bloom’s Taxonomy of levels in the cognitive domain
Score Level Description
1 Remember Factual knowledge, trivial plugging in of numbers
2 Understand Basic understanding of content
3 Apply Implement, calculate / determine. Typically one-stage problem
4 Analyze Typical multi-step problem; requires identification of strategy
Evaluate Compare &assess various option possibilities; often conceptual
Synthesize
Ideas and topics from disparate course sections combined. Significantly
challenging problem.
Text
1 2 3 4 1 2 3 4
0
20
40
60
Numberofquestions
Assessment 1 Assessment 2
Bloom's Taxonomy: Question Quality
Textp>0.05, NS
0%
5%
10%
15%
20%
25%
30%
35%
40%
45%
50%
1 2 3 4 5 6
Taxonomic Category
PercentageofSubmittedQuestions
First semester N = 350
Second semester N = 252

Bates et al,
PRST PER, in press 2014
http://arxiv.org/abs/1308.2202
Question/Explanation Quality
Description of explanation quality
Score Level Description
0 Missing
No explanation provided or explanation incoherent/
irrelevant
1 Inadequate Wrong reasoning and/or answer; trivial or flippant
2 Minimal
Correct answer but with insufficient explanation/
justification/ Some aspects may be unclear/incorrect/
confused.
3 Good Clear and detailed exposition of correct method & ans
4 Excellent
Thorough description of relevant physics and solution
strategy. Plausibility of all answers considered. Beyond
normal expectation for a correct solution
0 1 2 3 4 0 1 2 3 4
0
20
40
60
Numberofquestions
Assessment 1 Assessment 2
Explanation Quality
p=0.02
~2010
~2006
2013
PHYS101:
Energy and Waves
Logistics
!
!
Cohort split into 4 groups	

!
Each week one group tasked with creating LOs	

!
Each submission counts for 2.5% of final grade	

!
Repeat cycle twice per Semester	

!
Students can submit >2 LOs & receive grade for best 2	

!
Short survey on submission	

!
Students encourage to apply CC licenses
Results: engagement
0 100 200 300
LO 1
LO 2
LO 3
LO 4
LO 5
LO 6
LO 7
LO 8
Number of students
Assigned
Optional
0 10 20 30 40 50 60 70 80 90 100
0
100
200
300
Grade (%)
Numberofstudents LO Grade Distribution
0 10 20 30 40 50 60 70 80 90 100
0
100
200
300
Grade (%)
Numberofstudents LO Grade Distribution
These students
didn’t even try!
0 10 20 30 40 50 60 70 80 90 100
0
100
200
300
Grade (%)
Numberofstudents LO Grade Distribution
Which students aren’t submitting LOs?
Non-participants are from all walks of life!
0 10 20 30 40 50 60 70 80 90 100
0
5
10
15
20
25
Final Exam (%)
Numberofstudents
Final Exam marks of students
that did not participate in LOs
Results: types of Los
PPT
DOC
Prezi
Ted-Ed
PDF
Image
Other
Results: time on task
0 100 200 300 400
Less than 0.5h
0.5 to 1 h
1 to 2h
2 to 3h
3 to 4h
4 to 5h
More than 5h
Number of students
Results: self reported change in
understanding
0 200 400 600 800
None
Little
Moderate
Good
Excellent
Number of students
0200400600800
Number of students
PHYS101:
Energy and Waves
3. Successes	

http://youtu.be/BObyt_NJYrE
Sample 2 - Standing Wave in a bowl
Sample 3 - Colour Loss Underwater
Student generated exam content
3. Successes
simon.bates@ubc.ca @simonpbates bit.ly/batestalks
Relevant publications:
!
Scaffolding student engagement via online peer learning - European Journal of Physics 35 (4), 045002 (2014)
!
Student-Generated Content: Enhancing learning through sharing multiple-choice questions. International Journal of Science Education, 1-15 (2014).
!
Assessing the quality of a student-generated question repository - Phys Rev ST PER (2014) in press
!
Student-generated assessment - Education in Chemistry (2013) 13 1
Image credits
Crowd http://www.flickr.com/photos/18378655@N00/613445810/
Expert Guided Crowd Sourced Learning Content

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Expert Guided Crowd Sourced Learning Content

  • 1. A pilot study in a large enrolment introductory science course Expert-guided crowdsourced learning content Simon Bates simon.bates@ubc.ca @simonpbates bit.ly/batestalks
  • 2.
  • 4. Context - flipped classrooms CC BY-NC 2.0 https://flic.kr/p/f3ynHx Derek Bruff: Class time reconsidered http://prezi.com/donq036eunko/class-time-reconsidered/
  • 5. Weekly rhythm for our 1A class Poh,  M.Z.,  Swenson,  N.C.,  Picard,  R.W.,  "A  Wearable  Sensor  for  Unobtrusive,  Long-­‐term  Assessment  of  Electrodermal  AcEvity,"  IEEE  TransacEons  on  Biomedical  Engineering,  vol.57,  no.5,  pp.1243-­‐1252,     May  2010.  doi:  10.1109/TBME.2009.2038487  
  • 6. Weekly rhythm for our 1A class
  • 7. Weekly rhythm for our 1A class
  • 10. 1 2 3 A ball initially at rest is thrown upwards, comes back down & is caught ! Which of the following is a plausible graph of the acceleration of the ball with time?
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  • 13. Freeman et al PNAS www.pnas.org/cgi/doi/10.1073/pnas.1319030111 Wieman commentary PNAS http://www.pnas.org/cgi/doi/10.1073/pnas.1407304111 “This meta-analysis makes a powerful case that any college or university that is teaching its STEM courses by traditional lectures is providing an inferior education to its students”
  • 16. Ins$tu$ons((signing(up(per(year:( ! 2009:! ! !22( 2010:! ! !66( 2011:! ! !204( 2012:! ! !266( 2013!(Jan,Jun):! !214( Growing(content(repository:( ! Courses:! !2,500( Logins/month:! !75,000( Ques<ons:! !600,000( Answers:! !12,000,000( Answers (20,000,000) Questions (1,000,000)
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  • 20. Typical implementation Minimum participation requirements for each of two assessment exercises (PW1, PW2) Write 1 Answer 5 Rate / comment 3 5% course credit Physics 101, Energy & Waves Winter Semester: 3 sections, 791 students
  • 21. Scaffolding TOCCLT'.' - QestIsct How 1o... q/t4osTer Submit ond onswer questions on topics in lhe torget region, just obove lhe physics you hove olreody mostered. Dislroclers ) l*"*"ò rNrrltng Ih s region corrk:ins llte plrysics knowledgo ond colrco¡ls you connol leorn yel becouse the louncalions crrc nol in plocc PHYSICS TOPICS IN YOUR TARG T REGION buo'5ot't1 'Den¡¡lu B¿:ovvì 1 J F:rcq - YOUR CHOSEN TOPIC à.. auC'q^ x@ bôo'osro pn ro, d logroo, o 9tS COMMON MISCONCEPÎIONS AND ERRORS (Sec hHÞ:/jÞhy¡.udofo¡.cdu/CJP/trêconcoÞllo¡t.pdt tor o llil ol common mhconcepllons) ¿K N(,qht %cce Açxs no exi¡þ , c.rrrçrJ On oblec'-t 5 õÞYJrnr cìü?À I in rtuiò. ü lrh'brot4ont eprç,e .I¡1enÀs crq den-s,{^ c>Ç c.,þ¡ec , cìo+ .*¿n:r oÇ Çtu,8, fr- btrrqon! $crCe c¿cs Àoc¡:'cr fr¿lt{e- r *hcrn ú? Trr¿e. $ììfifflsz hrrr: ¿lÕoolr-g lnnS (**= tcpo þ/rnl {otr-* qrÇ bq.:. 0" Ooz Physics knowledge ond conccpluol underslonding you lrove olrcody conslrucleC ¡n your heod ¡,<'t.lerJ rt)^,¿z! Þ.rrp r- rr't¡ ,l? Chcck lhol yovr on3Íêr ¡t rêo!ànoblê ðnd potrlble 'f<,,cc Photo by Seth Casteel http://www.littlefriendsphoto.com Permission to use agreed Introduced in tutorials ! Extensive scaffolding exercises ! Revisited in subsequent tutorials ! Tutorials delivered by 24 TAs
  • 22. Engagement with PeerWise Number Multiplier Number Multiplier Questions 1105 [1.7] (1.4) 998 [1.6] (1.3) Answers 11393 [17.2] (14.4) 11807 [18.7] (15.0) Comments 4901 [7.4] (6.2) 5509 [8.7] (5.0) PW 1 PW 2
  • 24. Engagement with PeerWise PW1 PW2 Contributed and met minimum requirements Contributed but did not meet mininum requirements Did not participate 0.84 0.80 Total: 791
  • 25.
  • 26. Question/Explanation Quality Bloom’s Taxonomy of levels in the cognitive domain Score Level Description 1 Remember Factual knowledge, trivial plugging in of numbers 2 Understand Basic understanding of content 3 Apply Implement, calculate / determine. Typically one-stage problem 4 Analyze Typical multi-step problem; requires identification of strategy Evaluate Compare &assess various option possibilities; often conceptual Synthesize Ideas and topics from disparate course sections combined. Significantly challenging problem. Text
  • 27. 1 2 3 4 1 2 3 4 0 20 40 60 Numberofquestions Assessment 1 Assessment 2 Bloom's Taxonomy: Question Quality Textp>0.05, NS 0% 5% 10% 15% 20% 25% 30% 35% 40% 45% 50% 1 2 3 4 5 6 Taxonomic Category PercentageofSubmittedQuestions First semester N = 350 Second semester N = 252 Bates et al, PRST PER, in press 2014 http://arxiv.org/abs/1308.2202
  • 28. Question/Explanation Quality Description of explanation quality Score Level Description 0 Missing No explanation provided or explanation incoherent/ irrelevant 1 Inadequate Wrong reasoning and/or answer; trivial or flippant 2 Minimal Correct answer but with insufficient explanation/ justification/ Some aspects may be unclear/incorrect/ confused. 3 Good Clear and detailed exposition of correct method & ans 4 Excellent Thorough description of relevant physics and solution strategy. Plausibility of all answers considered. Beyond normal expectation for a correct solution
  • 29. 0 1 2 3 4 0 1 2 3 4 0 20 40 60 Numberofquestions Assessment 1 Assessment 2 Explanation Quality p=0.02
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  • 34. Logistics ! ! Cohort split into 4 groups ! Each week one group tasked with creating LOs ! Each submission counts for 2.5% of final grade ! Repeat cycle twice per Semester ! Students can submit >2 LOs & receive grade for best 2 ! Short survey on submission ! Students encourage to apply CC licenses
  • 35. Results: engagement 0 100 200 300 LO 1 LO 2 LO 3 LO 4 LO 5 LO 6 LO 7 LO 8 Number of students Assigned Optional
  • 36. 0 10 20 30 40 50 60 70 80 90 100 0 100 200 300 Grade (%) Numberofstudents LO Grade Distribution
  • 37. 0 10 20 30 40 50 60 70 80 90 100 0 100 200 300 Grade (%) Numberofstudents LO Grade Distribution These students didn’t even try! 0 10 20 30 40 50 60 70 80 90 100 0 100 200 300 Grade (%) Numberofstudents LO Grade Distribution
  • 38. Which students aren’t submitting LOs? Non-participants are from all walks of life! 0 10 20 30 40 50 60 70 80 90 100 0 5 10 15 20 25 Final Exam (%) Numberofstudents Final Exam marks of students that did not participate in LOs
  • 39. Results: types of Los PPT DOC Prezi Ted-Ed PDF Image Other
  • 40. Results: time on task 0 100 200 300 400 Less than 0.5h 0.5 to 1 h 1 to 2h 2 to 3h 3 to 4h 4 to 5h More than 5h Number of students
  • 41. Results: self reported change in understanding 0 200 400 600 800 None Little Moderate Good Excellent Number of students 0200400600800 Number of students
  • 42. PHYS101: Energy and Waves 3. Successes http://youtu.be/BObyt_NJYrE
  • 43. Sample 2 - Standing Wave in a bowl
  • 44. Sample 3 - Colour Loss Underwater
  • 45. Student generated exam content 3. Successes
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  • 49. simon.bates@ubc.ca @simonpbates bit.ly/batestalks Relevant publications: ! Scaffolding student engagement via online peer learning - European Journal of Physics 35 (4), 045002 (2014) ! Student-Generated Content: Enhancing learning through sharing multiple-choice questions. International Journal of Science Education, 1-15 (2014). ! Assessing the quality of a student-generated question repository - Phys Rev ST PER (2014) in press ! Student-generated assessment - Education in Chemistry (2013) 13 1