Update on the UTS project to analyse student pathways using data mining techniques:
https://utscic.edu.au/projects/uts-projects/course-pathways-analytics
Course Pathways: Making the right choices for the right reasons
1. Course Pathways:
Making the right choices for the right reasons
uts.edu.au
Jurgen Schulte, Pedro Fernandez de Mendonca,
Roberto Martinez-Maldonado, Simon Buckingham Shum
UTS Teaching and Learning Forum, 22 Nov 2016
3. UTS Teaching and Learning Forum 22 Nov 2016 Jurgen Schulte, Pedro Fernandez de Mendonca, Roberto MartinezMaldonado, Simon Buckingham Shum UTS HREC REF NO. ETH16-0338
Civil Engineering major, Autumn commencing
Year 1
Autumn session
33130 Mathematical Modelling 1
48230 Engineering Communication
68037 Physical Modelling
48310 Introduction to Civil and Environmental
Engineering
Spring session
33230 Mathematical Modelling 2
48321 Engineering Mechanics
48320 Surveying
60101 Chemistry and Materials Science
Year 2
Autumn session
48240 Design and Innovation Fundamentals
48221 Engineering Computations
48331 Mechanics of Solids
48340 Construction
41035 Engineering Practice Preparation 1
Spring session
41036 Engineering Professional Experience 1
41037 Work Integrated Learning 1
Typical recommended course pathway
Here: Pathway means pathway through a course
(not university entry pathway)
Different Roles –Different Views
Course Coordinator
Acute overall overview of all subjects
and envisioned connectedness
Limited subject level view
Subject Coordinator
Familiarity with “adjoining” subjects
Limited overall view of connectedness
Student
Familiarity with “parallel” subjects
Future blind
4. UTS Teaching and Learning Forum 22 Nov 2016 Jurgen Schulte, Pedro Fernandez de Mendonca, Roberto MartinezMaldonado, Simon Buckingham Shum UTS HREC REF NO. ETH16-0338
Semester 1
Semester 2
Semester 3
A
C
D
B
Pre-Uni
H TI O … …
Subjects
UTS Jurgen Schulte
.
.
.
317,681 Students 1,297 Courses16,210 SubjectsUTS 6,000,000+ Records
E
http://138.25.83.252:3838
Course Coordinator Role
Monitoring longitudinal stage progression
Providing student support with
whole course view
Appropriate alignment
of course content
Subjects
Subjects
Questions
Is the course content well aligned
laterally as well as longitudinally?
Are pass-students sufficiently
prepared to take on the next stage?
5. UTS Teaching and Learning Forum 22 Nov 2016 Jurgen Schulte, Pedro Fernandez de Mendonca, Roberto MartinezMaldonado, Simon Buckingham Shum UTS HREC REF NO. ETH16-0338
Enlightening Coordinator View
Looking at a cohort of average
performing students (58) in subject A
coming directly from highschool (H), it
appears that course is not well aligned
for them to progress in semester 2.
553010
A
C
D
B
58
H TI O … …
UTS Jurgen Schulte
.
.
.
317,681 Students 1,297 Courses16,210 SubjectsUTS 6,000,000+ Records
E
Semester 1
Semester 2
Semester 3
Pre-Uni
http://138.25.83.252:3838
6. UTS Teaching and Learning Forum 22 Nov 2016 Jurgen Schulte, Pedro Fernandez de Mendonca, Roberto MartinezMaldonado, Simon Buckingham Shum UTS HREC REF NO. ETH16-0338
Enlightening Coordinator View
Looking at a cohort of average
performing students (58) in subject A
coming directly from highschool (H), it
appears that course is not well aligned
for them to progress in semester 2.
After repeats in semester 2, the cohort
(58) does generally well in semester 3,
except for subject E.
3072
50
A
C
D
B
58
65
H TI O … …
UTS Jurgen Schulte
.
.
.
317,681 Students 1,297 Courses16,210 SubjectsUTS 6,000,000+ Records
E
Semester 1
Semester 2
Semester 3
Pre-Uni
http://138.25.83.252:3838
7. UTS Teaching and Learning Forum 22 Nov 2016 Jurgen Schulte, Pedro Fernandez de Mendonca, Roberto MartinezMaldonado, Simon Buckingham Shum UTS HREC REF NO. ETH16-0338
Semester 1
Semester 2
Semester 3
A
C
D
B
Pre-Uni
H TI O … …
Subjects
UTS Jurgen Schulte
.
.
.
317,681 Students 1,297 Courses16,210 SubjectsUTS 6,000,000+ Records
E
http://138.25.83.252:3838
Subject Coordinator Role
Maintain alignment of disciplinary
knowledge & skills with parallel
subjects (semester view)
Ensure the subject is a meaningful
requisite for other subjects upstream
Subjects
Subjects
Questions
To what level do disciplinary
knowledge & skills learned in A
contribute to a successful
progression to C ?
Are skills learned in A important to
succeed in E ?
8. UTS Teaching and Learning Forum 22 Nov 2016 Jurgen Schulte, Pedro Fernandez de Mendonca, Roberto MartinezMaldonado, Simon Buckingham Shum UTS HREC REF NO. ETH16-0338
553010
A
C
D
B
58
Enlightening Subject
Coordinator Questions
The disciplinary knowledge &
skills taught in A appear not to
contribute well or are not relevant
for progression in upstream
subject C.
H TI O … …
UTS Jurgen Schulte
.
.
.
317,681 Students 1,297 Courses16,210 SubjectsUTS 6,000,000+ Records
UTS Teaching and Learning Forum 22 Nov 2016 Jurgen Schulte, Pedro Fernandez de Mendonca, Roberto MartinezMaldonado, Simon Buckingham Shum Approval:E TH160338
E
Subjects
Subjects
Subjects
Semester 1
Semester 2
Semester 3
Pre-Uni
http://138.25.83.252:3838
9. UTS Teaching and Learning Forum 22 Nov 2016 Jurgen Schulte, Pedro Fernandez de Mendonca, Roberto MartinezMaldonado, Simon Buckingham Shum UTS HREC REF NO. ETH16-0338
Semester 1
Semester 2
Semester 3
A
C
D
B
Pre-Uni H TI O … …
Subjects
UTS Jurgen Schulte
.
.
.
317,681 Students 1,297 Courses16,210 SubjectsUTS 6,000,000+ Records
E
http://138.25.83.252:3838
Student Aspiration
Succeed in subject
Learn the disciplinary knowledge &
skills that are needed further up the
alley
Subjects
Subjects
Questions
Is a bare bone knowledge and my
current level of engagement
sufficient to progress successfully
?
Is the subject ahead of me similar,
more or much more demanding
than the current one ?
10. UTS Teaching and Learning Forum 22 Nov 2016 Jurgen Schulte, Pedro Fernandez de Mendonca, Roberto MartinezMaldonado, Simon Buckingham Shum UTS HREC REF NO. ETH16-0338
553010
58
Enlightening Student Questions
On average students like me having
achieved 55 and 58 in these Semester 1
subjects historically have performed 10, 30
and 55 in those Semester 2 subjects
H TI O … …
UTS Jurgen Schulte
.
.
.
317,681 Students 1,297 Courses16,210 SubjectsUTS 6,000,000+ Records
UTS Teaching and Learning Forum 22 Nov 2016 Jurgen Schulte, Pedro Fernandez de Mendonca, Roberto MartinezMaldonado, Simon Buckingham Shum Approval:E TH160338
Subjects
Subjects
Subjects
Semester 1
Semester 2
Semester 3
Pre-Uni
55
http://138.25.83.252:3838
C B
11. UTS Teaching and Learning Forum 22 Nov 2016 Jurgen Schulte, Pedro Fernandez de Mendonca, Roberto MartinezMaldonado, Simon Buckingham Shum UTS HREC REF NO. ETH16-0338
317,681 Students 1,297 Courses16,210 SubjectsUTS 6,000,000+ Records
12. UTS Teaching and Learning Forum 22 Nov 2016 Jurgen Schulte, Pedro Fernandez de Mendonca, Roberto MartinezMaldonado, Simon Buckingham Shum UTS HREC REF NO. ETH16-0338
317,681 Students 1,297 Courses16,210 SubjectsUTS 6,000,000+ Records