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Presenters 
Geoffray Bonin, University of Lorraine 
Patricia Charlton, Institute of Education 
Doug Clow, The Open University 
Adam Cooper, Cetis 
Marcus Elliott, Nottingham Trent University 
Rebecca Ferguson, The Open University 
Ed Foster, University of Lincoln 
Mariluz Guenaga, University of Duesto 
Yishay Mor, BJET special issue editor 
Jean Mutton, University of Derby 
Bart Rienties, The Open University 
Sharon Slade, The Open University 
Niall Sclater, JISC 
Mark Stubbs, Manchester Metropolitan University 
Thomas Ullmann, The Open University
DR. Patricia Charlton, p.charlton@ioe.ac.uk 
DR. Manolis Mavrikis, m.mavrikis@ioe.ac.uk 
London Knowledge Lab, Institute of Education, 
University of London 
C-book 
platform 
Learning Analytics 
enhanced c-books
Doug Clow 
users data users data users data 
Photo CC (BY-NC) Alan English CPA: https://www.flickr.com/photos/alanenglish/4198114139
Adam Cooper, Cetis 
@adam_r_cooper 
http://bit.ly/Q-LA-validity 
www.laceproject.eu 
@laceproject 
The LACE Project is supported by the European Commission 
Seventh Framework Programme, grant 619424. 
8 
The Question of 
Validity in LA 
or 
“What should it 
say on the tin?”
• DeustoTech Learning –research group at the Engineering Faculty 
• Main interest: support the assessment of competencies using LA 
• Coordinators of SNOLA - Spanish Network of Learning Analytics 
• Research areas: 
Work in progress in LA: 
• Go-Lab (FP7-ICT) 
• MakeWorld (Erasmus+) 
• LA at the Univ. Deusto 
• Serious Game – Teamwork 
• Code repositories 
• Promote Computational thinking 
Mariluz Guenaga 
mlguenaga@deusto.es 
http://dtlearning.deusto.es 
http://www.deusto.es 
http://snola.deusto.es 
Learning 
Analytics 
ASSESSMENT 
Remote 
experiments 
Game-based 
learning
Data-informed Design 
Inquiry of Learning 
BJET Special Issue (2015) 
Emin-Martínez, V.; Hansen, C.; Rodríguez-Triana, M. J.; Wasson, B.; Mor, Y.; 
Dascalu, M.; Ferguson, R. & Pernin, J.-P. (2014), 'Towards teacher-led design 
inquiry of learning', eLearning Papers (36). http://goo.gl/tHVd8c
Using Data for Purpose and Value 
Jean Mutton, University of Derby
OU policy for the ethical use of learning analytics 
Sharon Slade, Open University 
Extensive consultation 
8 overarching principles: 
LA as a moral practice 
OU’s responsibility to use data for student benefit 
Students are not wholly defined by their data 
Purpose and boundaries should be well defined and visible 
Facility for students to update their own data 
Students as active agents 
Modelling approaches and interventions should be free from bias 
Adoption of LA requires broad acceptance of the values and benefits the 
development of appropriate skills. 
Policy approved and live 
Communication strategy underway 
Consideration of opt out over next 9 months
Surveys 
Leader Tutor Marker 
Programme 
Courses & Units 
Mandatory 
Sessions Questions 
Resources Assignments 
Level & 
Subject Grad 
Enrolment Attendance Usage Submission Marks 
Board 
Outcome 
Department 
Faculty 
Dean Head 
Left, Failed, Withdrew 
Resit Work 
Timetable 
Curriculum 
Hierarchy 
Learning 
Resources 
Provider 
Type 
Assessment 
Staff 
Entry 
Targets 
Admission 
Entry 
Quals. 
Application 
Enquiry 
Bio-demographics 
Student 
R&A 
Course Entry 
Employment or 
Study (elsewhere) 
Satisfaction 
Type 
Progression Accommodation 
Data Warehouse Lines of Enquiry 
Student 
R&A Course Entry 
Engagement 
Curriculum Hierarchy 
Staff 
Partial coverage 
Opening 2015 
Opening 2015 
Terminating at Course 
Delays expected 
Timetable 
Surveys 
Learning Resources 
Assessment 
Opening 2015 
Partial coverage 
Opening 2015 
Good coverage 
Further Study 
This work is licensed under a Attribution-NonCommercial-ShareAlike 4.0 International licence | Mark Stubbs (@thestubbs) 
University 
Laying foundations for Learning Analytics at MMU
LACE SoLAR Flare Lightning Presentations

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LACE SoLAR Flare Lightning Presentations

  • 1.
  • 2. Presenters Geoffray Bonin, University of Lorraine Patricia Charlton, Institute of Education Doug Clow, The Open University Adam Cooper, Cetis Marcus Elliott, Nottingham Trent University Rebecca Ferguson, The Open University Ed Foster, University of Lincoln Mariluz Guenaga, University of Duesto Yishay Mor, BJET special issue editor Jean Mutton, University of Derby Bart Rienties, The Open University Sharon Slade, The Open University Niall Sclater, JISC Mark Stubbs, Manchester Metropolitan University Thomas Ullmann, The Open University
  • 3.
  • 4.
  • 5. DR. Patricia Charlton, p.charlton@ioe.ac.uk DR. Manolis Mavrikis, m.mavrikis@ioe.ac.uk London Knowledge Lab, Institute of Education, University of London C-book platform Learning Analytics enhanced c-books
  • 6.
  • 7. Doug Clow users data users data users data Photo CC (BY-NC) Alan English CPA: https://www.flickr.com/photos/alanenglish/4198114139
  • 8. Adam Cooper, Cetis @adam_r_cooper http://bit.ly/Q-LA-validity www.laceproject.eu @laceproject The LACE Project is supported by the European Commission Seventh Framework Programme, grant 619424. 8 The Question of Validity in LA or “What should it say on the tin?”
  • 9.
  • 10.
  • 11.
  • 12. • DeustoTech Learning –research group at the Engineering Faculty • Main interest: support the assessment of competencies using LA • Coordinators of SNOLA - Spanish Network of Learning Analytics • Research areas: Work in progress in LA: • Go-Lab (FP7-ICT) • MakeWorld (Erasmus+) • LA at the Univ. Deusto • Serious Game – Teamwork • Code repositories • Promote Computational thinking Mariluz Guenaga mlguenaga@deusto.es http://dtlearning.deusto.es http://www.deusto.es http://snola.deusto.es Learning Analytics ASSESSMENT Remote experiments Game-based learning
  • 13.
  • 14.
  • 15. Data-informed Design Inquiry of Learning BJET Special Issue (2015) Emin-Martínez, V.; Hansen, C.; Rodríguez-Triana, M. J.; Wasson, B.; Mor, Y.; Dascalu, M.; Ferguson, R. & Pernin, J.-P. (2014), 'Towards teacher-led design inquiry of learning', eLearning Papers (36). http://goo.gl/tHVd8c
  • 16. Using Data for Purpose and Value Jean Mutton, University of Derby
  • 17.
  • 18. OU policy for the ethical use of learning analytics Sharon Slade, Open University Extensive consultation 8 overarching principles: LA as a moral practice OU’s responsibility to use data for student benefit Students are not wholly defined by their data Purpose and boundaries should be well defined and visible Facility for students to update their own data Students as active agents Modelling approaches and interventions should be free from bias Adoption of LA requires broad acceptance of the values and benefits the development of appropriate skills. Policy approved and live Communication strategy underway Consideration of opt out over next 9 months
  • 19.
  • 20. Surveys Leader Tutor Marker Programme Courses & Units Mandatory Sessions Questions Resources Assignments Level & Subject Grad Enrolment Attendance Usage Submission Marks Board Outcome Department Faculty Dean Head Left, Failed, Withdrew Resit Work Timetable Curriculum Hierarchy Learning Resources Provider Type Assessment Staff Entry Targets Admission Entry Quals. Application Enquiry Bio-demographics Student R&A Course Entry Employment or Study (elsewhere) Satisfaction Type Progression Accommodation Data Warehouse Lines of Enquiry Student R&A Course Entry Engagement Curriculum Hierarchy Staff Partial coverage Opening 2015 Opening 2015 Terminating at Course Delays expected Timetable Surveys Learning Resources Assessment Opening 2015 Partial coverage Opening 2015 Good coverage Further Study This work is licensed under a Attribution-NonCommercial-ShareAlike 4.0 International licence | Mark Stubbs (@thestubbs) University Laying foundations for Learning Analytics at MMU