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Learning Analytics in Math Why Open Education? Martin Ebner
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Learning Analytics in Math - Why Open Education?

Aug 19, 2014

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Martin Ebner

 
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Page 1: Learning Analytics in Math - Why Open Education?

Learning Analytics in Math Why Open Education?

Martin Ebner

Page 2: Learning Analytics in Math - Why Open Education?

Greller, W., Ebner, M., Schön, M. (2014) Learning Analytics: From Theory to Practice – Data Support for Learning and Teaching. In: Computer Assisted Assessment. Kalz, Marco, Ras, Eric (Eds.) -Research into E-Assessment, Communications in Computer and Information Science Volume 439, 2014, pp 79-87. Springer, New York !

Page 3: Learning Analytics in Math - Why Open Education?

It‘s all about

http://www.flickr.com/photos/neeravbhatt/6995946039

Page 4: Learning Analytics in Math - Why Open Education?

Informationhttp://www.flickr.com/photos/auuep/3357824170

Interpretation

Page 5: Learning Analytics in Math - Why Open Education?

Example

... just a simple problem ...

Page 6: Learning Analytics in Math - Why Open Education?

... the multiplication table for primary school children ...

Example

Page 7: Learning Analytics in Math - Why Open Education?

http://einmaleins.tugraz.at

Page 8: Learning Analytics in Math - Why Open Education?

http://mathe.tugraz.at

Page 9: Learning Analytics in Math - Why Open Education?

Learning process

Page 10: Learning Analytics in Math - Why Open Education?

!

Analyses - All Users

http://einmaleins.tugraz.at

Schön, M., Ebner, M., Kothmeier, G. (2012) It's Just About Learning the Multiplication Table, In Proceedings of the 2nd International Conference on

Learning Analytics and Knowledge (LAK '12), Simon Buckingham Shum, Dragan Gasevic, and Rebecca Ferguson (Eds.). ACM, New York, NY, USA, 73-81

Page 11: Learning Analytics in Math - Why Open Education?

http://einmaleins.tugraz.at

Page 12: Learning Analytics in Math - Why Open Education?

http://einmaleins.tugraz.at http://einmaleins.tugraz.at

Page 13: Learning Analytics in Math - Why Open Education?

http://einmaleins.tugraz.at http://einmaleins.tugraz.athttp://einmaleins.tugraz.at

Page 14: Learning Analytics in Math - Why Open Education?

Trainer in numbers

> 6000 children

> 600.000 calculations !

> 100 calculation / child

http://mathe.tugraz.at

Page 15: Learning Analytics in Math - Why Open Education?

http://mathe.tugraz.at

Page 16: Learning Analytics in Math - Why Open Education?

http://mathe.tugraz.at

Answer types

k = 2k = 1 k = 3 k = 4 k = 5

R

W

69.66

30.44

RR

12.8

87.2

RW

53.29

46.71

WR

7.11

92.89

WW

10.15

89.85

Others

31.01

68.99

71.52

28.48

23.03

76.97

77.59

22.41

9.37

90.63

16.14

83.86

55.29

44.71

72.26

27.74

42.28

57.72

89.02

10.98

7.69

92.31

29.30

70.70

66.51

33.49

72.66

27.34

51.38

48.62

92.48

7.52

0

100

39.13

60.87

74.98

25.02

72.92

27.08

50.00

50.00

93.57

6.43

0

100

41.67

58.33

80.63

19.37

Taraghi, B., Saranti, A., Ebner, M., Schön, S. (2014) On Using Markov Chain to Evidence the Learning Structures

and Difficulty Levels of One Digit Multiplication, LAK 2014, accepted, in print !

Page 17: Learning Analytics in Math - Why Open Education?

h"p://schule.tugraz.at

Page 18: Learning Analytics in Math - Why Open Education?

... and that’s just the beginning ...

Page 19: Learning Analytics in Math - Why Open Education?

Open Education

http://www.flickr.com/photos/ell-r-brown/3912248265http://www.bims.com

Page 20: Learning Analytics in Math - Why Open Education?
Page 21: Learning Analytics in Math - Why Open Education?

LA meets MOOCs

Page 22: Learning Analytics in Math - Why Open Education?

Learning Analytics is about the interpretation of learners’ data to enhance their learning process

individually

Martin Ebner & Martin Schön (2012)

Page 23: Learning Analytics in Math - Why Open Education?

Graz University of Technology

SOCIAL LEARNINGComputer and Information Services

Graz University of Technology

Martin Ebner

http://[email protected]

Slides available at: http://elearningblog.tugraz.at

mebner

h"p://imoox.at