Educational data mining and learning analytics in programming: Literature review and case studies

Petri Ihantola; Arto Vihavainen; Alireza Ahadi; Matthew Wayne Butler; Jurgen Borstler; Stephen H Edwards; Essi Isohanni; Ari Korhonen; Andrew Petersen; Kelly Rivers; Miguel Angel Rubio; Judithe Irene Sheard; Bronius Skupas; Jaime Spacco; Claudia Szabo; Daniel Toll

doi:10.1145/2858796.2858798

Educational data mining and learning analytics in programming: Literature review and case studies

Petri Ihantola, Arto Vihavainen, Alireza Ahadi, Matthew Wayne Butler, Jurgen Borstler, Stephen H Edwards, Essi Isohanni, Ari Korhonen, Andrew Petersen, Kelly Rivers, Miguel Angel Rubio, Judithe Irene Sheard, Bronius Skupas, Jaime Spacco, Claudia Szabo, Daniel Toll

Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review

261 Citations (Scopus)

Original language	English
Title of host publication	Proceedings of the 20th Annual Conference on Innovation and Technology in Computer Science Education (ITiCSE 2015)
Subtitle of host publication	6-8 July 2015, Vilnius University, Vilnius, Lithuania
Editors	Noa Ragonis, Paivi Kinnunen
Place of Publication	New York NY USA
Publisher	Association for Computing Machinery (ACM)
Pages	41 - 63
Number of pages	23
ISBN (Print)	9781450341462
DOIs	https://doi.org/10.1145/2858796.2858798
Publication status	Published - 2015
Event	Annual Conference on Innovation and Technology in Computer Science Education 2015 - Vilnius, Lithuania Duration: 6 Jul 2015 → 8 Jul 2015 Conference number: 20th http://www.iticse2015.mii.vu.lt/ https://dl.acm.org/doi/proceedings/10.1145/2729094 (Proceedings)

Conference

Conference	Annual Conference on Innovation and Technology in Computer Science Education 2015
Abbreviated title	ITiCSE 2015
Country/Territory	Lithuania
City	Vilnius
Period	6/07/15 → 8/07/15
Other	ITiCSE 2015, the 20th Annual Conference on Innovation and Technology in Computer Science Education, will take place in Vilnius, Lithuania, hosted by Vilnius University. The ACM Special Interest Group on Computer Science Education (SIGCSE) is sponsoring the event.
Internet address	http://www.iticse2015.mii.vu.lt/ https://dl.acm.org/doi/proceedings/10.1145/2729094 (Proceedings)

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10.1145/2858796.2858798

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Ihantola, P., Vihavainen, A., Ahadi, A., Butler, M. W., Borstler, J., Edwards, S. H., Isohanni, E., Korhonen, A., Petersen, A., Rivers, K., Rubio, M. A., Sheard, J. I., Skupas, B., Spacco, J., Szabo, C., & Toll, D. (2015). Educational data mining and learning analytics in programming: Literature review and case studies. In N. Ragonis, & P. Kinnunen (Eds.), Proceedings of the 20th Annual Conference on Innovation and Technology in Computer Science Education (ITiCSE 2015): 6-8 July 2015, Vilnius University, Vilnius, Lithuania (pp. 41 - 63). Association for Computing Machinery (ACM). https://doi.org/10.1145/2858796.2858798

Ihantola, Petri ; Vihavainen, Arto ; Ahadi, Alireza et al. / Educational data mining and learning analytics in programming: Literature review and case studies. Proceedings of the 20th Annual Conference on Innovation and Technology in Computer Science Education (ITiCSE 2015): 6-8 July 2015, Vilnius University, Vilnius, Lithuania. editor / Noa Ragonis ; Paivi Kinnunen. New York NY USA : Association for Computing Machinery (ACM), 2015. pp. 41 - 63

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title = "Educational data mining and learning analytics in programming: Literature review and case studies",

author = "Petri Ihantola and Arto Vihavainen and Alireza Ahadi and Butler, {Matthew Wayne} and Jurgen Borstler and Edwards, {Stephen H} and Essi Isohanni and Ari Korhonen and Andrew Petersen and Kelly Rivers and Rubio, {Miguel Angel} and Sheard, {Judithe Irene} and Bronius Skupas and Jaime Spacco and Claudia Szabo and Daniel Toll",

year = "2015",

doi = "10.1145/2858796.2858798",

language = "English",

isbn = "9781450341462",

pages = "41 -- 63",

editor = "Noa Ragonis and Paivi Kinnunen",

booktitle = "Proceedings of the 20th Annual Conference on Innovation and Technology in Computer Science Education (ITiCSE 2015)",

publisher = "Association for Computing Machinery (ACM)",

address = "United States of America",

note = "Annual Conference on Innovation and Technology in Computer Science Education 2015, ITiCSE 2015 ; Conference date: 06-07-2015 Through 08-07-2015",

url = "http://www.iticse2015.mii.vu.lt/, https://dl.acm.org/doi/proceedings/10.1145/2729094",

}

Ihantola, P, Vihavainen, A, Ahadi, A, Butler, MW, Borstler, J, Edwards, SH, Isohanni, E, Korhonen, A, Petersen, A, Rivers, K, Rubio, MA, Sheard, JI, Skupas, B, Spacco, J, Szabo, C & Toll, D 2015, Educational data mining and learning analytics in programming: Literature review and case studies. in N Ragonis & P Kinnunen (eds), Proceedings of the 20th Annual Conference on Innovation and Technology in Computer Science Education (ITiCSE 2015): 6-8 July 2015, Vilnius University, Vilnius, Lithuania. Association for Computing Machinery (ACM), New York NY USA, pp. 41 - 63, Annual Conference on Innovation and Technology in Computer Science Education 2015, Vilnius, Lithuania, 6/07/15. https://doi.org/10.1145/2858796.2858798

Educational data mining and learning analytics in programming: Literature review and case studies. / Ihantola, Petri; Vihavainen, Arto; Ahadi, Alireza et al.
Proceedings of the 20th Annual Conference on Innovation and Technology in Computer Science Education (ITiCSE 2015): 6-8 July 2015, Vilnius University, Vilnius, Lithuania. ed. / Noa Ragonis; Paivi Kinnunen. New York NY USA: Association for Computing Machinery (ACM), 2015. p. 41 - 63.

Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research › peer-review

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T1 - Educational data mining and learning analytics in programming: Literature review and case studies

AU - Ihantola, Petri

AU - Vihavainen, Arto

AU - Ahadi, Alireza

AU - Butler, Matthew Wayne

AU - Borstler, Jurgen

AU - Edwards, Stephen H

AU - Isohanni, Essi

AU - Korhonen, Ari

AU - Petersen, Andrew

AU - Rivers, Kelly

AU - Rubio, Miguel Angel

AU - Sheard, Judithe Irene

AU - Skupas, Bronius

AU - Spacco, Jaime

AU - Szabo, Claudia

AU - Toll, Daniel

N1 - Conference code: 20th

PY - 2015

Y1 - 2015

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U2 - 10.1145/2858796.2858798

DO - 10.1145/2858796.2858798

M3 - Conference Paper

SN - 9781450341462

SP - 41

EP - 63

BT - Proceedings of the 20th Annual Conference on Innovation and Technology in Computer Science Education (ITiCSE 2015)

A2 - Ragonis, Noa

A2 - Kinnunen, Paivi

PB - Association for Computing Machinery (ACM)

CY - New York NY USA

T2 - Annual Conference on Innovation and Technology in Computer Science Education 2015

Y2 - 6 July 2015 through 8 July 2015

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Ihantola P, Vihavainen A, Ahadi A, Butler MW, Borstler J, Edwards SH et al. Educational data mining and learning analytics in programming: Literature review and case studies. In Ragonis N, Kinnunen P, editors, Proceedings of the 20th Annual Conference on Innovation and Technology in Computer Science Education (ITiCSE 2015): 6-8 July 2015, Vilnius University, Vilnius, Lithuania. New York NY USA: Association for Computing Machinery (ACM). 2015. p. 41 - 63 doi: 10.1145/2858796.2858798

Educational data mining and learning analytics in programming: Literature review and case studies

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