Exploring requirements for an adaptive exercise selection system

Juliet Okpo, Matt Dennis, Judith Masthoff, Kirsten A. Smith, Nigel Beacham

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Citations (Scopus)

Abstract

In this exploratory focus group study, we investigate which possible characteristics could be considered when selecting exercises for learners and how humans adapt exercise selection to learner personality and performance, so that an Intelligent Tutoring System (ITS) can tailor exercise difficulty to these characteristics. In six focus groups, we had discussed which characteristics of the learner and the exercise could be important for exercise selection. With participants playing the role of the system, we then showed validated stories conveying learner personality traits of Conscientiousness, Self-Esteem and Emotional Stability at high and low levels and an indication of their previous performance on a simple mathematics exercise. Participants were shown an example of the kind of exercises which would be given to learners of varying difficulty and asked to select the exercise which they thought the learner should do next. We observed that participants responded based on the personalities of the learners presented as well as their past performances, with learners high in each trait being given a slightly more difficult exercise than learners low in that trait and learners who performed better being given more difficult exercises than learners who had performed poorly.

Original languageEnglish
Title of host publicationCEUR Workshop Proceedings
Subtitle of host publication24th ACM Conference on User Modeling, Adaptation and Personalisation, UMAP 2016
PublisherCEUR-WS
Volume1618
Publication statusPublished - 2016
Event24th ACM Conference on User Modeling, Adaptation and Personalisation, UMAP 2016 - Halifax, Canada
Duration: 13 Jul 201616 Jul 2016

Conference

Conference24th ACM Conference on User Modeling, Adaptation and Personalisation, UMAP 2016
CountryCanada
CityHalifax
Period13/07/1616/07/16

Fingerprint

Conveying
Intelligent systems

Keywords

  • Adaptation
  • Exercise Selection
  • Learning
  • Performance
  • Personality

ASJC Scopus subject areas

  • Computer Science(all)

Cite this

Okpo, J., Dennis, M., Masthoff, J., Smith, K. A., & Beacham, N. (2016). Exploring requirements for an adaptive exercise selection system. In CEUR Workshop Proceedings: 24th ACM Conference on User Modeling, Adaptation and Personalisation, UMAP 2016 (Vol. 1618). CEUR-WS.

Exploring requirements for an adaptive exercise selection system. / Okpo, Juliet; Dennis, Matt; Masthoff, Judith; Smith, Kirsten A.; Beacham, Nigel.

CEUR Workshop Proceedings: 24th ACM Conference on User Modeling, Adaptation and Personalisation, UMAP 2016. Vol. 1618 CEUR-WS, 2016.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Okpo, J, Dennis, M, Masthoff, J, Smith, KA & Beacham, N 2016, Exploring requirements for an adaptive exercise selection system. in CEUR Workshop Proceedings: 24th ACM Conference on User Modeling, Adaptation and Personalisation, UMAP 2016. vol. 1618, CEUR-WS, 24th ACM Conference on User Modeling, Adaptation and Personalisation, UMAP 2016, Halifax, Canada, 13/07/16.
Okpo J, Dennis M, Masthoff J, Smith KA, Beacham N. Exploring requirements for an adaptive exercise selection system. In CEUR Workshop Proceedings: 24th ACM Conference on User Modeling, Adaptation and Personalisation, UMAP 2016. Vol. 1618. CEUR-WS. 2016
Okpo, Juliet ; Dennis, Matt ; Masthoff, Judith ; Smith, Kirsten A. ; Beacham, Nigel. / Exploring requirements for an adaptive exercise selection system. CEUR Workshop Proceedings: 24th ACM Conference on User Modeling, Adaptation and Personalisation, UMAP 2016. Vol. 1618 CEUR-WS, 2016.
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