TY - GEN
T1 - Explaining Engagement
T2 - 22nd International Conference on Artificial Intelligence in Education, AIED 2021
AU - Stewart, Angela E.B.
AU - Solyst, Jaemarie
AU - Buddemeyer, Amanda
AU - Hatley, Leshell
AU - Henderson-Singer, Sharon
AU - Scott, Kimberly
AU - Walker, Erin
AU - Ogan, Amy
N1 - Publisher Copyright:
© 2021, Springer Nature Switzerland AG.
PY - 2021
Y1 - 2021
N2 - Engagement is critical to learning, yet current research rarely explores its underlying contextual influences, such as differences across modalities and tasks. Accordingly we examine how patterns of behavioral engagement manifest in a diverse group of ten middle school girls participating in a synchronous virtual computer science camp. We form multimodal measures of behavioral engagement from learner chats and speech. We found that the function of modalities varies, and chats are useful for short responses, whereas speech is better for elaboration. We discuss implications of our work for the design of intelligent systems that support online educational experiences.
AB - Engagement is critical to learning, yet current research rarely explores its underlying contextual influences, such as differences across modalities and tasks. Accordingly we examine how patterns of behavioral engagement manifest in a diverse group of ten middle school girls participating in a synchronous virtual computer science camp. We form multimodal measures of behavioral engagement from learner chats and speech. We found that the function of modalities varies, and chats are useful for short responses, whereas speech is better for elaboration. We discuss implications of our work for the design of intelligent systems that support online educational experiences.
KW - Engagement
KW - Underrepresented learners
KW - Virtual camp
UR - http://www.scopus.com/inward/record.url?scp=85126774582&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85126774582&partnerID=8YFLogxK
U2 - 10.1007/978-3-030-78270-2_60
DO - 10.1007/978-3-030-78270-2_60
M3 - Conference contribution
AN - SCOPUS:85126774582
SN - 9783030782696
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 338
EP - 343
BT - Artificial Intelligence in Education - 22nd International Conference, AIED 2021, Proceedings
A2 - Roll, Ido
A2 - McNamara, Danielle
A2 - Sosnovsky, Sergey
A2 - Luckin, Rose
A2 - Dimitrova, Vania
PB - Springer Science and Business Media Deutschland GmbH
Y2 - 14 June 2021 through 18 June 2021
ER -