TY - JOUR
T1 - Tailoring coaching strategies to users’ motivation in a multi-agent health coaching application
AU - Beinema, Tessa
AU - op den Akker, Harm
AU - van Velsen, Lex
AU - Hermens, Hermie
N1 - Publisher Copyright:
© 2021 The Author(s)
PY - 2021/8
Y1 - 2021/8
N2 - Embodied conversational agents are often included in health behaviour change applications as intelligent virtual coaches. A major challenge in their development is tailoring coaching dialogues to user profiles. Agents should collect information about the user and consequently adapt the strategy that guides their interactions. Previous research discovered relations between users’ motivation profiles and potential effective coaching strategies. In the current paper, we describe an experiment with multiple agents that tests if users with certain motivation profiles prefer certain (tailored) strategies. Participants were classified into four motivation groups (Intrinsic Motivation, External Regulation, Dual Motivation, A-motivation), following their responses to a questionnaire on motivation towards healthy living. Then, two coaches suggested a positively and a negatively tailored strategy. Participants rated these and chose their favourite. Results (N = 108) show that the Dual Motivation group appreciated their positively tailored strategy more than their negatively tailored strategy, while intrinsically motivated participants appreciated both strategies. Furthermore, agents' likeability does not seem to influence strategy appreciation, while there was an effect of participant's age and gender. We conclude that coaching strategies for dialogues with agents can be tailored to personal motivation to live healthy. Future research should focus on performing a long-term study in a real-life setting.
AB - Embodied conversational agents are often included in health behaviour change applications as intelligent virtual coaches. A major challenge in their development is tailoring coaching dialogues to user profiles. Agents should collect information about the user and consequently adapt the strategy that guides their interactions. Previous research discovered relations between users’ motivation profiles and potential effective coaching strategies. In the current paper, we describe an experiment with multiple agents that tests if users with certain motivation profiles prefer certain (tailored) strategies. Participants were classified into four motivation groups (Intrinsic Motivation, External Regulation, Dual Motivation, A-motivation), following their responses to a questionnaire on motivation towards healthy living. Then, two coaches suggested a positively and a negatively tailored strategy. Participants rated these and chose their favourite. Results (N = 108) show that the Dual Motivation group appreciated their positively tailored strategy more than their negatively tailored strategy, while intrinsically motivated participants appreciated both strategies. Furthermore, agents' likeability does not seem to influence strategy appreciation, while there was an effect of participant's age and gender. We conclude that coaching strategies for dialogues with agents can be tailored to personal motivation to live healthy. Future research should focus on performing a long-term study in a real-life setting.
KW - Coaching strategies
KW - Embodied conversational agents
KW - Health behaviour change
KW - Motivation
KW - Tailoring
UR - https://www.scopus.com/pages/publications/85103973995
UR - https://www.scopus.com/inward/citedby.url?scp=85103973995&partnerID=8YFLogxK
U2 - 10.1016/j.chb.2021.106787
DO - 10.1016/j.chb.2021.106787
M3 - Article
AN - SCOPUS:85103973995
SN - 0747-5632
VL - 121
JO - Computers in Human Behavior
JF - Computers in Human Behavior
M1 - 106787
ER -