Assess the sensitivity of simulated school non-attendance to its modeling assumptions
Establish how the simulated increase in school non-attendance under the inciting counselor-AI style changes when the non-attendance threshold is varied or when the absorbing threshold rule is replaced by a probabilistic absence model driven by stress and happiness.
References
Because the rule is an absorbing state, the striking increase of non-attendance under the inciting style may depend on its definition; a sensitivity analysis over the threshold (e.g., $0.05$, $0.10$, $0.20$ instead of $0$) or a probabilistic absence model driven by stress and happiness is needed.
— How a Chatbot's Response Style Shapes a Classroom: A Multi-Agent Simulation of Students Consulting AI
(2609.05018 - Tamai et al., 4 Sep 2026) in Section 4.1, Limitations