Multilevel and Agent-Based Modelling in the Analysis of Differential School Effectiveness
Salgado, Mauricio and Marchione, Elio Multilevel and Agent-Based Modelling in the Analysis of Differential School Effectiveness In: Social Network and Multiagent Systems Symposium at the Artificial Intelligence and Simulation of Behaviour Convention, 6 April 2011, University of York, UK.
MLM_and_ABM.pdf - Published Version
Multilevel Models (MLM) have pioneered the analysis of hierarchical data, with two or more levels. Agent-Based Models (ABM) are also used to analyse social phenomena in which there are two or more levels involved. This paper addresses the integra- tion between MLM and ABM. To provide a basis of comparison, we focus on differential school effectiveness analysis, where MLM has been well studied, using data from the London Educational Au- thority’s Junior Project. A MLM is fitted and an ABM of pupils’ educational attainment using a social network structure is built. We reports the results of both models and compare their performances in terms of predictive power. Although the fitted MLM outperforms the proposed ABM, the latter still offers a reasonable fit and provides a causal mechanism to explain differences in school performance that is absent in the MLM.
|Item Type:||Conference or Workshop Item (Paper)|
|Divisions :||Faculty of Arts and Human Sciences > Sociology > Centre for Research in Social Simulation (CRESS)|
|Funders :||National Centre for Research Methods|
|Projects :||Multi-level and agent based models: comparison and integration|
|Depositing User :||Lu Yang|
|Date Deposited :||10 Apr 2011 16:01|
|Last Modified :||23 Sep 2013 18:40|
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