Conceptual modeling has been an important part of constructionist educational practices for many years, particularly in STEM (Science, Technology, Engineering and Mathematics) disciplines. What is not so common is using agent-based simulation to provide students feedback on model quality. This requires the capability of automatically compiling the concept model into its simulation. The VERA (Virtual Experimentation Research Assistant) system is a conceptual modeling tool used since 2016 to provide introductory college biology students with the capability of conceptual modeling and agent-based simulation in the ecological domain. This paper describes VERA and its approach to coupling conceptual modeling and simulation with emphasis on how a model's visual syntax is compiled into code executable on a NetLogo simulation engine. Experience with VERA in introductory biology classes at several universities and through the Smithsonian Institution's Encyclopedia of Life website is related.
@article{arxiv.2510.16944,
title = {Learning Ecology with VERA Using Conceptual Models and Simulations},
author = {Spencer Rugaber and Scott Bunin and Andrew Hornback and Sungeun An and Ashok Goel},
journal= {arXiv preprint arXiv:2510.16944},
year = {2025}
}