Z3Guide: A Scalable, Student-Centered, and Extensible Educational Environment for Logic Modeling

TL;DR

Z3Guide is an open-source, scalable, and extensible educational platform designed to improve teaching and learning of logic modeling for CSPs, supporting diverse educational needs and enhancing student engagement.

Contribution

The paper introduces Z3Guide, a novel, student-centered, and extensible educational environment for logic modeling, developed through user-centered design and iterative feedback.

Findings

Positive student feedback on learning support

Effective implementation of design guidelines in Z3Guide

Identified opportunities for future educational improvements

Abstract

Constraint-satisfaction problems (CSPs) are ubiquitous, ranging from budgeting for grocery shopping to verifying software behavior. Logic modeling helps solve CSPs programmatically using SMT solvers. Despite its importance in many Computer Science disciplines, resources for teaching and learning logic modeling are scarce and scattered, and challenges remain in designing educational environments for logic modeling that are accessible and meet the needs of teachers and students. This paper explores how to design such an environment and probes the impact of the design on the learning experience. From a need-finding interview study and a design iteration with teachers of logic modeling, we curated 10 design guidelines spanning three main requirements: providing easy access, supporting various educational modalities, and allowing extensions for customized pedagogical needs. We implemented nine guidelines in Z3Guide, an open-source browser-based tool. Using Z3Guide in a logic modeling learning workshop with more than 100 students, we gathered positive feedback on its support for learning and identified opportunities for future improvements.