Legal Information Technology: Data Analysis & Coding for Access to Justice

In this course, students will engage with law as data, using new legal technologies that promise to shift how lawyers practice in coming years, with a particular emphasis on exploring implications for access to justice. The aim is to examine not how the law regulates new legal technologies, but rather how these technologies can or should be used by legal professionals to advance the rights and interests of marginalized groups.

The course will use a hands-on experiential pedagogy. That is, students will engage directly with new legal technologies – including by completing several small coding projects involving legal data analysis. In addition to exploring these technologies, students will critically reflect on their ethical, professional, social, and economic impacts, focusing on implications for low-income and otherwise marginalized groups.

No prior coding experience is required. The course recognizes that students may bring a range of prior skills and knowledge. Both learning and evaluation have been designed to allow students who are beginners to coding and legal data analysis opportunities to successfully explore a new area, while also allowing students who already have relevant technical skills – as well as students who want to push their skillsets further – to take on more advanced projects. As such, participation is weighted heavily and final projects can be completed with limited coding.

The course involves both synchronous and asynchronous components. After an initial synchronous introductory class, the first half of the course will be delivered asynchronously, through online modules and small coding projects. The instructor will be available for online troubleshooting sessions and for other support during the hours notionally set aside for classes in the weeks when modules and small coding projects are completed. Once the initial modules are completed, a synchronous discussion class will be held to explore ethical, professional, social and economic impacts, with some critical readings provided. The second half of the course will involve students working on a final project either individually or in groups (with the course instructor available for troubleshooting), presenting a draft of that project to colleagues for feedback, and finalizing the project.

Synchronous sessions will be delivered in a hybrid (hyflex) format, meaning that students can elect to attend any given synchronous session either in person or remotely via Zoom. Classes will be scheduled in 3-hour blocks.

Topics:

(1) Introduction to Coding & Access to Justice (Module 1: Automating the boring stuff)

(2) Data Gathering & Cleaning (Module 2: Finding legal datasets and creating new ones)

(3) Data Analysis (Module 3: I have some legal data, now what?)

(4) Artificial Intelligence (Module 4: Using generative AI to advance access to justice)

(5) Student Presentations of Draft Projects

Law and Social Change: Empirical Methods and Law

This course offers an introduction to the role of empirical reasoning in legal analysis, legal practice, and policy development. As empirical methods increasingly inform judicial decision-making, litigation strategy, and legislative design, the ability to engage critically with empirical claims has become an essential competency for legal professionals.
The course does not require prior training in mathematics or statistics, or any familiarity with empirical methodology. Rather, it is designed to equip students with the conceptual tools necessary to understand, evaluate, and effectively engage with empirical research in legal contexts. Students will examine how empirical questions are formulated, how data is gathered and interpreted, and how empirical evidence is mobilized – both persuasively and problematically – within legal reasoning.
Course materials include landmark empirical studies spanning areas such as access to justice, gun control, environmental regulation, and consumer behaviour, alongside parts of foundational texts in empirical methodology. Students will develop the ability to assess the strengths and limitations of empirical research, to situate such research within broader legal and institutional contexts, and to reflect critically on the implications of data-driven approaches to law. The course will be of interest to students seeking to hone their analytical capacities and prepare for legal practice in an increasingly data-driven world.

Evidence

This course will introduce students to the law of evidence in Canada. It will examine how the common law, statutes, and the Constitution interact to govern the proof of facts in both civil and criminal trials. Topics to be addressed include: burdens of proof; the role of the trial judge in managing the introduction of evidence; methods of presenting evidence; witness competency and compellability; relevance; and the various exclusionary rules that operate to limit the kinds of proof that can be received at trial (i.e. the rules governing hearsay, privilege, expert opinion evidence, etc.). The course will engage ethical issues that arise in the context of evidence law. It will consider how some rules of evidence have evolved historically, and it will attend to the social, political, and institutional contexts in which evidence law operates. The course will encourage critical reflection on the theories, purposes, and justifications that animate evidentiary rules, and on how those rules impact different individuals and communities.

To prepare for each class, students will be asked to view pre-recorded lectures and/or complete assigned readings. Class time will be dedicated to further lectures, discussions, and practice exercises. Students will also complete 10 short online (eClass) exercises outside of class time, designed to help reinforce the material as the semester progresses. Those exercises will be graded on a complete/incomplete basis, for up to 5% of the course grade. All students will write the same sit-down final examination. Students may elect to complete an optional assignment (case comments), which will reduce the total value of the final examination from 95% to 75%. The optional assignment will include written and oral components. The oral component will take the form of individual discussions with the instructor.

Evidence

This course will provide students with a theoretical and practical understanding of evidence law. After discussing evidence law’s place in the legal system, the course will move on to questions about competence and compellability. This will be followed by a consideration of what makes evidence “relevant” – the threshold requirement for admissibility. The rules governing credibility will be considered, as will the most common exclusionary rules, and the exceptions to them. This will include hearsay evidence (and its most common exceptions, including the principled exception), opinion evidence (and its exceptions, including expert evidence), and character evidence (and its exceptions, including the “similar fact” rule). By the end of the course, students should: • Understand the goals of Evidence Law • Understand the sources of Evidence Law and their interrelationships • Be able to identify and analyze evidentiary problems in fact scenarios and resolve them with reference to prevailing evidentiary rules (common law, statutory and Charter). • Understand the procedural requirements for litigating different evidentiary issues. • Understand, on a practical level, how evidentiary issues are litigated.

Criminal Law II: Advocacy & the Criminal Trial

This course bridges the divide between law school and a criminal law practice. Students will receive advanced instruction on a variety of topics at the intersection of criminal procedure and evidence. Students will then learn how to apply these legal principles to a trial. Students will receive a “disclosure” or “Crown” package as though they are working through a real trial. Using this material, students will learn how to formulate Notices of Application and Response, how to develop a factual foundation to support or refute a motion, and how best to present the facts on a motion. Class topics will focus on a variety of different motions commonly raised in criminal trials including Charter applications (search and seizure, arbitrary detention, right to counsel motions), applications to lead expert evidence, and similar fact applications.

Civil Procedure II

This advanced course in Civil Procedure explores in greater depth certain topics dealt with in introductory civil procedure courses, and delves into other more advanced topics not previously studied. The subject matter includes the lawyer-client relationship (including conflicts of interest), motions, disposition without trial, cross-border litigation, discovery, insurance aspects of litigation, certificates of pending litigation, and interlocutory injunctions. Examination of the leading jurisprudence and recent case law under each topic is supplemented by extensive discussion of the practical aspects of and advocacy techniques associated with each procedure.

Legal Drafting

This course is designed to help students develop practical skills in drafting legal documents. The focus will be on form and substance of formal agreements supporting corporate and commercial transactions as well as certain dispute resolution scenarios. Students review, analyze, prepare, present, and discuss various legal documents in corporate/commercial law and other substantive law areas. Students will work on selecting and adapting document precedents. The work will include class discussions and take-home assignments.The learning activities will include working with document precedents, reviewing, drafting, revising, and discussing various legal documents.The evaluation framework will include in-class exercises and take-home assignments
After completing this course, the successful student should be able to:
source a proper document precedent using Practical Law and O’Brien’s Encyclopedia of Forms
draft a clear and effective legal document
avoid common problems in drafting contractual terms (ambiguity, vagueness, etc.)

Legal Engineering: Tech & Innovation in Legal Service Delivery

The legal profession is at an inflection point. As artificial intelligence and other emerging technologies transform how people live, work, and interact with institutions, the delivery of legal services is being fundamentally rethought. This course explores how the legal industry can adapt—by learning from how other sectors have navigated disruption, and by developing a new mindset for engineering the future of legal practice.
This course invites students to consider how law can be redesigned to better serve clients, communities, and institutions in an era of rapid change. Drawing from real-world examples of innovation in business, healthcare, finance, and technology, students will explore how organizations have embraced transformation—and how similar strategies might apply to legal services. Through these parallels, we will challenge traditional assumptions about what lawyers do, how value is created, and what the future of legal work might look like.
Students will be introduced to foundational concepts in artificial intelligence and legal technology—not for the sake of technical fluency, but to understand their strategic implications. The focus will be on how these tools reshape client expectations, redefine workflows, and open opportunities for engineering new approaches to delivering legal solutions.
Central to the course is the application of design thinking: a user-centered, creative problem-solving methodology that will help students conceptualize new models of legal practice. Working in teams, students will identify pain points in legal service delivery and prototype innovative responses—combining legal knowledge with strategic and design-oriented thinking.
No background in technology is required – in fact, combining creative insights from a wide variety of disciplines is the focus of the course. What’s needed is a willingness to rethink the status quo, draw insights from beyond the legal field, and adopt a mindset of legal engineering—one that blends creativity, systems thinking, and a drive to build better legal futures.

Legal Ethics

Legal ethics may be one of the only subjects in law school that every lawyer will encounter in practice. This course invites students to deeply engage, both conceptually and practically, not only with foundational principles of legal ethics, but also with lawyers’ duties and responsibilities to clients, to the profession, and to the wider community. We will discuss and evaluate the tools lawyers may (or may not) have in approaching complicated legal ethical problems that present themselves, often unexpectedly, in a lawyer’s professional life. We will explore current practical dilemmas in selected practice areas. We will also explore the influences of the adversary system on the pursuit of justice. (Please note that cameras are required to be on during class time in this remotely delivered course.)

Legal Ethics

In this course, we will explore the duties, responsibilities, relationships, and commitments that inform and govern our work as legal professionals. The course will combine critical/conceptual and practical/applied approaches. We will reflect critically on the foundational principles of legal ethics, and on the role of lawyers and the legal profession within society. We will consider what it means to be a self-governing profession, and we will learn about the institutions and rules that govern us (including the Law Society of Ontario and the Rules of Professional Conduct). We will also use problem-based learning to explore some of the complicated legal ethical issues that can arise for lawyers. Here, our aims will include recognizing and characterizing problems of legal ethics; identifying tools, resources, and strategies that can help us resolve (and, in some instances, avoid) those problems; and determining how the problems may—or must—be resolved.

Please note that, given the learning objectives and pedagogical structure of this course, in-person attendance will be mandatory (and will be assessed as part of the Participation & Engagement mark), and all uses of Generative AI will be strictly prohibited.