Deborah Hughes Hallett Photo

Deborah Hughes Hallett

Appointment
Adjunct Professor of Public Policy

Joshua Yardley Photo

Joshua Yardley

Appointment
Adjunct Lecturer in Public Policy

API-205

Policies grounded in data and AI are essential for effective leadership. We analyze case studies on elections, polling, climate change, economic growth, education, public health, corruption, autonomous vehicles, justice and policing that provide a powerful range of insights. We assess the rapid expansion of AI: machine learning, neural networks, large language models, agentic AI. While recognizing AI's transformational role in the workforce, we acknowledge potential for algorithmic bias and hallucination. With the goal of understanding technical reports, the course shows decision makers how to collect data, make data-based judgements, interpret regression analyses, and manage project evaluations. Data and AI are changing the world for the better—while simultaneously creating an urgent need for leaders to address the challenges they pose.

The mathematical background required is minimal. A calculator and Excel are sufficient. May not be taken with API-201 (or API-201 exemption) or HGSE S040.