Complete all courses and requirements listed below unless otherwise indicated.  

Course 1
Complete a cross-disciplinary training course from the appropriate course 1 option list.3–4
This requirement offers cross-disciplinary training in one of two areas: in social sciences or business for learners with a background in engineering or computer science and in knowledge engineering for learners with a background in the social sciences or business. Students should complete one of the courses listed below or submit a petition to their advisor for a different course that they believe is suitable. Some options to meet this course 1 requirement are prerequisites of options to meet the course 3 requirement of this program. Students are encouraged to examine course 3 options when planning their course 1 selection.
Course 1 for Learners with Background in Engineering or Computer Science
Information Ethics
AI Ethics
Big Data for Cities
Economic Analysis for Policy and Planning
Course 1 for Learners with Background in the Social Sciences or Business
Algorithms
Foundations for Data Analytics Engineering
Course 2
ENGR 6010Fundamentals of the Platform Economy4
Course 3
Complete an elective from one of the following elective lists. Students should choose one of the courses listed below or submit a petition for a different course they believe is suitable. Some options to complete this requirement have prerequisites outside the curriculum for this certificate program.3–4
Modeling and Algorithms Electives
Time Series and Geospatial Data Sciences
Performance Models and Simulation of Transportation Networks
Transportation Demand Forecasting and Model Estimation
Computer/Human Interaction
Algorithms
Applied Econometrics
Data Visualization
Introduction to Machine Learning and Pattern Recognition
Advanced Special Topics in Electrical and Computer Engineering
Engineering Probability and Statistics
Simulation Analysis
Data Mining in Engineering
Deterministic Operations Research
Dynamic Modeling for Environmental Decision Making
Urban Affairs Electives
Transportation Systems: Analysis and Planning
Sustainable Urban Transportation: Netherlands
Public Transportation
Big Data for Cities
Geographic Information Systems for Urban and Regional Policy
Global Urbanization and Planning
Urban Theory and Science
The 21st-Century City: Urban Opportunities and Challenges in a Global Context
Advanced Spatial Analysis of Urban Systems
Policy and Regulation Electives
Fundamentals of Energy System Integration
Ecological Economics
Energy Democracy and Climate Justice: Technology, Policy, and Social Change
Principles of Public Administration
Economic Analysis for Policy and Planning
Techniques of Policy Analysis
Energy and Environment Electives
Climate Science, Engineering Adaptation, and Policy
Special Topics in Civil Engineering
Product Management and Platform-Based Business Model Innovations Electives
Economic Decision Making
Business Model Design and Innovation
Creating and Sustaining Customer Markets
New Product Development
Marketing and Selling Innovation

Students who complete the requirements above at less than the required 12 semester hours for this certificate should consult with their advisor regarding 1-semester-hour and/or 2-semester-hour course options to complete program requirements.

Program Credit/GPA Requirements

12 total semester hours required

Minimum 3.000 GPA required