# Course Catalog

**Source**: https://www.heinz.cmu.edu/current-students/courses/
**Parent**: https://ai.cmu.edu/curriculum

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| Course Number | Title | Units |
| --- | --- | --- |
|  |  |  |
| --- | --- | --- |
| 90-434 | Geospatial Health Analytics | 12 |
| 90-700 | Heinz Journal | 3 |
| 90-702 | Poverty Reduction and Social Policies in Developing Countries | 6 |
| 90-703 | Gender, Politics and Policies in the US and Across the World | 6 |
| 90-704 | Poverty Reduction and Social Policies in the US | 6 |
| 90-708 | Introduction to the Theory and Practice of Policy Analysis | 12 |
| 90-709 | Intermediate Economic Analysis | 12 |
| 90-710 | Applied Economic Analysis | 12 |
| 90-711 | Statistical Reasoning with R | 12 |
| 90-713 | Policy and Politics an International Perspective | 12 |
| 90-714 | Social Policies in the US and Developing Countries | 12 |
| 90-718 | Strategic Presentation Skills | 6 |
| 90-719 | Physical Technical Systems I | 12 |
| 90-720 | Physical Technical Systems II | 12 |
| 90-722 | Optimization & Decision Modeling for Policy | 12 |
| 90-723 | Financial Statements and Analysis | 6 |
| 90-728 | Introduction to Database Management | 6 |
| 90-733 | Advocacy for Policy Change | 6 |
| 90-736 | Public Finance | 12 |
| 90-743 | Local and Regional Economic Development | 6 |
| 90-744 | Financial Statements & Analysis for Arts Entertainment | 6 |
| 90-745 | Methods of Policy Analysis: Future of Work | 6 or 12 |
| 90-746 | AI Engineering and Policy for Climate Mitigation and Resilience | 12 |
| 90-747 | Cost Benefit Analysis | 6 |
| 90-748 | Real Estate Development | 6 |
| 90-751 | Contemporary US Constitutional Law Issues | 6 |
| 90-752 | Rise of the Asian Economies | 12 |
| 90-754 | Elective Politics and Policy-Making | 6 |
| 90-755 | Optimization and Decision Modeling for Analytics | 12 |
| 90-758 | Analysis of US Presidential Powers | 6 |
| 90-777 | Accelerated Statistics | 6 |
| 90-779 | Health Policy and Decision Making | 12 |
| 90-780 | Pennsylvania Data Impact Lab | 12 |
| 90-782 | Multi Media | 12 |
| 90-783 | Policy Innovation Lab: Public Interest Technology | 6 |
| 90-784 | Affordable Housing Policy and Finance | 6 |
| 90-789 | Resilient & Sustainable Communities | 12 |
| 90-798 | Systems Analysis: Environmental Policy | 12 |
| 90-801 | Media & Communication Design I | 6 |
| 90-803 | Machine Learning Foundations with Python | 12 |
| 90-805 | Issues in Global Urbanization | 3 or 6 |
| 90-806 | Behavioral Decision Making | 12 |
| 90-808 | US Energy and Climate Policy | 6 |
| 90-810 | Social Movements and Social Change | 6 |
| 90-812 | Python Programming I | 6 |
| 90-822 | Critical Analysis of Policy Research | 12 |
| 90-823 | Program Evaluation | 12 |
| 90-824 | Cost Benefit Analysis | 6 |
| 90-825 | Innovation Management in Practice | 6 |
| 90-834 | Geospatial Health Analytics | 12 |
| 90-836 | Health Systems | 6 |
| 90-843 | Dev Fin Tools for Sustainable Econ Dev | 3 |
| 90-855 | Leadership/Management Seminar: How Washington Works | 3 |
| 90-860 | Policy in a Global Economy 1: International Trade and Trade Policy | 6 |
| 90-861 | Health Policy | 6 |
| 90-862 | Policy in a Global Economy 2: International Macroeconomics and Finance | 6 |
| 90-872 | Using R for Policy Data Analysis | 6 |
| 90-873 | Local Policy Power, Context, and Impact | 6 |
| 90-874 | Special Topics: Principles & Practices of R&D Management | 6 |
| 90-879 | Policy in Action | 6 |
| 90-880 | Behavioral Economics | 12 |
| 90-882 | Behavioral Economics in Public Policy | 12 |
| 90-883 | Policy in Action II | 6 |
| 90-891 | Designing Economics Experiments in the Wild | 12 |
| 90-894 | Federal Budget Policy | 12 |
| 90-897 | Working the Policy Ecosystem | 6 |
| 90-899 | Fellowship | 12 |
| 90-901 | Ph.D. Seminar I | 12 |
| 90-906 | Phd Econometrics I | 12 |
| 90-908 | Ph.D. Microeconomics | 12 |
| 90-914 | Foundations of Info Systems Research | 6 |
| 90-915 | Econometric Theory and Methods I | 6 |
| 90-918 | Ph.D. Seminar III | 12 |
| 90-989 | PhD Internship | 1 |
| 91-717 | Business Writing for Leaders | 6 |
| 91-729 | Agentic AI in Practice | 6 |
| 91-819 | Optimization and Risk Modeling for Managers | 6 |
| 93-703 | Arts Enterprises: Structures and Strategies | 12 |
| 93-704 | Leading Complex Arts Organizations | 3 |
| 93-721 | Intro to Intellectual Property for Arts Managers | 3 |
| 93-807 | Museum Operations | 6 |
| 93-811 | Performing Arts Operations | 6 |
| 93-812 | Presenting Performing Arts & Festivals | 6 |
| 93-814 | Galleries and Auction Houses | 6 |
| 93-826 | External Relations: Fundraising & Individual Giving | 6 |
| 93-827 | External Relations: Fundraising and Institutional Giving | 6 |
| 93-828 | Advanced Topics in Fundraising | 3 |
| 93-830 | Technologies Transforming the Arts | 6 |
| 93-831 | Law Fundamentals for Arts Managers | 12 |
| 93-837 | Artistic Development in the Music Industry | 3 |
| 93-840 | EIM Professional Seminar I | 0 |
| 93-841 | EIM Professional Seminar II | 0 |
| 93-844 | Live Music: Touring and Revenue Streams | 6 |
| 93-846 | Cultural Policy & Advocacy in the US | 6 |
| 93-847 | Arts Management Professional Seminar I | 0 |
| 93-849 | Arts Management Professional Seminar II | 0 |
| 93-851 | Film Economics, Marketing & Distribution | 12 |
| 93-852 | Production Management | 6 |
| 93-853 | Digital Innovation and Entrepreneurship | 6 |
| 93-854 | Film Acquisition | 3 |
| 93-855 | Intellectual Property | 6 |
| 93-856 | Business Development | 6 |
| 93-857 | Business of Gaming | 4 |
| 93-860 | What Makes Us Play: Craft of Video Game | 4 |
| 93-861 | Script/Story Analysis | 6 |
| 93-863 | Arts Management Consulting | 3 |
| 93-864 | Music Monetization & Song Realities | 3 |
| 93-866 | Creative Producing | 6 |
| 93-870 | Introduction to Writing for Television | 9 |
| 93-871 | Television Business and Legal Affairs | 9 |
| 93-872 | Music Supervision | 3 |
| 93-873 | Film Exhibition | 3 |
| 93-876 | Television Marketing and Advertising | 6 |
| 93-877 | Strategic Communication for Arts & Entertainment Management | 12 |
| 93-878 | Branded Entertainment | 3 |
| 93-879 | Navigating the Practical Realities of the Film Industry | 3 |
| 93-880 | Production Finance | 6 |
| 93-881 | Les Paul: A Journey Through Music and Innovation | 1 |
| 93-882 | AI and the Future of Creativity in Entertainment | 3 |
| 94-443 | Research Studio: Arts Futures | 6 |
| 94-489 | Machine Learning in Practice | 12 |
| 94-700 | Organizational Design & Implementation | 6 |
| 94-703 | Demystifying AI | 6 |
| 94-706 | Healthcare Information Systems | 12 |
| 94-708 | Applied Strategic Marketing | 6 |
| 94-709 | Applied Analytics in Health Care | 12 |
| 94-718 | Communication in XR | 6 |
| 94-732 | Managing Disruption in Media and Entertainment | 6 |
| 94-739 | Capstone Project | 12 |
| 94-775 | Unstructured Data Analytics for Policy | 6 |
| 94-784 | Tech, Humanity, & Social Justice: Health | 3 |
| 94-800 | Negotiation | 6 |
| 94-801 | Acting for Management | 6 |
| 94-802 | Geographic Information Systems | 12 |
| 94-803 | Consulting Lab | 6 |
| 94-804 | AI Strategy | 6 |
| 94-806 | Privacy in the Digital Age | 6 |
| 94-807 | Entrepreneurship: A New Venture | 6 |
| 94-808 | Management Consulting | 12 |
| 94-811 | Strategy Development | 6 |
| 94-813 | Project Management | 6 |
| 94-814 | Evidence-Based Management | 6 |
| 94-815 | Agent-based Modeling and Agentic Technology | 6 |
| 94-816 | Generative AI: Applications, Implications, and Governance | 6 |
| 94-817 | AI Cofounder: A Startup Builder's Guide | 12 |
| 94-818 | Financial Investing | 6 |
| 94-819 | Data Analytics with Tableau | 6 |
| 94-820 | Consumer AI Systems in Health Care | 3 |
| 94-822 | Organizational Change | 6 |
| 94-823 | Measuring Social | 12 |
| 94-824 | Creating Results-Oriented Programs | 6 |
| 94-825 | AI Foundations | 3 |
| 94-828 | Survey Design | 6 |
| 94-829 | Advanced AI and Enterprise Strategy | 6 |
| 94-830 | AI, Ethics and Humanity | 6 |
| 94-831 | Negotiation: International Focus | 12 |
| 94-834 | Applied Econometrics I | 6 |
| 94-835 | Applied Econometrics II | 6 |
| 94-837 | Leading with Equity & Inclusion | 6 |
| 94-838 | Advanced Project Cost Management with Power BI | 6 |
| 94-842 | Programming R for Analytics | 6 |
| 94-843 | Research Studio: Arts Management and Technology | 6 |
| 94-844 | Generative AI Lab | 6 |
| 94-845 | Smart Cities: Growth and Intelligent Transportation Systems | 6 |
| 94-847 | Responsible AI & AI Governance: Identifying and Mitigating Risks | 12 |
| 94-854 | Developing as a Leader | 6 |
| 94-855 | Innovation Management in Practice | 6 |
| 94-857 | The Strategy and Management of Technological Innovation | 12 |
| 94-859 | International Crisis Negotiation Exercise | 3 |
| 94-862 | Global Issues & AI: Cities & Communities | 3 |
| 94-865 | Data Analytics for Decision Making | 6 |
| 94-866 | Design Strategy | 6 |
| 94-867 | From Data to Action | 6 |
| 94-868 | GeoAI: Advanced GIS for Policy and Design | 6 |
| 94-869 | Conflict Resolution | 6 |
| 94-870 | Telling Stories with Data | 6 |
| 94-871 | Moving Towards Education Justice in Pittsburgh Public Schools | 3 |
| 94-879 | Fundamentals of Operationalizing AI | 6 |
| 94-881 | Managing Analytic Projects | 6 |
| 94-885 | Responsible AI – Fundamentals, Policy, and Implementation | 6 |
| 94-889 | Machine Learning for Public Policy Lab | 12 |
| 94-891 | Lean Innovation Lab | 12 |
| 94-893 | Intro to Transportation Systems Analysis | 6 |
| 94-894 | AI & Emerging Economies | 12 |
| 95-422 | Managing Digital Transformation | 9 |
| 95-702 | Distributed Systems for Information Systems Management | 12 |
| 95-703 | Database Management | 12 |
| 95-705 | Telecommunications Management | 12 |
| 95-706 | Object Oriented Analysis and Design | 6 |
| 95-710 | Economic Analysis | 6 |
| 95-717 | Writing for Information Systems Management | 6 |
| 95-718 | Professional Speaking | 6 |
| 95-719 | Accounting and Finance Foundations | 6 |
| 95-720 | Information Systems Project | 1 |
| 95-722 | Digital Transformation | 6 |
| 95-723 | Managing Disruptive Technologies | 6 |
| 95-724 | AI Literacy and Communication Strategies | 12 |
| 95-728 | Financial Evaluation of AI | 6 |
| 95-731 | AI Cloud and DevOps | 6 |
| 95-733 | Internet of Things | 6 |
| 95-734 | Managing Digital Business | 12 |
| 95-736 | Advanced Relational Database Management | 6 |
| 95-737 | NoSQL Database Management | 6 |
| 95-743 | Cybersecurity Policy and Governance | 12 |
| 95-744 | Cybersecurity Policy and Governance II | 6 |
| 95-746 | Cloud Security | 6 |
| 95-747 | Security Data Analytics | 6 |
| 95-748 | Software and Security | 6 |
| 95-749 | Cryptography | 6 |
| 95-752 | Introduction to Information Security Management | 12 |
| 95-755 | Information Security Risk Management | 6 |
| 95-758 | Network and Internet Security | 12 |
| 95-759 | Malicious Code Analysis | 6 |
| 95-760 | Decision Making Under Uncertainty | 6 |
| 95-762 | Decision Modeling | 6 |
| 95-771 | Data Structures and Algorithms | 12 |
| 95-788 | Developing Blockchain Use Case | 6 |
| 95-796 | Statistics for IT Managers | 6 |
| 95-799 | Linux and Open Source | 6 |
| 95-807 | Object-Oriented Programming for Managers | 12 |
| 95-808 | IT Project Management | 6 |
| 95-810 | Blockchain Fundamentals | 6 |
| 95-813 | Intermediate Database Management | 6 |
| 95-815 | Data Engineering | 6 |
| 95-818 | Privacy, Policy, Law And Technology | 12 |
| 95-819 | A/B Testing, Design and Analysis | 6 |
| 95-820 | Applications of NL(X) and LLM | 6 |
| 95-824 | Policies of Wireless Systems | 12 |
| 95-828 | Machine Learning for Problem Solving | 12 |
| 95-829 | Software Design for Data Scientists | 6 |
| 95-835 | Time Series Forecasting in Python | 6 |
| 95-844 | Introduction to Cyber Intelligence | 6 |
| 95-856 | Building, Managing, & Securing AI Infrastructure | 6 |
| 95-862 | Current Topics in Privacy Seminar | 3 |
| 95-864 | AI Model Development | 6 |
| 95-865 | Unstructured Data Analytics | 6 |
| 95-866 | Advanced Business Analytics | 6 |
| 95-868 | Applied Exploratory Data Analysis | 6 |
| 95-874 | Agile Methods | 6 |
| 95-877 | Strategic Communication for ISM | 12 |
| 95-878 | Engineering Privacy in Software | 12 |
| 95-881 | Web Application Development | 6 |
| 95-883 | Ethical Penetration Testing | 6 |
| 95-884 | Network Defenses | 6 |
| 95-885 | Data Science and Big Data | 12 |
| 95-889 | Applied Threat Analysis | 6 |
| 95-891 | Introduction to Artificial Intelligence | 12 |
| 95-897 | Machine Learning Technologies | 6 |