MPA Quantitative II Core.
This course introduces regression analysis as a key tool for policy analysis and program evaluation. Emphasizing causal inference, students will learn to assess the impacts of programs and policies using both experimental and non-experimental methods. The first half of the course reviews foundational concepts from Quant I and builds toward multiple regression techniques; the second half applies those tools to real-world policy settings. Designed for future practitioners, the course focuses on applying and communicating statistical concepts in accessible, non-technical language, and prepares students for advanced coursework in data analysis and program evaluation.
MPA Quantitative II Core.
This course introduces regression analysis as a key tool for policy analysis and program evaluation. Emphasizing causal inference, students will learn to assess the impacts of programs and policies using both experimental and non-experimental methods. The first half of the course reviews foundational concepts from Quant I and builds toward multiple regression techniques; the second half applies those tools to real-world policy settings. Designed for future practitioners, the course focuses on applying and communicating statistical concepts in accessible, non-technical language, and prepares students for advanced coursework in data analysis and program evaluation.
Health economics provides theories and tools for understanding, predicting, and changing human behavior. Understanding and changing the behavior of firms and individuals, designing health policies, and managing firms and organizations concerned with delivering health care and improving health, requires a solid foundation in health economics. In this course, students will learn the concepts in health economics most relevant and important to public health professionals and how these economic concepts can be applied to improving health care and the public health systems. Students will identify the basic concepts of health economics for the purposes of solving problems using these concepts, and apply these concepts in new contexts within public health.
General lectures on stem cell biology followed by student presentations and discussion of the primary literature. Themes presented include: basic stem cell concepts; basic cell and molecular biological characterization of endogenous stem cell populations; concepts related to reprogramming; directed differentiation of stem cell populations; use of stem cells in disease modeling or tissue replacement/repair; clinical translation of stem cell research.
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This course is intended to give the student a broad understanding of the components of the health care system and the basic management principles of hospital organization and management. The course will employ a variety of learning formats for students including lectures by the instructors, guest lecturers with special expertise, case studies and student presentations. Emphasis will be on the historical trends of health care statistics and operating data of health care institutions; the history of hospitals and health care systems; their organization and finances; regulatory controls; management strategies; accreditation and professional standards; government; private insurance; administrative leadership and professional interactions, emergency services, healthcare trends and marketing.
In this course, students will continue an exploration of their Idiolects in relationship to both extemporaneous and heightened texts through class and small group work that focuses on audibility, clarity, resonance, vocal dynamics by way of imaginative activation, articulation and ownership. The objective of this course is for students to activate their speech in such a way that it ignites and expands both their imaginations and their capacity to communicate language with honesty. They will experience a full and balanced sound that is neither pushed nor half-baked, neither rushed nor indulgent, and fill space onstage and in the world with their voice and their presence. Students will also hone their skills of self-observation, offer useful feedback and take ownership of and interpret a variety of texts to be expressed on vibration.
In this course, students will continue their individual development of
greater ownership
, expression and embodiment of heightened (mostly Shakespeare’s) text. The objective of this course is for students to practice landing heightened text with honesty and clarity, uniting the Givens and the Imaginatives. “It’s not about making it right, it’s about making it ALIVE.”
Students will:
(Continue to) refine their articulation skills via a strong working knowledge of the IPA and corresponding Lexical Sets
Dance along the fine line between control and freedom of their muscles of articulation in order to share complicated thoughts and speak heightened language with invisible technique
Unpack and investigate texts in order to marry structure with meaning
Interpret texts with Musiclarity – the musicality of the language supporting the clarity of the thought
Play with passion, curiosity, specificity and
humanity.
Voice and Alexander Technique II deepens and expands the work we did in Voice and Alexander Technique I. This continuing course presupposes that you have continued our work in your daily practice and in your other classes and have begun to develop clarity around the inner structure of the body which is your physical and vocal support. Our work this term will help you develop a solid vocal technique, a body that is strong, open and free, and a mind which is clear and focused.
NONFICTION LECTURE
The current market places increasing demands on healthcare managers so it is essential that individuals possess basic skills related to financial management and financial reporting. Current events make these demands more dynamic than ever. This course is intended for students who are interested in expanding their knowledge of healthcare financial issues and/or pursuing careers that involve financial management in the healthcare sector. The focus will be on non-profit healthcare delivery organizations.
Theory of Markov Decision Processes (MDP) and Dynamic Programming. Design and convergence properties of Reinforcement Learning (RL) algorithms including Q-learning and Policy iteration methods. Function approximation and deep RL algorithms: DQN, policy gradient, actor-critic methods. Exporation-Exploitation and regret bounds in RL. Multi-agent RL. RL with Human Feedback (RLHF). RL and Monte Carlo Tree Search (MCTS) for Agentic Systems.
Note: Only one of ORCS E4529 or 6529 may be taken for credit.
In this intensive course, Executive MPA students will learn how to manage an impact measurement and program evaluation lifecycle through lectures, discussions, case studies, readings, and a team project. Students will learn and apply core concepts, methodologies, and frameworks used in the field, as well as be introduced to the use of technologies such as lean data, AI, geospatial tools, mobile, and NLP. Students will consider how to account for diverse stakeholders, risks, counterfactuals, attribution, and the ethical issues involved in data collection, analysis, and reporting. They will also examine critical questions, including: What is the impact, and who is to define it? How do we account for unintended consequences? How should long-term outcomes be measured meaningfully while satisfying short-term investment horizons? Finally, students will consider how the practice of impact measurement and program evaluation can be leveraged to inform program design and strategy, strengthen mission alignment, deepen accountability, and foster a culture of continuous learning in government, nonprofit, and private sector actors.
POETRY LECTURE
This course examines the global reliance on Russian energy exports in the aftermath of the 2022 invasion of Ukraine and the realignment of geopolitical and energy markets. Students will assess whether Russia can operate without Western customers and whether the West can isolate Russia while securing its own energy needs. The course explores disrupted energy ties between Russia and Europe, shifting alliances with China, India, the Middle East, and the Arctic, and how sanctions have reshaped oil and gas flows worldwide. Through regional case studies and up-to-date policy analysis, students will investigate Russia's role in OPEC+, the Black and Caspian Seas, and the future of European energy diversification, including hydrogen initiatives.
Analytics and Managerial Decision-Making I is the first of two required quantitative methods courses taken in sequence by all MHA students. These courses are foundational to the MHA curriculum. The two courses are fully integrated with respect to materials, exercises and cases, and by a two-term, team-based application project.
Managers are continually confronted with the need to make significant decisions concerning the organizational and financial performance of a health organization, based on a combination of strategic intention, practical experience, and interpretation and application of complex data and information. Data analysis is one tool that supports such decision-making. This course is designed to provide management students with the tools to generate and present data-driven and model-based management recommendations that are meaningful and implementable.
The course focuses on learning basic tools for the collection, analysis, and presentation of data in support of managerial/executive decision-making. Topics will include introductory data and statistical exploration from basic descriptive statistics to population and market estimation, comparison testing and decision-making, sampling design and analysis, and predicting/forecasting using linear regression. Using Excel as an additional tool, the course develops analytical skills to prepare managers to make and to present informed decisions in the overall healthcare sector.
This is a Law School course. For more detailed course information, please go to the Law School Curriculum Guide at: http://www.law.columbia.edu/courses/search
This course explores the development of relations between Russia and the United States from the end of the Cold War to the present day. It also reveals a broader trend: in the early 1990s, it seemed that Western liberal values were triumphant worldwide. However, as Russia failed to transition into a democratic state, anti-Americanism and revanchism began to flourish. After becoming president, Vladimir Putin exploited these sentiments, ultimately making anti-Americanism a central aspect of his international political agenda. Russian propaganda has not only influenced the Russian population but also seeks to spread these ideas and conspiracy theories beyond Russia’s borders. As an inherently unstable political system, Russia aims to destabilize the West. The course concludes with an analysis of present-day dynamics.
This course explores how the Russian state under Vladimir Putin has deployed homophobia and appeals to "traditional values" as tools of political control, ideological warfare, and foreign policy. It examines the domestic origins of this agenda, the role of propaganda platforms such as RT and Russian troll farms in exporting these narratives globally, and the resonance of Russian-style traditionalism in various geopolitical contexts—including Eastern Europe, the Arab world, Asia, Africa, and the Americas.
Through case studies, media analysis, and frameworks from political science, media studies, and queer theory, students will assess how authoritarian regimes manipulate ideas of gender, family, and "moral order" to undermine liberal democracy and build international ideological alliances. The course includes comparative analysis with other illiberal regimes, media literacy work on disinformation, and attention to resistance efforts by civil society and LGBTQ+ communities. Guest speakers may join some sessions to provide firsthand insight into these global dynamics.
This course tracks the trajectories of politics in the Caucasus, focusing on the political development of the independent states of the South Caucasus: Armenia, Azerbaijan, and Georgia. While the emphasis is on contemporary dynamics, the course considers how Imperial Russian expansion and Soviet structures interact with current mechanisms of interest articulation and power. Topics include post-Soviet conflicts, regime types, institutions, political economy, and foreign policy. Students will examine each country individually and comparatively
Holistic understanding of the science and socioeconomic modelling of climate change, the properties of renewable energy sources, their economic and engineering
implications, and the policy decisions in the transition to future energy. Fundamentals of systems needed to support deep penetration of renewable energy, including grid stability, transmission and storage systems, and the design and operations of carbonaware datacenters.
Selected advanced topics in smart electric energy. Content varies from year to year.
This course is designed to present major theoretical systems of psychotherapy, with a special emphasis on how clients in therapy change and how to conceptualize clients' presenting concerns from theoretical points of view. Issues related to application of theory in practice, especially those related to individual/cultural diversity will be addressed and emphasized.
Advanced Linear Algebra, Complex Variable Theory, Integral Transforms, Measure Theory and Probability Theory, Advanced Information Theory, Differential and Difference Equations, Calculus of Variations, Nonlinear Optimization, State-Space Modeling, Advanced Signal Processing and Recognition: non-Stationary Signal Recognition, Spectral and Cepstral Analysis, Supervised and Unsupervised Clustering, Decision Theory, Math of modern NN architectures.
Advanced Linear Algebra, Complex Variable Theory, Integral Transforms, Measure Theory and Probability Theory, Advanced Information Theory, Differential and Difference Equations, Calculus of Variations, Nonlinear Optimization, State-Space Modeling, Advanced Signal Processing and Recognition: non-Stationary Signal Recognition, Spectral and Cepstral Analysis, Supervised and Unsupervised Clustering, Decision Theory, Math of modern NN architectures.
Prerequisites: permission of the departmental adviser to Graduate Studies.
MIA and MPA Policy Skills I Core.
This course provides students with practical skills to communicate clearly and persuasively on issues they care about. Whether writing to influence policy, shape public opinion, or present ideas within an organization, the ability to craft sharp, purposeful messages is essential. Students will learn to distill their key arguments, adapt their writing for different audiences, and develop strong foundational pieces such as op-eds, press releases, and policy memos. The course also introduces generative AI tools as part of the writing process—teaching students how to use AI to brainstorm, draft, and revise more efficiently, while critically assessing its outputs. As AI transforms how we write and communicate, this course equips students to harness its benefits while maintaining their own voice, judgment, and clarity of thought.
Prerequisites: the instructors permission. In this year-long sequence students gain familiarity with the materials used in electroacoustic music and the techniques and equipment that are employed to transform and organize these materials into compositions. Individual projects are assigned.
This course surveys the historical relationships between anthropological thought and its generic inscription in the form of ethnography. Readings of key ethnographic texts will be used to chart the evolving paradigms and problematics through which the disciplines practitioners have conceptualized their objects and the discipline itself. The course focuses on several key questions, including: the modernity of anthropology and the value of primitivism; the relationship between history and eventfulness in the representation of social order, and related to this, the question of anti-sociality (in crime, witchcraft, warfare, and other kinds of violence); the idea of a cultural world view; voice, language, and translation; and the relationship between the form and content of a text. Assignments include weekly readings and reviews of texts, and a substantial piece of ethnographic writing. Limited to PhD students in Anthropology only.
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MIA Policy Skills II Core.
Making good policy is a science, an art, and a craft. This course introduces students to the key principles of public policy design from global perspectives. Students will engage with a policymaker’s toolbox, examining best practices in evidence-based and participatory policymaking, policy innovation, and policy design. In addition to exploring the conceptual foundations of policymaking, the course equips students with practical tools they can apply throughout careers in government, think tanks, international organizations, civil society, and the private sector. A central focus of the course is policy memo writing. Students will learn how to conduct concise, evidence-based policy analysis and design meaningful policy solutions. Additional tools covered include: The design and use of indicators and public opinion polls; Stakeholder mapping; Public participation plans; Theories of change; Intersectional policy analysis.
By the end of the course, students will have a deeper understanding of how public policy is made and implemented across diverse contexts, along with enhanced skills for designing effective public policies and programs.