Clinical trials are the pilars of clinical research. The main objective of this course is to prepare researchers to design and conduct complex clinical trials that yield valid and reliable results. The course emphasizes on several methodological and practical issues related to the design and analysis of clinical experiments. The course builds on the knowledge and skills gained in the course Randomized Clinical Trial (P8140). The objective of this course is to provide students with working knowledge of certain methodological issues that arise in designing a Clinical Trial. Topics include: Design of small studies (Phase I and II studies), Interim analyses and group sequential methods, Design of survival studies, Multiple outcome measures, Equivalency Trials, Multi-center studies, and trials with multiple outcome measures.
A good grasp of the fundamentals of Population Genetics is crucial for an understanding of any field of human genetics. This is precisely the aim of this course: to provide to students the key elements of Population Genetics with a view to equip them with the right tools to understand the field of genetics in general and to pursue further studies in human genetics. The course uses various evolutionary principles to explain key population genetics concepts.
The course will introduce students to statistical models and mthods for longitudinal data, i.e., repeatedly measured data over time or under different conditions. The topics will include design and sample size calculation, Hotelling's T^2, multivariate analysis of variance, multivariate linear regression (Generalized linear models), models for correlation, unbalanced repeated measurements, Mixed effects models, EM algorithm, methods for non-normally distributed data, Generalized estimating equations, Generalized linear mixed models, and Missing data.
This course is a medium-level introduction to Python and its applications in fundamental analysis, especially estimating the value of companies from fundamental analysis and SEC filings. (If you need a complete introduction, please follow the online "CBS Python Level 1," a prerequisite to this course that I assume all of you have taken. To quote Warren Buffett, we want to automate the work of finding "outstanding companies at sensible prices."
In the first half of the course, we build a quantitative discounted cash flow model in Python to estimate a company's value. We start with a simple one-line formula for the net present value from free cash flow and the average cost of capital. We then add refinements, such as a continuation value, revenue growth predicted from GDP growth, and sensitivity analysis. At the end, we have a tool that takes a stock ticker like "MSFT" and automatically computes a range of intrinsic values for the share price. We apply this tool to US public companies and obtain a list of the most undervalued and overvalued companies.
In the second half of the course, we consider one possible reason for this discrepancy. If a company is under-valued or over-valued, what could the market know that we do not? Is there information that we are missing? Yes, indeed: so far, we have used a company's public disclosures to provide numbers for our quantitative model, but one important piece of information we have not considered is the text. We therefore build a qualitative model from the textual information in a company's public filings. For example, a company may be under federal investigation, and investors are therefore justifiably pessimistic about its future, which could explain a low share price. We therefore apply "text mining" to the risk disclosures in a company's 10-K filing. Our qualitative model identifies new risks within the company and issues a recommendation: "buy" or "sell."
If our quantitative model predicts that a stock is undervalued (the current share price is low relative to fundamentals) and our qualitative model finds no red flags in the risk disclosures, we can recommend the company with reasonable confidence as a "buy." Conversely, if our quantitative model predicts that a company is overvalued and has risk disclosures, we can recommend that the company is a "sell." We then form a long-short portfolio.
Both of these models, quantitative and qualitative, fit into the general 3-part chain below:
- Data (What?): Data gathering,
This colloquium provides an intensive exploration of the Atlantic World during the early modern era. Readings will attend to the sequence of contact, conquest, and dispossession that enabled the several European empires to gain political and economic power. In this regard, particular attention will be given to the role of commerce and merchant capitalism in the formation of the Atlantic World. The course will focus also, however, on the dynamics of cultural exchange, on the two-way influences that pushed the varied peoples living along the Atlantic to develop new practices, new customs, and new tastes. Creative adaptations in the face of rapid social and cultural change will figure prominently in the readings. Students may expect to give sustained attention the worlds Africans, Amerindians, and Europeans both made together and made apart.
In this course, you will learn to design and build relational databases in MySQL and to write and optimize queries using the SQL programming language. Application of skills learned in this course will be geared toward research and data science settings in the healthcare field; however, these skills are transferable to many industries and application areas. You will begin the course examining the pitfalls of using Excel spreadsheets as a data storage tool and then learn how to build properly-designed relational databases to eliminate the issues related to spreadsheets and maintain data integrity when storing and modifying data. You will then learn two aspects of the SQL programming language: 1) the data manipulation language (DML), which allows you to retrieve data from and populate data into database tables (e.g., SELECT, INSERT INTO, DELETE, UPDATE, etc.), and 2) the data definition language (DDL), which allows you to create and modify tables in a database (e.g., CREATE, ALTER, DROP, etc.). You will additionally learn how to optimize SQL queries for best performance, use advanced SQL functions, and utilize SQL within common statistical software programs: R and SAS.
In this course, you will learn to design and build relational databases in MySQL and to write and optimize queries using the SQL programming language. Application of skills learned in this course will be geared toward research and data science settings in the healthcare field; however, these skills are transferable to many industries and application areas. You will begin the course examining the pitfalls of using Excel spreadsheets as a data storage tool and then learn how to build properly-designed relational databases to eliminate the issues related to spreadsheets and maintain data integrity when storing and modifying data. You will then learn two aspects of the SQL programming language: 1) the data manipulation language (DML), which allows you to retrieve data from and populate data into database tables (e.g., SELECT, INSERT INTO, DELETE, UPDATE, etc.), and 2) the data definition language (DDL), which allows you to create and modify tables in a database (e.g., CREATE, ALTER, DROP, etc.). You will additionally learn how to optimize SQL queries for best performance, use advanced SQL functions, and utilize SQL within common statistical software programs: R and SAS.
This course equips mid-career professionals with actionable frameworks, tools, and insights to lead organizational change, drive performance, and manage complex challenges in the public and nonprofit sectors. Across 12 highly interactive sessions, students examine case-based scenarios that explore how managers conceive and implement value-driven strategies, navigate organizational dynamics, and deliver measurable results.
Key themes include strategic planning, performance management, people development, operational platforms, and using power and persuasion to implement change. Through analysis of real-world cases, structured reflection, and applied learning, students will strengthen their ability to frame policy decisions, mobilize resources, and lead through uncertainty.
This course builds leadership capacity for professionals seeking to lift performance, transform services, and create public value. Students will leave with a set of durable management tools and lessons applicable across roles, organizations, and stages of their careers.
General aspects of normal human growth and development from viewpoints of physical growth, cellular growth and maturation, and adjustments made at birth; the impact of altered nutrition on these processes. Prenatal and postnatal malnutrition, the role of hormones in growth; relationships between nutrition and disease in such areas as anemia, obesity, infection, and carbohydrate absorption.
Visual Ecologies: Photography, Visual Justice and Environmental Activism.
Graduate Seminar in Photo & Related Media
This course will explore the intersection of photography, nature, ecology, social and environmental activism, examining art’s role as a catalyst for change. Drawing from critical and historical approaches in photography, landscape studies, architecture, human rights, and interdisciplinary environmental studies, among others, this course offers an exploration of how images can address pressing environmental and social issues while revealing optimism, hope, and collective action in response to our present ecological condition, illuminating the geographies, histories, and ecologies of transformation, liberation, and everyday resistance.
Data is most useful when it can tell a story. Health analytics merges technologies and skills used to deliver business, clinical and programmatic insights into the complex components that drive medical outcomes, costs and oversight. By focusing on business intelligence and developing tools to evaluate clinical procedures, devices, and programs, organizations can use comparative and outcomes data to strengthen financial performance. This information can improve the way healthcare is evaluatedand delivered for better outcomes across the spectrum of health industries.
In this course, students will learn SAS as a tool to manipulate and analyze healthcare data and begin to understand what clinical and public health interventions work best for improving health, for example. Students will learn how to organize and analyze data to inform the practices of healthcare providers and policymakers to make evidence-based resource allocation decisions.Comparative & Effectiveness Outcomes Research (CEOR) certificate students will take this course inpreparation for the capstone class.SAS basics (e.g., creating SAS datasets and new variables, sorting, merging, reporting) and advanced statistics (e.g., using a logistical regression to create propensity scores for matched cohort analyses) will be covered.
Fall: Review of current literature providing complementary information pertinent to other nutrition areas, with a view to developing a critical approach to the assimilation of scientific information. Spring: Obesity: Etiology, Prevention, and Treatment. Controversies involving regulation of weight and energy balance. Interaction between genetics and the environment are considered as well as clinical implications of our current knowledge.
This is an advanced graduate seminar in Economic Sociology looking at new developments in this field. It addresses the disciplinary division of labor in which economists study value and sociologists study values; and it rejects the pact whereby economists study the economy and sociologists study social relations in which they are embedded.
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Applications of behavioral insights are expanding rapidly across civic, medical, social, corporate, educational, and economic professions. This class covers the underlying theories for behavioral insights, using scientific and real-world examples of applications from multiple disciplines and locations. The course will also cover methods for behavioral implementation and evaluation, focusing particularly on healthcare policy perspectives. Students will learn a broad range of strategies through a highly interactive format, taught partially in a classroom setting in addition to remote asynchronous and synchronous sessions. Students will gain experience designing and developing their own evidence- based behavioral interventions as a part of a semester-long project.
The course is taught in three phases. The first phase will introduce fundamentals of behavioral science and evidence-based policy. Students will then spend the majority of the course on examples of behavioral insights such as nudges in practice, in a healthcare context and beyond. The course will end with sessions on practical applications, where students will learn to identify appropriate situations for behavioral interventions and produce a final project in a chosen context.
Aspects of carbohydrate, lipid, protein, and energy metabolism relevant to the understanding of nutrition at cellular and organism levels. Biochemical and physiological aspects of vitamin and mineral metabolismand action during both normal conditions and deficiency toxicity states.
Courses on public opinion and political behavior (including the GR8210 seminar taught by Professor Shapiro) ordinarily move briskly through a wide array of topics having to do with how American tend to think and act. This class has a narrower scope but tries to delve more deeply into the literature. We focus on four topics that are arguably crucial understanding contemporary American politics (and perhaps the politics of other times and places).
The first topic addresses what might be thought of as the legacies of slavery: prejudice, resentment, racial/ethnic group identification, issue preferences on topics that are directly or indirectly connected to race/ethnicity, and group differences in political behavior.
The second topic considers the literature on partisanship and polarization, as well as related topics on “macropartisan” change and party realignment. What are the causes of micro- and macropartisan change, and what are its consequences?
The third topic is support for democratic norms, civil liberties, and respect for the rights of unpopular groups. How deeply committed are Americans to democratic values and constitutional rights?
The fourth topic is the influence of media on public opinion, a vast topic that includes the effects of advertising, news, social media, narrative entertainment, and so forth.
Although we will be focusing on just four broad topics, time constraints nevertheless prevent us from covering more than a fraction of each scholarly literature. Students are encouraged to read beyond the syllabus, and I am happy to offer suggestions.
Microeconomics and Policy Analysis
introduces mid-career professionals to the core analytical tools of microeconomics and their application to real-world policy and management decisions. The course emphasizes how individuals, firms, and governments make decisions under constraints, and how markets function and sometimes fail. Topics include supply and demand, consumer and producer behavior, market structure, welfare analysis, externalities, public goods, and government interventions.
Students will develop a working understanding of microeconomic principles and apply them to evaluate policies and regulations. The course combines lectures, recitations, and problem sets to build both conceptual understanding and practical problem-solving skills. No prior background in economics is required, though comfort with basic mathematics and algebra is expected.
Designed specifically for Executive MPA students, the course prepares professionals to critically analyze economic arguments, collaborate across diverse teams, and make informed, data-driven decisions in public service contexts.
Microeconomics and Policy Analysis
introduces mid-career professionals to the core analytical tools of microeconomics and their application to real-world policy and management decisions. The course emphasizes how individuals, firms, and governments make decisions under constraints, and how markets function and sometimes fail. Topics include supply and demand, consumer and producer behavior, market structure, welfare analysis, externalities, public goods, and government interventions.
Students will develop a working understanding of microeconomic principles and apply them to evaluate policies and regulations. The course combines lectures, recitations, and problem sets to build both conceptual understanding and practical problem-solving skills. No prior background in economics is required, though comfort with basic mathematics and algebra is expected.
Designed specifically for Executive MPA students, the course prepares professionals to critically analyze economic arguments, collaborate across diverse teams, and make informed, data-driven decisions in public service contexts.
From 1970 until today, America’s prison and jail population has increased sevenfold, from some 300,000 to around 2.2 million adults and children behind bars. Accounting for less than 5 percent of the world’s inhabitants, but about 25 percent of the world’s incarcerated inhabitants, the United States is the most incarcerating society in human history. The U.S. federal and state governments imprison more people and at higher rates than do any other governments on the planet, and they do so today more than they did at any other period in American history.
This astounding amount of human confinement (commonly called “mass incarceration”) disproportionately impacts the polity’s poorest communities of color—especially young Black males—which suffer from chronic conditions and infectious disease; face higher mortality rates; and experience, because of criminal records, less opportunity to secure gainful employment, stable housing, access to safety net programs, and education. Female incarceration over the past few decades has grown at twice the rate of male incarceration, and black women, specifically, are twice as likely as white women to serve time. Imprisonment exposes people to a wide range of circumstances proving detrimental to long-term physical and mental health, like inadequate sanitation, poor ventilation, and solitary confinement. And most formerly incarcerated people return to their communities with deep wounds and new traumas resulting from incarcerated life and from isolation through long separations from families and social supports.
This course sits at the intersection of public health, policy, and law. The course will explore the full spectrum of causes and costs of mass incarceration as a public health crisis. This course will examine how exposures to different structures of the American criminal punishment apparatus (e.g., law enforcement, jail, prison, or detention centers, community supervision) shape the health of people, families, and society. Observing mass incarceration as an epidemic, this course will adopt a useful public-health model of prevention to contemplate a concerted approach consisting of primary, secondary, and tertiary strategies for unwinding mass human imprisonment while advancing enhanced public health for the nation’s most disempowered members. This course will pay special attention to acutely at-risk populations, including detained youth and youth of incarcerated adults, pregnant incarcerated people, and the elderly. And the role that
The Course introduces students to the fundamentals of case competitions and prepares them to compete in select case competitions over the course of the year. Case competitions afford students the opportunity to apply classroom learning to dynamic health care organizational and industry problems. The Course covers topics ranging from the framework for breaking down cases to common analytical techniques and presentation skills. We will build the foundational skills for students to prepare and deliver comprehensive, professional analyses in competitive settings.
This course examines the underlying economics of successful business strategy: the strategic imperatives of competitive markets, the sources and dynamics of competitive advantage, managing competitive interactions, and the organizational implementation of business strategy.
The course combines case discussion and analysis (approximately two thirds) with lectures (one third). The emphasis is on the ability to apply a small number of principles effectively and creatively, not the mastery of detailed aspects of the theory. The course offers excellent background for all consultants, managers and corporate finance generalists.
This course examines the underlying economics of successful business strategy: the strategic imperatives of competitive markets, the sources and dynamics of competitive advantage, managing competitive interactions, and the organizational implementation of business strategy.
The course combines case discussion and analysis (approximately two thirds) with lectures (one third). The emphasis is on the ability to apply a small number of principles effectively and creatively, not the mastery of detailed aspects of the theory. The course offers excellent background for all consultants, managers and corporate finance generalists.
Who gets what and why? Policy makers and stakeholders in the healthcare space must make difficult decisions involving trade-offs that are often controversial. By exploring a series of ethical frameworks and contentious healthy policy issues, students will learn to apply a systematic process of ethical analysis to justify policies in a legitimate way. Through a dynamic teaching approach involving case studies, role playing and active discussion, we will explore how acceptability and feasibility of controversial policies can be enhanced to promote health equity using tools from distributive justice, procedural justice and bioethics. Topics of discussion include migrant health/migration policy, rationing at the VA, using algorithmic fairness in policy design and nudging in the safety-net.
This seminar is designed as an overview of the major debates in Judicial Politics, with deeper
coverage of a selection of topics. The primary goal of the course is to familiarize students with the
principal questions being asked by scholars in this subfield, the methodological approaches
employed, and the avenues available for future research. The primary focus is on law and courts as
political institutions and judges as political actors. We will examine decision making and power
relations within courts, within the judicial hierarchy, and within the constitutional system. While
we will concentrate on U.S. courts, we will also cover some material on other courts. We will aim
to clarify and probe the puzzles, theories, methods, and evidence presented in the various texts and
to assess the contributions they make to an understanding of judicial politics. We will explore
issues such as research design, causal inference, the role of theory, and the nature of political
science argument, in ways relevant throughout political science. This course will have a seminar
format, though I will occasionally lecture on material as necessary. Other than that, my role is to
moderate and guide discussion, relying on you to do your part.
Popular media routinely tout imminent breakthroughs that often fizzle. In this course, we examine advances that indisputably changed medical practice in the last quarter of the 20th century through case histories. The case histories suggest that protracted,
multiplayer
innovations – not solitary breakthroughs – produce transformational results. Yet venturesome individuals who do not follow the crowd remain crucial. Engaging stories make the vast number of facts presented in the case histories memorable. But the course treats learning new facts mainly as a valuable byproduct. Rather, we rely on the case histories in two more subtle ways, namely: (1) developing skills and judgment and (2) sharpening goals and aspirations.
Investigation of contemporary composition topics through invited guest lectures, student and faculty presentations, listening sessions, and professional development workshops. DMA students only also receive one-on-one weekly composition lessons during which they will develop individual projects in composition (lessons are offered for the first three years of the DMA).
This course offers a sample of historical research on debates around African-American intelligence, mental health, family organization, and other social scientific controversies from the era of slavery to the late 20th century. The principal assignment is a lesson plan, instructions for which will be supplied on the CourseWorks site.
Please note that you may not take this course as an auditor or pass/fail without the permission of the instructor.
Columbia Graduate School of Arts and Sciences guidelines may be found at
http://gsas.columbia.edu/
. Those for the history department may be found at
http://history.columbia.edu/graduate/index.html
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This class will introduce students to principles, methods, and applications of health technology assessment (HTA). Students will learn (1) definitions and components of HTA and its history in the United States; (2) approaches to measurement of health benefits and costs; (3) methods of economic evaluation in HTA, including cost-effectiveness analysis, cost-benefit analysis, and budget impact analysis; (4) HTA agencies and processes in selected countries outside of the U.S. We will discuss advantages and disadvantages of different methods and metrics in HTA, as well as challenges and controversies regarding their role in health technology adoption decisions. Students will review recent health technology adoption decisions and discuss the future of HTA and economic evaluation in the U.S.
This class is intended for students to develop composing skills for creating music “between the keys” (or “outside the keys”) of a traditionally tuned piano or organ. We will be analyzing relevant works and techniques of the present and of the past. Students compose and perform/present their own music influenced by these works and techniques. We will start with quartertones and with music independent from Western traditions.
Macroeconomics is in the news every day. Anyone who pays attention to the news knows that the crash in the US housing market in 2008 caused dramatic perturbations to financial markets all around the world. This, in turn, triggered very strong responses by governments in the US (in particular the Federal Reserve and the Treasury), as well as in other countries. This meltdown in financial markets and the interventions from policymakers raise a number of key questions about the health and the future of the economy in the US and abroad, which we will address in the Global Economic Environment II course.This course is a sequel to the core course Global Economic Environment. Building on the fundamentals introduced in that course, we develop a conceptual framework to explain the complex interactions between macroeconomic policy, asset prices, and business cycle fluctuations. In particular, we examine macroeconomic forecasting, determinants, and implications of budget deficits, the conduct and implementation of monetary policy, and the determinants of inflation in the U.S. and other market economies around the world. Special attention is given to the interactions between macroeconomic forces and asset prices.Since an important goal of this course is for students to become informed and sophisticated consumers of economic news, the issues discussed in this course draw heavily from current events and real-world examples.
Note I: The core course GEE while recommended is not a pre-requisite for taking GEEII. Students who expect to exempt from the core course GEE are recommended to take GEEII instead.
Data analysis in economics, or "econometrics" as it is called by practitioners, has moved away from mathematical complexity and towards simpler tools that are accessible to businesses and can be applied easily to big data. This course will provide students with an understanding of three widely used techniques in modern econometrics: randomized control trials, regression discontinuity, and differences-in-differences. After learning how these tools provide superior analytic results than traditional regression techniques in making inferences about the real world, students will gain the practical knowledge to wield them successfully and make better decisions with data.
Data analysis in economics, or "econometrics" as it is called by practitioners, has moved away from mathematical complexity and towards simpler tools that are accessible to businesses and can be applied easily to big data. This course will provide students with an understanding of three widely used techniques in modern econometrics: randomized control trials, regression discontinuity, and differences-in-differences. After learning how these tools provide superior analytic results than traditional regression techniques in making inferences about the real world, students will gain the practical knowledge to wield them successfully and make better decisions with data.
What does interaction have to do to storytelling? How do we tell stories within media that are non-linear, including games, virtual reality, and immersive theater? How can we craft narratives that emerge from the dynamics of interaction, narratives experienced through exploration and choice? What design strategies exist regarding an understanding of character, plot, drama, time, space, and event within interactive fictions? This course will take a close look at the mechanics of storytelling within dynamic media, exploring connections between interactivity and narrative experience. The course will examine examples ranging from the design of Live Action Role Playing games to massively multi-player experiences, from hypertext to tarot cards, from Oculus to Punchdrunk. Content will be delivered through lectures, reading, discussion, case studies, and small studio-based exercises. Elective open to all SOA students.
This course provides students with a rigorous foundation in capital markets and investments, emphasizing asset valuation from an applied perspective. It covers valuation techniques for financial securities, essential to portfolio management and risk management applications. Key topics include arbitrage, the term structure of interest rates, portfolio theory, diversification, equilibrium asset pricing models such as the CAPM, market efficiency and inefficiencies, performance evaluation, analysis of common pooled investment vehicles, behavioral finance, and tax-aware investment strategies. Through interactive activities, case studies, and simulations utilizing real-world market data, students will acquire analytical skills and foundational knowledge required for advanced finance courses and practical roles within the investment industry
Formerly known as Advanced Corporate Finance develops the art and science of optimal strategic decision-making by applying corporate financial theory to cases of financial policy, financial instruments and valuation. In particular, the following topics are studied: cost of capital and capital budgeting, discounted cash flow valuation and financial multiples, payout policy, equity and debt financing, option pricing theory and applications, corporate control and recapitalizations. The classes are structured to maximize the synergy between theory and practice, providing students portable, durable and marketable tools for their internships and careers.
Debt capital markets have become one of the world’s main providers of credit, coordinating the complex and sometimes conflicting needs of issuers and investors. None of the participants come with the same information, giving rise to diverse intermediaries that help the markets clear.
This course will examine how debt markets have evolved to meet the funding needs of governments, businesses and households as well as the investment needs of central banks, commercial banks, insurers, mutual funds, hedge funds and other institutions. It will cover the securities, financing and derivatives markets that have developed as a result. Beyond benchmark government debt, the course will cover corporate debt markets where companies ranging from the strongest to the weakest issue a wide range of instruments to attract a distinct set of investors. The course will also cover the markets in mortgage-backed securities and other securitizations, which have introduced a wide range of financial innovations and provided funding for residential and commercial mortgages, credit card and auto loans, student loans and business loans as well. The course will cover episodes where these markets succeed and where they fail.
This course is well suited to students considering careers with debt issuers, debt investors or the intermediaries that facilitate debt capital markets including sales and trading operations, information providers, regulators and others. Students will learn the institutional structure of these markets, the instruments that trade and basic principles of valuation and risk management.
Prerequisites: ECON G6411 and G6412. Students will make presentations of original research.
Review of continuum mechanics in Cartesian coordinates; tensor calculus and the calculus of variation; large deformations in curvilinear coordinates; electricity problems and applications.
Prerequisites: G6215 and G6216. Open-economy macroeconomics, computational methods for dynamic equilibrium analysis, and sources of business cycles.
Digital Storytelling III: Immersive Production is a mix of theory and practice. Teams of students work to design, build and deploy a digital storytelling experience that is staged for an audience at the end of the semester. The course combines project work, mentors, emerging technologies and collaborative methods to create a dynamic hands-on immersive environment that mixes story and code.
Through the process of developing, pitching, researching, and writing a treatment for a documentary short, students will develop an overview of the documentary process from development through distribution. The course will touch on research, story, production and post production logistics, legal, financing, budgeting, distribution, and ethical issues in the creation of documentary films.
This class, will primarily focus on the challenges of interpreting and performing Shakespeare.
What should you expect to learn from this class?
1. Develop and refine a high-quality investment process
2. Build background and primary research skills
3. Attain greater awareness and insight into metacognition and psychology in investing
4. Understand the different ways of managing risk in investing
5. Develop and cultivate relationships with industry experts
6. Build relationships with fantastic alumni
There are many ways to make money in the markets and our goal is to provide you
with an investment process/approach that can be applied not just to public investing,
which is the focus of this class, but also to other asset classes.
Speakers: Each class will be supplemented with a guest speaker who is an expert in
their field and in the key topic of each class to further bridge theory and practice.
Speakers will include hedge fund managers, experienced investment analysts, CEOs,
industry experts, and investigative researchers.
Mentors: Each student will be provided a mentor from the industry. We encourage
you to connect with them regularly, utilize their feedback in your work, and build a longterm relationship.
The “Private Equity Lab” offers a distinctive experiential learning opportunity for students to engage directly with private equity firms on real-world projects. This course is a blend of academic instruction and hands-on experience, tailored for those looking to deepen their understanding of private equity (PE) through practical application. Partnering with PE firms identified through the Columbia Business School's (CBS) alumni network in the New York City area, this program supports students who work on specific research projects integral to the firms' current deals, portfolio management, or investment strategy. These projects are screened to be mission-crucial but not mission-critical for the firms. This ensures students will work on meaningful projects while protecting the partner firm’s performance. The course thus facilitates a connection between a student and a PE firm with a self-contained research project that could benefit from the student’s skills.
The course aims to coordinate a collection of such projects that would otherwise be organized as “Field Study Projects” in independent studies and seeks to overcome the challenge of students sourcing these opportunities and identifying faculty advisors to mentor the project. Importantly, this is not an internship arrangement, and students are not paid (thus, the hours worked are capped at the usual amount of total expected class time).
This course is designed to be an applications oriented course and will draw heavily upon real world change of control case studies. The course builds on the prior courses in corporate finance. The course will not introduce significantly new finance principles or analytical techniques other than those to which the student has been exposed to previously in the prerequisite introductory courses in finance at Columbia. The course will seek to apply basic finance principles and analytical techniques to actual problems likely to be encountered by senior management of major corporations or those who are the advisors to such management in the context of an M&A transaction. At the conclusion of the course, the student will have gained an appreciation for the role M&A plays on today's corporate landscape and have formed an opinion as to whether or not an M&A transaction makes sense" for the firm. The student should expect at the conclusion of this course to have gained a level of competency in M&A commensurate with an entry-level investment banking associate in M&A. Whether or not the student "practices" M&A, the course will afford the student with an insider's look into what is an undeniable major force on today's corporate landscape. Accordingly, students who are interested in investment banking, consulting, equity research, corporate development, corporate lending, strategic planning, private equity, leveraged finance, or proprietary trading many wish to consider this course."
This course is designed to be an applications oriented course and will draw heavily upon real world change of control case studies. The course builds on the prior courses in corporate finance. The course will not introduce significantly new finance principles or analytical techniques other than those to which the student has been exposed to previously in the prerequisite introductory courses in finance at Columbia. The course will seek to apply basic finance principles and analytical techniques to actual problems likely to be encountered by senior management of major corporations or those who are the advisors to such management in the context of an M&A transaction. At the conclusion of the course, the student will have gained an appreciation for the role M&A plays on today's corporate landscape and have formed an opinion as to whether or not an M&A transaction makes sense" for the firm. The student should expect at the conclusion of this course to have gained a level of competency in M&A commensurate with an entry-level investment banking associate in M&A. Whether or not the student "practices" M&A, the course will afford the student with an insider's look into what is an undeniable major force on today's corporate landscape. Accordingly, students who are interested in investment banking, consulting, equity research, corporate development, corporate lending, strategic planning, private equity, leveraged finance, or proprietary trading many wish to consider this course."
The course focuses on the set of concepts and techniques used to analyze and finance income-producing real property. It starts with the characteristics that make real property different, including cash flow uncertainties, debt sources and tax features. It then considers the available strategies and structures of real estate finance, including capital structure choices for construction and permanent financing. Extensive use is then made of cases to illustrate the range of choices and outcomes.
The course focuses on the set of concepts and techniques used to analyze and finance income-producing real property. It starts with the characteristics that make real property different, including cash flow uncertainties, debt sources and tax features. It then considers the available strategies and structures of real estate finance, including capital structure choices for construction and permanent financing. Extensive use is then made of cases to illustrate the range of choices and outcomes.
Real Estate Transactions is to provide you with an understanding of the institutional framework of commercial real estate transactions. It is the complement to the analytics of finance and investment. Real estate transactions draw upon a vast array of laws and regulations - property law, contract law, land-use law, environment law, securities law, constitutional law, corporate law, bankruptcy law, insurance law, and riparian law. Tax considerations similarly play a significant role in shaping transactions as real estate is highly sensitive to taxation at all levels of government and across all stages of property ownership. You should finish the course knowing how the terms and conditions spelled out in a term sheet find their way into particular sections and provisions of a deals legal documentation. To succeed in this business, you will need to be savvy consumers of legal expertise, notwithstanding the knowledge and expertise of your attorney.
The course "Private Equity: Capital Formation, Innovation, and Impact" focuses on the dynamics in private equity between General Partners (GPs) and Limited Partners (LPs), especially through the private equity capital formation process, the market innovations driven by the needs of both GPs and LPs and the increasing emphasis on sustainability and impact. We start with an overview of the investor’s – limited partner’s – problem: allocating capital to private equity managers, funds and co-direct investments. The course covers the major types of limited partners, including both the traditional LPs, such as pensions, endowment, and insurers, and the fastest growing global LP segments, such as sovereign wealth funds in Asia and the Middle East, family offices, and private wealth in Europe and Asia. We will investigate how illiquidity and the absence of periodic mark-to-markets stress the traditional portfolio construction problem. The private equity industry has experienced several financial innovations that have altered the risk-return profile and impacted the set of investors able to access the asset class. We will discuss secondary transactions, evergreen structures, and co-investments. Finally, given their size and political influence, institutional investors are at the forefront of sustainability and ESG initiatives. The course will cover how private equity uniquely addresses these challenges. The course includes lectures, case discussions, and guest speakers. The topics covered in the class include:
- Capital formation: the global landscape of institutional LP capital
- Sovereign wealth funds, private wealth, and family offices
- Secondary transactions for limited partner positions and co-investments
- The role of state-backed capital
- Portfolio construction and management with private equity as a major component
- ESG and other sustainability objectives
- Evergreen funds and fund extension issues
Students interested in careers in any financial industry where they expect to interact with large institutional investors or private equity investors will benefit from this course.
Careful consideration is needed in the design and implementation of molecular epidemiologic studies that leverage biomarkers of exposure, disease susceptibility, disease etiology, prediction, and prognosis. This course aims to provide insight into major methodologies and logistic considerations when incorporating the use of biological specimens in epidemiologic research from concept to publication. For this purpose, we will utilize simulated laboratory experiences and a mock molecular epidemiology study for hands-on insight into the application of biomarkers in epidemiologic settings in conjunction with class discussions on published findings. Class activities include small group assignments where each group takes responsibility of designated tasks as part of a mock molecular epidemiology study and report back their activities for in-class discussion throughout the semester. This work will culminate in a final report at the end of the semester. In addition, 1-2 students in each session will be assigned to lead an in-class discussion that critically exams a published molecular epidemiology study. Students will also complete a virtual lab notebook that assesses material covered in the assigned virtual laboratory.
Real estate development is the physical and financial process by which society fulfills its spatial needs. Housing, office buildings, hotels, industrial space, retail; all of these are created by private developers who have the vision and capacity to manage the risks of development. This course will provide an understanding of the real estate development process and its role in value creation for investors and the surrounding community. Topics will include project envisioning; location and site selection and evaluation; highest and best use analysis; zoning and land use regulation; building design and construction; capital stack (debt and equity; developer compensation); ownership structures; marketing, leasing, and asset management; and exit strategies. The class will also cover non-traditional development (e.g., adaptive re-use, affordable housing, modular and pre-fab), as well as the opportunities for entrepreneurs in this space. The class will include prominent guest speakers who will share their experience from the trenches. There will be one or two site visits to projects currently underway. Real Estate Finance or demonstrated financial work experience is a pre-requisite of this class.
In this twelve-person seminar, we will review the structure of the high yield bond and private lending markets and develop a practical approach to assess credit risk. The class will be divided into four groups of three students each. Homework assignments and presentations are to be completed collaboratively within each group. We will discuss market trends and analyze recent debt offerings. The emphasis will be placed on developing analytic skills for reviewing corporate credit (i.e., understanding the economics/cash generation capacity of a business, one’s position in a balance sheet and rights as a creditor) and assessing how the market measures and prices credit risk.
To begin to develop an understanding and vocabulary in relation to theatrical design with a central emphasis on the roles of scenery and costumes in telling a dramatic story.
The class will begin with a general introduction into the issues and goals of the course, after which there will be three sessions devoted to issues of scene design and three sessions devoted to issues of costume design. Shakespeare’s Hamlet will be the focus for these discussions. Over the course of these sessions, directors will be asked to gather visual research and, in the end, arrive at a concept for their production of the play.
Directors will also be asked to visit one set and one costume class so that they can see how designers are grappling with the same principles and developing different approaches to interpreting and realizing a theatrical text for the stage.
Most companies around the world are controlled by one or more large shareholders. These shareholders—whether founders and their families, private equity firms, activist investors, or institutional stakeholders—play a central role in their firms’ governance, actively shaping corporate decisions and oversight structures. Their involvement in the firm creates room for the board to serve not only as a monitoring body but also as a crucial source of strategic guidance and expertise.
This course is meant to provide an overall framework for personal finance. This course is not providing financial advice and each individual’s personal context and additional research should be done before making financial decisions Most of this course is internationally applicable. However, certain topics will have more of a US centric focus: taxes, retirement accounts, mortgages This course will not cover more advanced strategies (e.g., bitcoin, angel investing, commodities, investing on margin)
This course is intended to provide students with an overview of the range of investing and funding approaches used by impact investors. This will be done through a combination of lectures, discussions, and presentations by leading impact investors and thought leaders. The substantive areas covered will include: (1) financial instruments and techniques used to fund social enterprises (for-profit, nonprofit and hybrids); (2) the differing financial return and social impact return expectations of impact investors; (3) how investors/funders and investment/wealth managers and advisors structure their portfolios and funds; and (4) strategies used by impact investors to search for impact investing opportunities. As well as investor/funder perspectives, the course will explore the role of financial innovation in creating opportunities to finance social enterprises, and the enabling regulatory framework and information intermediaries that are needed to support the development of robust social capital markets.
This course is designed to create awareness of the differences between investing in the United States and investing outside of the United States. Fundamental security analysis aimed at understanding a company’s economic profile is only one component of the analysis of any business. The legal, cultural, and macroeconomic framework under which a company operates can have a significant impact on investment outcomes.
The major topics covered include defining the investable space, understanding the mechanics of investing, macroeconomic and country based policy influences on company valuation, the legal rights of minority shareholders in different markets, cultural influences on valuation and business economics, international economic crises and how to invest, the development of capital markets, and fundamental security analysis of foreign companies.
This class will focus in on how to direct opera and will cover the process of making an opera from analysing the score until the opening night. The aims are to: 1) Introduce theatre directing students to the practical differences between theatre and opera directing; 2) Equip them with practical skills and knowledge so that they could walk into any opera rehearsal room (either as an assistant or a director) and know exactly what to expect and how to manage the process; 3) Offer them techniques to strengthen their skill of interpretation or concept by guiding them to focus in on one specific opera case study; and 4) Introduce them to specialist professional practitioners, like conductors, singers and set designers, to allow them to understand the art form through the lens of the collaborators the opera director works with.
This course will teach students how to construct investment portfolios for various asset allocation purposes (family offices, endowments, foundations, etc.). The course will teach the history and evolution of the asset allocation industry and its varying schools of thought. The professors will draw on their own insights and frameworks developed at East Rock Capital and several industry practitioner guest speakers. Students will learn how to identify high-conviction investment opportunities in established and emerging managers and direct investment opportunities and how to construct diversified portfolios focused on long-term wealth creation rather than short-term performance. By the end of the class the students will have a strong foundation to start their careers in asset allocation.
The course will focus on identifying specialized managers. Students will analyze case studies of both direct and indirect investments and learn strategies for conducting thorough due diligence. A significant component of the course will involve portfolio construction techniques. Students will learn how to categorize holdings into appropriate buckets (e.g., "Generational Assets," "Liquid Assets," and "Family-Directed Assets") to balance risk, return, and investment goals.
The objective is to equip students with practical frameworks for sophisticated wealth management tailored to multi-generational family investors.
The course will meet weekly, and preparation for each class is critical. We will have several outside speakers to research each week and weekly reading assignments based on that week’s module. The final exam will be a semester-long project to put everything we have learned all semester to work.
This course is most relevant for students interested in asset allocation, wealth management, running a family office, and investing. It is an application-based course that is not open to the bidding process.
Climate change may be today’s most serious challenge to the future of humanity. Scientists have concluded that avoiding catastrophic climate change will require a reduction in greenhouse gas emissions to zero by 2050 or shortly thereafter, a dramatic reversal after several hundred years of industrial growth. This will require a rapid transformation of the global economy, requiring trillions of dollars in capital and creating new and risks and opportunities for investors to finance the transition. This course builds on the lessons learned in B8705 Business and Climate Change. The course begins with an introduction to climate finance and the topic of carbon markets, followed by classes on project finance to finance renewable energy, venture and growth capital to finance emerging climate technologies, and public equity strategies including divestment and ESG investing. Financial products in the fixed income and insurance markets are examined for climate impact, followed by a class session on development finance to understand the unique challenges and solutions to investing in climate solutions in emerging markets. The course wraps-up with a class session on the strategies used by banks and investment firms for the transition to net zero, concluding with a discussion of the impact of the climate crisis on opportunities and careers in finance.
The course’s objective is to present a rational investment philosophy and process for equity security analysis and capital allocation. The course has three sections:
(1) Investment Philosophy and Capital Markets
What is the objective of security analysis and investing?
Why does a value-based methodology win over time?
Does Modern Portfolio Theory explain empirical evidence?
What is more instructive for investment analysis – determining value or expected return?
What is the difference between “cheap” and “mis-priced”?
(2) Investment Process – Valuation and Competitive Strategy
What is the difference between a great business, a good business and a bad business?
How can we evaluate when a business and/or an industry’s mid-long term economics change?
How can we evaluate company specific structural mis-pricings that exist?
How can we categorize investment opportunities to improve how we value and define them?
How can we define a process to source mis-pricings into investment categories?
What are the commonly used valuation methodologies and which are most instructive for certain situations?
What is the most effective framework for modeling a business and what are the pitfalls?
How can we evaluate management’s history of capital allocation? How important is it and how do we factor this into valuation?
(3) Capital Allocation and Global Macro
What top-down inputs are instructive for a security analyst?
What lessons have we learned from previous bubbles?
Can computing and evaluating asset class expected returns help source where a security analyst might find mis-pricings and compounding opportunities?
How do we evaluate secular headwinds or tailwinds for industries and businesses?
What are the pitfalls of consensus thinking and is there a benefit to seeking the edge of the crowd?
What are the key economic data points that truly inform the analyst where we are in certain cycles?
The curriculum will seek to answer these questions by first reviewing investing principals and concepts. Thereafter we will bring in company executives and investment practitioners to provide real world evidence of these principles in action and allow for students to participate in a
thoughtful, factual dialogue.