This class provides students with a deep dive into marketing and communication strategies and channels for tech company, product, and services launches. Students will work on customer personas for B2B and B2C technologies and reflect upon sustainability guidelines to shape their marketing strategy. They will analyze the different elements that make a soft and hard launch successful, such customer testimonials and industry analyst relations. The course will also discuss how AI is changing the marketing of companies, products and services.
Everything we encounter in society (products, services, brands, processes, events, spaces, systems, even politics) was designed to a lesser or greater degree to optimize a particular quality and create a specific experience. Design can be applied to any offering and the design process can be applied to the evaluation, development, and delivery of offerings within any industry or in response to many challenges. This makes it particularly critical and integral for most kinds of innovation.
This course will explore a broad range of design topics, including the design process, nearly always in a business context. It will be hands-on, learning by building design solutions. We will look at procedural issues that describe how to integrate the design process into other business operations as well as contemporary and future challenges facing design and strengths of design as a user-based process and perspective.
Participants in this semester-long elective will emerge with a proficient understanding of the design process, how it relates to business on many levels, what to expect of design work products, and how to evaluate design solutions in larger contexts. Participants won’t necessarily become design experts or expert designers, but will be capable of critiquing design and evaluating how it can add value to their own endeavors.
This elective course integrates analytic methodology with technology application to prepare students to lead data-informed decision-making in digital environments. Students learn how to convert digital signals into accountable, value-creating decisions, and move systematically from signal to insight to decision to value.
This course emphasizes decision architecture, executive translation, and value creation in digital ecosystems. Students develop the ability to interpret digital signals, assess analytic maturity, evaluate methodological rigor, and design actionable analytics roadmaps aligned to organizational strategy and governance.
The course combines conceptual frameworks, peer-reviewed research, hands-on demonstrations of leading digital analytics and AI tools, and applied exercises grounded in real organizational contexts.
This 3-credit elective was developed for the M.S. in Technology Management (TMGT) program at Columbia University’s School of Professional Studies. The course supports the program’s mission to bridge theory and practice by equipping students with applied analytical frameworks grounded in research and industry practice, preparing them to lead digital transformation initiatives with strategic, ethical, and organizational awareness. Space permitting, the course is open to cross-registrants from other Columbia graduate programs whose academic or professional interests involve analytics-informed decision-making. No advanced programming or data engineering background is required; however, students are expected to have foundational business literacy and a strong interest in applying analytics to real-world organizational challenges.
Medieval to Contemporary Painting Techniques explores the fundamental properties of paint materials by studying the paint-making techniques used by old masters of the late Medieval and Renaissance periods up through the contemporary era. Through hands-on work and experimentation, including preparing paint materials themselves, students will gain experience making and working with egg tempera, oil paint, and synthetic materials such as acrylics. They will develop a stronger understanding of how these materials function and how their uses fit into historical traditions and cultural contexts.
Students will participate in weekly material and technique-building workshops. They will be given select open-ended assignments for which they can choose a particular approach to explore. Students will learn how to handle traditional and contemporary materials in compliance with high material safety standards.
With the advent of generative AI and the impending arrival of quantum computing, risks to organizations and individuals have grown exponentially. Innovation in offensive and defensive tools and technologies continues to increase. How does a leader keep up? Leaders must know how to work with internal experts and to manage these issues internally, with Boards, and for the public. Proficiency in strategies and principles, some of which date back to the ancient Greeks and Chinese, prevail over tools.
The field of management consulting is dedicated to delivering increased value to client organizations by effectively diagnosing complex challenges and crafting tailored, strategic solutions that drive meaningful change, ultimately improving organizational performance, agility, and long-term success. Moreover, mastering consulting skills strengthens leadership and stakeholder management, enabling consultants to build trust and foster collaboration that maximizes client impact in a rapidly evolving business landscape.
This course addresses a critical need by providing students with a comprehensive and integrated approach to mastering the essential skills required of advisors and consultants. Recognizing the complexities inherent in these roles, the program immerses students in realistic, end-to-end client scenarios from initial sales engagements through to project execution, equipping them to navigate complex and challenging situations with confidence.
Given the multidisciplinary nature of management consulting, this course was developed through a unique partnership between the Technology Management and Human Capital Management graduate programs at Columbia University School of Professional Studies. Designed by senior consulting partners from top-tier firms, and taught by deeply experienced practitioners, this course offers a comprehensive toolkit that students can apply in both consulting and industry roles. It uniquely integrates practical consulting tools with leadership development to prepare students for the multifaceted challenges of the ‘trusted advisor’ role to clients and leaders.
Prerequisites: at least four semesters of Latin, or the equivalent. Intensive review of Latin syntax with translation of English sentences and paragraphs into Latin.
In this course, students will explore the full product lifecycle from discovery and user research to agile execution, stakeholder engagement, and go-to-market planning. But beyond the tools and tactics, this course invites students to step into the mindset of a product leader: someone who doesn’t just manage ideas, but brings them to life with courage, conviction, and collaboration. Whether you’re refining an existing solution, launching something new, or championing someone else’s vision, you’ll learn how to lead from wherever you are navigating complexity, earning influence without authority, and making impactful decisions even when the destination is unclear.
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Conflicts that arise in family businesses are informed by long family histories and patterns of behavior, multiple identities, and are often characterized by communication breakdowns and emotional upheaval. Conflicts in these contexts are costly emotionally, financially and relationally to family members and also to non-family employees and ultimately to the longevity of the business organization itself. When conflict arises within these contexts it can be difficult to separate the personal relationships from the business relationships. Because these types of business disputes can be especially emotional, how can we most effectively engage with this type of conflict?
This course builds theoretical knowledge by introducing some context specific theories, models, and frameworks. We will build on existing NECR coursework introducing the Three Circle Model of Family Business (Tagiuri and Davis); Founders’s Value Categories Framework (Liebowitz); Dynamical Systems Theory (Coleman, et.al.) as it applies to a family businesses; Family Systems Theory (Bowen; Minuchin) and family dynamics as a subsystem; Sustaining Cycles of Trust Model (Sundaramurthy) and communications in family businesses (Astrachan and McMillan); discuss EQi-2.0 360 version (MHS) and its usefulness in the family business workplace; introduce and administer the Neethling Brain Instrument (Dr. Kobus Neethling & Paul Torrance) (NBI) as a tool for understanding more about individual thinking styles and how this knowledge informs group dynamics.
Case studies will be a primary focus throughout the course, providing examples that address a spectrum of classic family business conflicts. We will use tools to analyze and develop intervention strategies in small and large group activities. This elective course is designed for NECR degree candidates, or any SPS graduate student with an interest in the topic, space permitting. If you are a student outside the NECR program, please contact instructors for additional readings to inform course materials. NECR students will be required to have taken Introduction to Mediation NECR PS5107, Understanding Conflict and Cooperation NECR PS5101, Skills Practicum: Self as Instrument NECR PS5880, Intrapersonal Dynamics NECR PS5124.
Leadership & Management of Nonprofits is designed to provide students with a broad understanding of how nonprofit organizations function, including ways in which the various functional areas of a nonprofit interconnect to achieve its mission and vision. We will address the skills and knowledge needed to lead and manage the operations and programs of an organization as well as work effectively with organizational stakeholders including governing boards, staff, partners and program recipients.
Carbon markets have become a central tool in global efforts to reduce greenhouse gas emissions. This course explores the economics, institutions, and pricing mechanisms that shape these markets, providing students with a fundamental description and analysis of emissions trading systems (ETS), carbon taxes, voluntary carbon markets, internal carbon transfer pricing and emerging financial instruments. Beginning with microeconomic foundations such as externalities and market-based climate policies, students will analyze the role of international organizations and regulatory frameworks, including the Paris Agreement, the Kyoto Protocol, and regional policies like the EU Green Deal, the California carbon market and RGGI. Through real-world case studies, students will evaluate carbon pricing mechanisms across jurisdictions and industries, gaining the analytical skills necessary to assess policy effectiveness and market integrity. Designed for graduate students in environmental economics, public policy, sustainability, and finance, this course is particularly relevant for those pursuing careers in climate policy, carbon finance, and international development.
This course serves as a critical component of the environmental policy and sustainability curriculum, bridging economic theory with practical policy implementation. By integrating key concepts from environmental economics, climate governance, and financial markets, it reinforces students’ understanding of how carbon pricing aligns with broader sustainability goals. Additionally, the course supports programmatic objectives by equipping students with the technical expertise and policy fluency needed to navigate and shape carbon markets. Whether students aim to work in governmental agencies, international organizations, or private-sector sustainability roles, this course provides the necessary foundation to engage with one of the most dynamic areas of climate policy.
This introductory core course examines the central role of marketing and communications in fulfilling the mission of nonprofit institutions of all types and at all stages of development. The programmatic objective of this course is to build a shared set of competencies and understandings around the power, practices, ethical applications, and desired outcomes of nonprofit marketing and communications.
Dramatic changes across civil society in recent years, including the evolving role of nonprofits in democratic discourse and the rise of new forms of communications technologies, means that nonprofit leaders today must have a fundamental understanding of the principles of marketing and communications in order to ensure organizational success both internally and externally. While outreach technologies and trends change rapidly in our era, true excellence in the field is based upon a core group of basic skills that are hardly novel: strong writing and analysis, strategic planning, and the ability to connect disparate individuals across a wide range of disciplines and diverse backgrounds to build an inclusive community around shared goals.
This course is designed to help students gain these skills through engaging with the strategic frameworks and tactical applications needed to create and leverage a range of communications and marketing activities. The course will introduce students to multiple communications and marketing practices designed to engage key stakeholders, including donors, the media, volunteers and advocates, and additional internal and external influencers and sector leaders. Throughout the semester, the principles of diversity, equity, and inclusion in all forms of outreach (written and oral; digital and print) will be foregrounded.
No prior marketing or communications experience is necessary.
The course provides an overview of the opportunities and challenges of transnational financing from public and private sources that seeks to support mitigation and adaptation investments intended to address climate change. Although there is increased and widespread commitment to taking climate action on the part of corporations, financial institutions, countries and sub-national actors, there remains a paucity of examples where a just transition has been furthered. The conditions engendered by the advent of widespread pandemics have exacerbated global differences in capacity and access to solutions. Nevertheless, the emergence of new financial mechanisms and global cooperative responses to the pandemic have revealed potential methods to finance enhancements in mitigation and adaptation in the regions where these are most lacking. We examine current capital and trade flows and their relationship to flows of embedded carbon, methods of carbon pricing and the implementation of low-carbon pathways, with an evaluation of decentralized co-benefits that can advance sustainable development. We combine analysis of carbon accounting and financial structuring to design potential investments in example decarbonization projects which integrate additionality in mitigation and adaptation, co-benefits and poverty alleviation.
Over the past two decades, public and private institutions have set clear targets for environmental, economic, and social performance and they are increasingly using analytical tools to assess problems and measure progress. The advent of “Big Data” has accelerated this work – and opened up new possibilities and challenges. This course will examine the use of data and metrics to shape and implement sustainability policies and programs and to assess and communicate their outcomes.
The course will survey a range of real-world sustainability challenges and evaluate the choices confronting public officials, private companies, NGO’s, advocates, and citizens – and the data that can be used to diagnose problems, develop solutions, and measure success. Particular focus will be given to urban sustainability efforts and corporate sustainability. We will explore how data can be used and misused in each of these domains. Throughout we will emphasize the importance of context, comparability, and completeness of information.
Students will be required to critically evaluate what they read and hear. In addition, the course will give students an opportunity to learn how to express their ideas verbally and in written form and conduct a critical analysis of how environmental data is used to develop and implement public policy. Assignments will give students the opportunity to use their technical and analytical skills while understanding the real-world applications that will be important to their future work as planners, policymakers, advocates, architects, environmentalists, or other professions. The course will feature guest lectures from speakers who are leaders in their fields. Lecture topics may be moved to accommodate speaker travel and availability. Notice will be provided to students in advance of any schedule changes.
This course covers the basic elements of crisis communication and the procedures for creating crisis communications plans and for reacting to crises when they occur. How best to develop various plans for different critical audiences and understand the most effective strategies for communicating your organization’s message during a crisis is explored. The course examines various types of crises that can occur with corporations and nonprofit organizations and the differences and similarities among them. How to avoid the classic and common pitfalls of crisis communication are addressed, as are ethical issues that arise during crises. Numerous case studies are discussed in class and exercises both in and outside of class are assigned so students gain experience in crisis communication situations.
Leading and advancing sustainability within an organization’s operations requires a strategic and balanced approach. Focusing on the integration of a wide range of today’s sustainability drivers, in a manner consistent with the organization’s culture and business objectives, optimizes the chances for long term success and impact. To that end, this course takes a broad high level approach at systematically analyzing both risks & opportunities to integrate sustainability at each step along a complex value chain. Specifically, students will be asked to assume the role of a sustainability professional within a private sector company, tasked with integrating various sustainability strategies, initiatives and tools into the fabric of the business.
Throughout the semester, the entire end-to-end value chain will be examined, however it is not the intent to conduct full in-depth technical analyses of each value chain area, rather we will look at sustainable operations from a high-level strategic management viewpoint, discussing integration opportunities and intersections related to: product design, procurement, logistics, physical operations, stakeholder engagement, product/service use and end-of-life disposition.
By considering the organization holistically, we will discuss analytical concepts and industry tools related to life cycle thinking, cost/benefit analyses, corporate sustainability strategies, and risk assessments. In addition to technical sustainability considerations such as climate change, energy, water and waste, students will learn to implement practical sustainability initiatives within operating organizations by carefully considering key stakeholder expectations and overall materiality. Finally, the intersection of sustainability and brand purpose will be explored, helping to find the sweet spot between sustainability science and creative/marketing communication.
In an era of growing environmental and social awareness, supply chains have emerged as a powerful lever for driving
sustainability in operations. Supply chain emissions are, on average, 11.4 times higher than operational emissions (1)
making them a critical focal point for impactful change in operations. This course explores the essential role of supply
chains in achieving sustainable outcomes and equips students with the tools and insights needed to transform
conventional practices into innovative, responsible, and efficient systems. This course is part of a broader curriculum
aimed at cultivating leaders who can integrate sustainability into the heart of business strategy. It is designed for
students from diverse professional and academic backgrounds, no prior experience in operations or supply chain
management is required to excel in this course.
Through this interdisciplinary journey, students will gain a robust foundation in supply chain management, learning
to integrate sustainability principles across operations. The course balances analytical skills with creative problem-
solving, preparing students to address real-world challenges. Upon completing this course, students will gain a
comprehensive skillset to analyze, design, and implement sustainable operations solutions in their future careers.
Students will gain a comprehensive understanding of the strategic role of supply chains in modern economies,
including their critical impact in decarbonization efforts. Students will also learn to apply key analytical tools such as
demand forecasting and risk assessment, while mastering strategies for sourcing, supplier management, and logistics
optimization.
In this advanced professional writing workshop, students are guided through the process of crafting a significant publication-ready piece of writing, applying principles of journalism and strategic communication. Whether a book chapter, in-depth feature article, white paper, or policy proposal, each student’s unique project will require mastering a range of communication tools—including storytelling, data presentation, observation, and analysis.
This course explores and applies insights from a variety of academic disciplines to social conflict in urban areas. In addition, in this course we will treat the urban experience as the stage where social conflicts (family, corporate, political, etc.) are experienced and transformed collectively.
Analyzing and Resolving Urban Conflict explores the contribution that the fields of conflict resolution, human geography, urban studies, and peace and conflict studies can offer to support efforts in lowering violence. This course also seeks to identify and resolve the underlying issues and patterns causing the outbreak and proliferation of violence in cities.
Specifically, the entire world is facing dramatic demographic changes due to the massive movement of people within and across national territories. According to the United Nations, by 2050, two out of every three people are likely to be living in cities or other urban centers. Domestically and internationally, cities are already becoming settings of new social and violent conflicts. We are already witnessing less rural insurgency and more urban insurgency, fewer guerrillas and more gangs and urban militias. In fact, urban areas are becoming the hubs of the transnational flow of commodities and people, of both licit and illicit markets. Cities around the world are increasingly stages where social problems, such as income inequality, racism, and gender-based violence are manifesting and being politically addressed via social movements.
The course will have an interdisciplinary approach and will draw especially from the fields of anthropology, human geography, and peace and conflict studies. Throughout the course, these disciplines will be in dialogue with systems thinking approaches to analyze and transform social conflicts. In particular, students will also have an opportunity to apply the concepts learned by mapping and analyzing a case study of urban conflict.
Furthermore, the instructor will provide insights, principles and notions he has gained over the years while working as both a practitioner and a scholar in challenging urban environments such as Medellin and Bogotá, Colombia.
Effective dialogue is one of the single most important activities of leaders today. Whether you are confronting a team member who is not keeping commitments, critiquing a colleague’s work, disagreeing with a spouse about financial decisions, or telling someone no, critical conversations are often avoided or handled in clumsy ways. This course will provide the theory underpinning these conversations, diagram their structure, and provide specific strategies for approaching them successfully.
In this course, students will critically analyze and consider the successes and challenges facing the NFL. Specifically, students will be tasked with identifying what accounts for its success as both a corporate and cultural institution; what lessons can be drawn from the success of the NFL that could pertain to other industries, whether in professional sports or elsewhere; and importantly, how the NFL is actually run as a business. Students will take a deep dive into a variety of subjects within the business of the NFL have first-hand access to NFL insiders from a variety of sectors within the league, and be tasked with cultivating business, marketing, leadership and general decision-making skills drawn from real-world experiences within the NFL.
This course is designed to provide students with working knowledge on how to make successful investments in sustainable companies and to prepare students to be conversationally literate in financial reporting. As you leave the school and become leaders of organizations financial literacy will be a skill set that will be vital to success no matter what career path you go down. It starts with a strong foundation in accounting and corporate finance, then moves on to ESG/Impact screening of potential investments, along with valuation techniques used to arrive at a purchase price. It will explore financial models that can aggregate multiple variables used to drive investment decisions.
To understand and lead a transition to a sustainability-aware business, managers must first be familiar with the terminology, practices and consequences of traditional accounting and finance. Students will learn traditional financial and accounting methods and tools. We will examine how these methods and tools are changing to improve product and service design, resource efficiency and allocation, employee productivity and sustainability performance outcomes. Students will learn how value is created in a company and the different methods employed to create that value, conduct due diligence, discuss optimal capital structure to finance a transaction, execute a transaction, and implement a Sustainability-based value-added operating plan to the target company. The course will conclude with students preparing a persuasive investment memo and accompanying financial model to the investment committee of an impact investing asset management firm. The course also provides a practical introduction to selected non-financial accounting topics including sustainability reporting standards, ESG corporate performance indicators and corporate social responsibility report (CSR Reporting).
This course explores the role of nonprofit organizations in the formation and implementation of public policy in the United States. As the influence and scope of the nonprofit sector continue to grow, nonprofit organizations increasingly shape policy debates, represent community perspectives, and contribute to the development and implementation of public policy. Understanding how nonprofits engage in the policy process has broad implications for future public sector professionals and those working to advance the common good.
The course provides students with an introduction to the public policy process and examines the ways nonprofit organizations participate in it. Topics include lobbying and advocacy, government regulation of nonprofit organizations, ballot initiatives, grantmaking for public policy, ethics in public interest lobbying, and the challenges facing nonprofit advocacy. Students will also explore how nonprofit organizations build the organizational capacity to engage in policy work and how public policy affects nonprofit operations and mission.
Through applied analysis and case studies, students will develop essential skills in lobbying, policy analysis, strategic advocacy campaign design, and—crucially—coalition building. The course emphasizes how ideas and insights from nonprofit practice can inform policy development and implementation, and how organizations can translate community needs into effective policy strategies.
More broadly, the course situates nonprofit advocacy within the social, political, economic, and philanthropic factors that shape the nonprofit sector. By examining the relationship between nonprofits and the public sector, students will gain practical insight into the challenges facing public institutions and communities. The course supports professional preparation for careers in public service, policy, and administration, and provides a strong foundation for students interested in pursuing graduate study in fields such as law, public administration, public policy, and other areas focused on public affairs.
Course Overview
Transportation accounts for about 25% of global GHG emissions. Significantly reducing emissions in this sector is fundamental for addressing climate change. Historically, the technical and commercial tools for tackling emissions in this sector have lagged other sectors (for example, electricity production). But over the last several years, this dynamic has changed and there is now unprecedented capital and brainpower focused on transportation decarbonization. The course focuses on capturing the key elements that will speed the scale-up to low- and no- carbon transportation (“sustainable transportation”) across the breadth of transportation sectors. In doing so, this scale-up will create new industries and business models – and has the potential to benefit a wide group of people, including those who in the past have been disproportionally affected by poor air quality caused by existing transportation sources. The course is designed for any student who wishes to understand these elements in a deeper way.
The course will explore the decarbonization opportunities and challenges across the various transportation sectors, including light duty, commercial fleets, public transportation, aviation, and marine sectors – as well as areas that cut across all sectors, such as battery adoption, the supply chain for materials, fueling/charging. and the impact of hydrogen. Because the carbon content of propulsion fuels is dependent on other sectors (for example, the transition to renewable electricity), the course will examine the energy transition in transportation in the context of broader decarbonization trends. In exploring each transportation sub-sector, the course will focus mainly from the commercial perspective, but will incorporate the external factors (e.g., innovation, policy, macro-factors) that affect commercial success.
The course is intended for anyone wishing to further their knowledge or their career in the areas of sustainable transportation – especially in areas related to electric transportation. The course will rely on lectures and discussions, both led by the professor and guest lecturers. There are no prerequisites for the course. The course assignments will include a combination of problem sets, financial modeling, and case studies/written assignments. No previous financial modeling experience is required; the professor and/or TA will provid
APPLIED MACHINE LEARNING I
APPLIED MACHINE LEARNING I
This course provides an overview of the traditional ERM frameworks used to identify, assess, manage, and disclose key organizational risks. The traditional ERM frameworks are those that are more commonly in use and include COSO ERM, ISO 31000, and the Basel Accords. This course also provides an understanding of the methods, tools, techniques, and terminology most organizations use to manage their key risks, presented in the context of the foundational elements of an ERM process. This will enable students to navigate the ERM landscape within most organizations, and, along with the second-semester course Value-Based ERM, evaluate opportunities to enhance the existing ERM practices and evolve their ERM programs over time.
Weekly lectures will introduce film grammar, textual analysis, staging, the camera as narrator, pre-visualization, shot progression, directorial style, working with actors and editing. Lectures by all members of the full time directing faculty anchor the class, highlighting a range of directorial approaches with additional lectures on the techniques and aesthetics of editing. Each lecture will be supported by visual material from master film directors as well as the examples of the short films students will be required to produce in their first two semesters. For the final 7 weeks of the term, a student fellow will be available to mentor students through the planning of their 3-5 films.
This course will build on the topics and tactics covered in Business Intelligence in Sports to create a real-life learning lab where students can apply key concepts and expand their techniques against real data from a partner professional sports team. More advanced skills around SQL, Tableau, and R will be developed and applied to relevant scenarios using available data such as customer demographics, behaviors, tickets, attendance, social media, marketing, surveys, and sponsorships. Students will leave the class prepared to join a team’s business intelligence department and make immediate contributions.
Generative AI represents a pivotal technological evolution with profound implications for the global economy and modern society. This course delves into the decades-long development of AI and machine learning, emphasizing its emergence as a critical economic and strategic force. As we explore this technology, we will assess its potential to revolutionize industries, enhance capabilities, and introduce complex challenges related to security, identity, and ethical considerations.
In this dynamic landscape, both incumbent businesses and governmental bodies face the urgent need to adapt to this disruption and the transformative changes it heralds. This course seeks to unpack the catalysts of this technological surge, its foundational principles, and the critical knowledge required for modern leadership in the AI era.
Generative AI represents a pivotal technological evolution with profound implications for the global economy and modern society. This course delves into the decades-long development of AI and machine learning, emphasizing its emergence as a critical economic and strategic force. As we explore this technology, we will assess its potential to revolutionize industries, enhance capabilities, and introduce complex challenges related to security, identity, and ethical considerations.
In this dynamic landscape, both incumbent businesses and governmental bodies face the urgent need to adapt to this disruption and the transformative changes it heralds. This course seeks to unpack the catalysts of this technological surge, its foundational principles, and the critical knowledge required for modern leadership in the AI era.
Prerequisites: graduate standing. Introductory survey of major concepts and areas of research in social and cultural anthropology. Emphasis is on both the field as it is currently constituted and its relationship to other scholarly and professional disciplines. Required for students in Anthropology Department's master degree program and for students in the graduate programs of other departments and professional schools desiring an introduction in this field.
This course explores the intersection of theory and practice in conflict resolution, giving students the opportunity to apply theories, models, and frameworks to real world scenarios. Students will analyze case studies, review current events, and bring to bear their own experiences in international, organizational, community and interpersonal conflicts in an interactive setting as they continue to develop and hone their critical thinking and conflict analysis skills.
Drawing from the disciplines of social and clinical psychology, political and organizational sciences, and international relations, conflict resolution practitioners have at their disposal a wealth of research that can inform their analysis of a situation and how to assist parties to mitigate, de-escalate and prevent conflict.
Participants in this class engage with the course readings, instructors, and each other to critically analyze and deconstruct complex conflicts in a variety of contexts. A focus on the actors, issues, structures, strategies, and processes inherent in a conflict will be used to identify opportunities to change conflict dynamics. Applying conflict resolution constructs and frameworks such as interdependence, intergroup conflict, social identity, bias, peacebuilding, power dynamics, culture, and negotiation frameworks, are among the key learnings integrated into the course.
The competencies advanced in this class are intended to be applicable beyond the program into other areas of life. Students will be empowered to reflect critically on texts, select relevant data, understand the applicability of a theory, and offer results-based recommendations in contexts ranging from global to personal.
APPLIED MACHINE LEARNING II
This course examines the discipline of global marketing communication, including the environmental factors that enabled global marketing. The course assesses early models of communication management and the current factors that enable global communication programs: the identification of global target audiences; the kinds of products and services that lend themselves to global communication and those that don’t; and the characteristics of leadership brands that are preeminent in global communication today. Students consider how levels of development and cultural values affect communication programs and how local differences can be reflected in global programs. Message creation and the available methods of message distribution are evaluated in the context of current and future trends. Students learn how to approach strategy and develop an integrated, holistic global communication program and how to manage such a program.
This course will present students with the architecture, data, methods, and use cases of environmental indicators, from national-level indices to spatial indices. The course will draw on the instructor’s experience in developing environmental sustainability, vulnerability and risk indicators for the Yale/Columbia EPI as well as for a diverse range of clients including the Global Environmental Facility, UN Environment, and the US Agency for International Development. Guest lecturers will provide exposure to Lamont experience in monitoring the ecological and health impacts of environmental pollution and the use of environmental indicators in New York City government. Beyond lecture and discussion, classroom activities will include learning games, role play and case study methods.
The course will explore alternative framings of sustainability, vulnerability and performance, as well as design approaches and aggregation techniques for creating composite indicators (e.g., hierarchical approaches vs. data reduction methods such as principal components analysis). The course will examine data sources from both in-situ monitoring and satellite remote sensing, and issues with their evaluation and appropriateness for use cases and end users. In lab sessions, the students will use pre-packaged data and basic statistical packages to understand the factors that influence index and ranking results, and will construct their own simple comparative index for a thematic area and region or country of their choice. They will learn to critically assess existing indicators and indices, and to construct their own. In addition, students will assess the impacts of environmental performance in several developing and developed countries using available data (e.g., pollutant levels in soils and air in Beijing and NYC), and project future changes based on the trends they see in their assessments. The course will also examine theories that describe the role of scientific information in decision-making processes, and factors that influence the uptake of information in those processes. The course will present best practices for designing effective indicators that can drive policy decisions.
Advising Note:
Students are required to have had prior coursework in descriptive and inferential statistics.
Conflict and communications technologies are inextricably connected and this relationship is increasingly mediated by social networks. Individuals and organizations face many challenges in using online technology for collaboration and conflict mediation purposes. Recent software innovations can facilitate knowledge acquisition, network building, and the analysis and presentation of conflict-related data. For professionals working in the field of conflict resolution, it is imperative to understand the role developments in communications technologies has played in exacerbating and/or resolving conflicts.
This course will analyze the relationship between conflict and communications technologies. It will explore the challenges that individuals and networks face in using online technology for collaboration and conflict mediation purposes. It will demonstrate how recent software and social media innovations can facilitate knowledge acquisition, network building, and the analysis and presentation of conflict-related data. Finally, it will analyze contemporary cases where developments in communications technologies have played a critical role in exacerbating and/or resolving conflicts.
The course focuses on international peacebuilding and business and human rights cases. The former cases include Israel-Palestine, refugees, African peacebuilding, genocide prevention, and election violence monitoring. The latter cases include online harassment, cross-national email conflicts, sex trafficking, new business models such as Uber and AirBnB, and extractive resource conflicts.
The course will also instruct students in the use of social software (such as blogs, social media curation, and networking/visual mapping) and improve their “digital literacy” on a range of technologies. The course will provide practical (and often provocative) examples and challenge students to reflect on how these experiences and tools will be useful in their professional development and work environments.
Prerequisites: Knowledge of statistics basics and programming skills in any programming language. Surveys the field of quantitative investment strategies from a buy side perspective, through the eyes of portfolio managers, analysts and investors. Financial modeling there often involves avoiding complexity in favor of simplicity and practical compromise. All necessary material scattered in finance, computer science and statistics is combined into a project-based curriculum, which give students hands-on experience to solve real world problems in portfolio management. Students will work with market and historical data to develop and test trading and risk management strategies. Programming projects are required to complete this course.
This course is designed to furnish students with a conceptual framework for understanding climate tech innovation and an overview of practical ways to professionally engage in it. We focus on climate tech because the current global rate of decarbonization is not sufficient to limit warming to 1.5°C. To accelerate the rate of change and stabilize our planet’s climate, innovative technology development and diffusion is required. Beyond the moral imperative, rapid decarbonization represents an unprecedented economic opportunity. To realize the promise of a low-carbon economy, new practitioners must join the innovation ecosystem and drive it forward. This course will prepare students to do so.
The course starts by framing what climate tech means (i.e., all technologies focused on mitigating greenhouse gas emissions and addressing the impacts of climate change) and how climate tech innovation will occur (i.e., as a complex process including co-evolution of technology, regulations, infrastructure, and consumer behavior). It then provides an overview of the innovation value chain including various stakeholders and avenues for professional involvement. It concludes with a survey of sectoral innovation opportunities. Considerations of equity and just transition are covered throughout.
The global sports industry is substantial, encompassing various aspects such as sporting events, merchandise, broadcasting, and more. In 2024, the industry's revenue amounted to nearly $470 billion. By 2028, the global sports market is expected to surpass $680 billion. By 2027, the global sports market is expected to surpass $623 billion. However, the influence of sports extends far beyond the field. Fans are both dedicated and passionate supporters who contribute to the industry's success and have a massive following across continents. From local matches to international tournaments, fans engage through attendance, viewership, merchandise purchases, social media interactions, and so much more.
As the market continues to grow, the sports industry has made significant progress toward embracing sustainability practices. Brands are increasingly transparent about their sustainability efforts, businesses are looking to partner with sustainability-focused organizations that have reputable certifications and initiatives, real estate developers and investors are designing environmentally friendly facilities, and athletes and their fan bases are demanding climate action, just to name a few. Despite some progress, there's ample room for growth within emerging sustainability practices in sports. Continued innovation can lead to eco-friendly materials, sustainable event management, ensuring sustainability across supply chains, and greening stadiums, venues, and event infrastructure, which can further minimize resource consumption and pollution and contribute to a healthier planet.
This course introduces the concept of sustainability and its relevance to the sports industry. It examines the environmental, social, and economic impacts of sports activities, events, and organizations and explores the strategies and practices that can enhance the sustainability performance of the sports sector. The course covers topics such as the definitions and dimensions of sustainability and how they relate to sports; the drivers and challenges of sustainability in sports (climate change, stakeholder expectations, governance, and innovation); frameworks and tools for assessing and reporting on sustainability in sports; best practices and case studies of sustainability in sports; and opportunities and benefits of sustainability in sports (fan engagement, athlete activism, business development, and social impact).
This course will be structured in the following main se
The global sports industry is substantial, encompassing various aspects such as sporting events, merchandise, broadcasting, and more. In 2022, the industry's revenue amounted to nearly $487 billion. By 2027, the global sports market is expected to surpass $623 billion.
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However, the influence of sports extends far beyond the field. Fans are both dedicated and passionate supporters who contribute to the industry's success and have a massive following across continents. From local matches to international tournaments, fans engage through attendance, viewership, merchandise purchases, social media interactions, and so much more.
As the market continues to grow, the sports industry has made significant progress toward embracing sustainability practices. Brands are increasingly transparent about their sustainability efforts, businesses are looking to partner with sustainability-focused organizations that have reputable certifications and initiatives, real estate developers and investors are designing environmentally friendly facilities, and athletes and their fan bases are demanding climate action, just to name a few. Despite some progress, there's ample room for growth within emerging sustainability practices in sports. Continued innovation can lead to eco-friendly materials, sustainable event management, ensuring sustainability across supply chains, and greening stadiums, venues, and event infrastructure, which can further minimize resource consumption and pollution and contribute to a healthier planet.
This course introduces the concept of sustainability and its relevance to the sports industry. It examines the environmental, social, and economic impacts of sports activities, events, and organizations and explores the strategies and practices that can enhance the sustainability performance of the sports sector. The course covers topics such as the definitions and dimensions of sustainability and how they relate to sports; the drivers and challenges of sustainability in sports (climate change, stakeholder expectations, governance, and innovation); frameworks and tools for assessing and reporting on sustainability in sports; best practices and case studies of sustainability in sports; and opportunities and benefits of sustainability in sports (fan engagement, athlete activism, business development, and social impact).
Our interpersonal experiences and the personal identities we hold both shape and contribute to our individual concepts of health, as well as to our awareness of the beliefs and identities held by others. This course examines how various marginalized groups have historically organized and advocated to bring about change in communities impacted by health disparities and social injustice. How can understanding their stories and the strategies they've implemented to construct, share, and collect their narratives, inform health professionals and their allies in developing new and innovative approaches to hear, interpret, and respond to the needs of the communities they are charged with serving? At a time when a renewed focus is being placed on health equity, social justice, race, bias, resource distribution, and access, it is imperative to look more closely at the experiences of communities and the individuals within them who have been placed at greater vulnerability. With an attentiveness to intersectionality, critical race theory, and media studies, course materials will guide an exploration of narrative and its relationship to activism, advocacy, and messaging around community health.
Agriculture is highly dependent on stable climate conditions to produce the world’s food with sufficient nutritional quality at an affordable cost. Climate change is threatening the breadbaskets of the world with shifting rainfall, pests, and weather patterns. Farmers face enormous challenges in adapting to this volatility that is affecting their livelihoods and communities locally, and threatens the global food systems stability. Adaptation to these changes has become a high priority for policy makers, corporations, and investors around the world. Climate smart agriculture presents solutions to the existential threat to the global food supply by utilizing a range of tech enabled methods for producing more food with less resources. The challenge is daunting because there is no “one size fits all” solution. Instead, localized solutions that meet the social, environmental, and economic realities of farmers need to be developed, accelerated, and implemented.
Provides a global review of ERM requirements of regulators, rating agencies, and shareholders. Addresses three industry sectors: (1) insurance; (2) banking; and (3) corporate.
This course introduces students to the economic importance of brand building activities based on the proven link between brand equity and business performance. Students examine the role that strategy and communication play in building brand equity, and explore how the changing media landscape is causing companies to rethink traditional brand-building practices. Students will use critical thinking, case-analysis, market research, and strategic presentations to persuade a business decision maker to invest in brand building efforts. For students who are interested in building stronger brand cultures within their organizations (for both the profit and nonprofit sectors) and/or for pursuing careers on the brand side of strategy, this course answers the question: Why should businesses and institutions care about branding?
In April 2022, the Intergovernmental Panel on Climate Change (IPCC) reported that global efforts are unlikely to reduce carbon emissions in line with COP21 targets of 1.5o C above preindustrial levels. This finding underscores the urgency around decarbonizing the economy and sustainably managing natural resources. A so-called “big, hairy, audacious goal,” it requires that similarly ambitious solutions be implemented across countries and industries.
It is only by measuring resources that stakeholders can manage them and ensure that they are available in sufficient quantities for future generations. Web tools provide up-to-date analyses of aggregated data; distill complex issues into accessible visualizations; enable users to drill down to answer questions; offer insights into complicated and interdependent issues; and display changes in performance over time. For example, Sustainable 1/S&P Global’s ESG Scores are valuable because they expose patterns in data related to environmental, social and governance risks and opportunities.
This elective course will introduce students to the digital product management role in the context of sustainability. Students will get a strong understanding of what it means to be a product manager and its role in the organization. The course will demonstrate how to define a product vision; identify a product strategy; create product roadmaps; design a customer experience; enable data-driven decisions; understand the development process; manage for results; and, by “leading through influence,” coordinate cross-functional teams of business analysts, developers, data providers, marketing, users, customers, senior management and other stakeholders. The course is about product strategy and how to innovate and launch new products and features. Students will be prepared for product management roles in companies; though many of those skills are applicable to entrepreneurship, the course is not geared toward start-ups or new ventures.
This course is for leaders who want to challenge and transform existing ways of working for a greater positive impact on society. You will build the technical skills needed to bring Human-Centered Design (HCD) and innovation to projects and programs through a combination of lectures and assignments. At a higher level, you will also better understand what is needed to launch and manage innovation strategies and projects at NGOs and INGOs. This course builds a foundational understanding of innovation strategies, tools, and ecosystem in the social impact sector. Together, we will also heavily critique the status quo – including power dynamics, innovation methods and consider the importance of ethics, diversity, equity, inclusion, and accessibility (DEIA) – all with the motivation to build an improved practice of innovation. The course will bring together perspectives and guest speakers from across the globe who are diverse ecosystem actors, including innovators and implementers, funders, consultants, and
conveners.
This course has three phases. Phase 1 will provide a foundational understanding of innovation strategy, methodology, and tools, including human-centered design, user personas, journey mapping, etc. In Phase 2, you will be able to better contextualize innovation in the social impact sector, particularly from the perspective of NGOs, INGOs, and U.N. agencies. We will also dive into how DEIA, power, and creative capacities intersect with designing for social impact and learn practical skills for structuring an innovation project. Finally, in Phase 3, the instructor will share perspectives and lessons from practicing innovation for over a decade and help you identify areas of opportunity and entry points for your careers.
As future leaders and innovators in the social impact sector, you will be encouraged to think beyond how thingscurrently operate and expected to explore where and how the innovation sector itself needs to evolve. You will
complete this course with more clarity on your journey in innovation with coaching from the instructor and engaging
conversations with guest speakers.