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- April 2018 (Revised May 2018)
- Case
Goldman Sachs: Making an Imprint in Impact Investing
By: Shawn Cole, Vikram S. Gandhi, Caitlin Reimers Brumme and Lynn Schenk
Goldman Sachs acquired Imprint Capital Advisors, a small firm that specialized in advising clients on environmental/social/governance (ESG) and impact investments. The founders sold Imprint with the belief that joining a global financial firm would help to scale impact... View Details
- April 2018 (Revised September 2019)
- Case
Growing a Cluster: The Singapore Biomedical Sciences Initiative
By: Michael Porter and Christian H.M. Ketels
- Article
Investors as Stewards of the Commons?
By: George Serafeim
Over the past few years, there has been a significant increase in the number of initiatives seeking to mobilize investor voice towards positive social impact. In this paper, I provide a framework outlining the role of investors as stewards of the commons. While... View Details
- Article
Space, the Final Economic Frontier
After decades of centralized control of economic activity in space, NASA and U.S. policymakers have begun to cede the direction of human activities in space to commercial companies. NASA garnered more than 0.7% of GDP in the mid-1960s but is only around 0.1% of GDP... View Details
- March 2018 (Revised April 2018)
- Case
Morgan Stanley: Building Long-Term Sustainability
By: Vikram S. Gandhi and Lynn Schenk
This case focuses on the 10-year journey of one of the world's largest global financial institutions developing a sustainability strategy and integrating it across all of its business units. The case provides a deep dive into the challenges and successes of trying to... View Details
- March 2018
- Case
Chaudhary Group: Rebuilding Nepal
By: Christopher J. Malloy, Lauren H. Cohen and Inakshi Sobti
After the 2015 Nepal earthquake, the Chaudhary Group, a billion-dollar conglomerate in Nepal, decides to play a pivotal role in rebuilding the country. The Group's philanthropic arm (Chaudhary Foundation) works with stakeholders and develops a blue print for short- and... View Details
Keywords: Leadership; Family Business; Decision Choices and Conditions; Developing Countries and Economies; Social Entrepreneurship; Values and Beliefs; Venture Capital; Microfinance; Geographic Location; Collaborative Innovation and Invention; Management; Crisis Management; Management Teams; Resource Allocation; Business and Community Relations; Business and Government Relations; Natural Disasters; Social and Collaborative Networks; Social Issues; Business Strategy; Consumer Products Industry; Banking Industry; Auto Industry; Real Estate Industry; Travel Industry; Nepal
- March 2018
- Supplement
Chaudhary Group: Rebuilding Nepal (B)
By: Christopher J. Malloy, Lauren H. Cohen and Inakshi Sobti
Supplements the (A) case. Having successfully spearheaded relief work in the aftermath of the Nepal earthquake, the Chaudhary Foundation envisions creating a more comprehensive and sustainable development model. They are keen to build a model village that integrates... View Details
Keywords: Leadership; Family Business; Decision Choices and Conditions; Developing Countries and Economies; Social Entrepreneurship; Values and Beliefs; Venture Capital; Microfinance; Geographic Location; Collaborative Innovation and Invention; Management; Crisis Management; Management Teams; Resource Allocation; Business and Community Relations; Business and Government Relations; Natural Disasters; Social and Collaborative Networks; Social Issues; Business Strategy; Consumer Products Industry; Banking Industry; Auto Industry; Real Estate Industry; Travel Industry; Nepal
- March 2018 (Revised May 2018)
- Case
Celgene
By: Malcolm Baker and Emily McComb
In February 2011, Adam Koppel, a managing director at Brookside Capital, the public equity arm of Bain Capital, must decide whether to increase or exit the firm’s position in Celgene Corporation. News has emerged that raises potential safety concerns associated with... View Details
- March 2018 (Revised May 2018)
- Supplement
Celgene (B)
By: Malcolm Baker and Emily McComb
Supplements the (A) case. View Details
- February 2018 (Revised October 2019)
- Technical Note
The Art and Science of Brand Valuation
By: Jill Avery
Brand valuation, the art and science of calculating the economic value accruing to a firm from its use of an intangible brand asset, yields frustratingly inconsistent, discrepant, and, therefore, controversial results. While it is widely accepted that brands are... View Details
Keywords: Brand Valuation; Brand Value; Brand; Brand Management; Marketing ROI; Brand Equity; Analytics; Return On Investment; Brands and Branding; Valuation; Marketing; Marketing Strategy; Investment Return; Consumer Behavior; Advertising Industry; Consumer Products Industry; Apparel and Accessories Industry; Auto Industry; Beauty and Cosmetics Industry; Electronics Industry; Fashion Industry; Food and Beverage Industry
- February 2018
- Supplement
People Analytics at Teach For America (B)
By: Jeffrey T. Polzer and Julia Kelley
This is a supplement to the People Analytics at Teach For America (A) case. In this supplement, Managing Director Michael Metzger must decide how to extend his team’s predictive analytics work using Natural Language Processing (NLP) techniques. View Details
- 2018
- Chapter
The Trust Imperative
By: Richard Edelman, Stephen A. Greyser, E. Bruce Harrison and Tom Martin
CHAPTER SUMMARY: Successful relationships depend on trust—trust between spouses, trust between parent and child, trust between enterprises and their stakeholders. This chapter focuses on the factors that build trust in organizations, as well as the forces that can... View Details
- 2019
- Working Paper
Machine Learning Approaches to Facial and Text Analysis: Discovering CEO Oral Communication Styles
By: Prithwiraj Choudhury, Dan Wang, Natalie A. Carlson and Tarun Khanna
We demonstrate how a novel synthesis of three methods—(1) unsupervised topic modeling of text data to generate new measures of textual variance, (2) sentiment analysis of text data, and (3) supervised ML coding of facial images with a cutting-edge convolutional neural... View Details
- January 2018
- Case
Environmental Technology Fund Partners and E-Leather
By: Vikram S. Gandhi and Aldo Sesia
It is 2014 and Environmental Technologies Fund (ETF) Partners, a UK-based venture capital firm, has an opportunity to invest in a privately held UK company that manufactured engineered composition leather extracted from waste leather using an environmentally friendly... View Details
- January 2018
- Case
Viacom: Democratization of Data Science
By: Shane Greenstein and Christine Snively
In two short years, Viacom’s Data Science & Advanced Analytics team built a web platform called Science Central that allowed employees from Viacom’s 20+ cable networks to access television audience insights through three data science apps. In the past, employees would... View Details
- January 2018 (Revised May 2019)
- Case
Adeo Health Science: Turning a Product into a Brand
By: Elizabeth A. Keenan and Jill Avery
For decades, American parents were warned to avoid introducing potential allergens to their babies prior to their first birthday. But two influential clinical studies caused the medical establishment to radically reverse its position. Parents were now warned that... View Details
Keywords: Startup; Health Care; Consumer; Consumer Products; Branding; Distribution; Retailing; Go To Market Strategy; Marketing; Marketing Channels; Marketing Communications; Brands and Branding; Marketing Strategy; Entrepreneurship; Health Care and Treatment; Consumer Products Industry; Health Industry; United States; North America
- January 2018
- Article
Big Data and Big Cities: The Promises and Limitations of Improved Measures of Urban Life
By: Edward L. Glaeser, Scott Duke Kominers, Michael Luca and Nikhil Naik
New, "big" data sources allow measurement of city characteristics and outcome variables at higher frequencies and finer geographic scales than ever before. However, big data will not solve large urban social science questions on its own. Big data has the most value for... View Details
- Article
Mitigating Bias in Adaptive Data Gathering via Differential Privacy
By: Seth Neel and Aaron Leon Roth
Data that is gathered adaptively—via bandit algorithms, for example—exhibits bias. This is true both when gathering simple numeric valued data—the empirical means kept track of by stochastic bandit algorithms are biased downwards—and when gathering more complicated... View Details
- 2018
- Report
The Future of Nuclear Energy in a Carbon-Constrained World: An Interdisciplinary MIT Study
The Future of Nuclear Energy in a Carbon-Constrained World study is the eighth in the MIT Energy Initiative’s "Future of" series, which aims to shed light on a range of complex and important issues involving energy and the environment. A central theme is... View Details