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- September–October 2020
- Article
Social-Impact Efforts That Create Real Value
By: George Serafeim
Until the mid-2010s few investors paid attention to environmental, social, and governance (ESG) data—information about companies’ carbon footprints, labor policies, board makeup, and so forth. Today the data is widely used by investors. How can organizations create... View Details
Keywords: Sustainability; Sustainability Management; ESG; ESG (Environmental, Social, Governance) Performance; ESG Disclosure; ESG Disclosure Metrics; ESG Ratings; ESG Reporting; Social Impact; Impact Measurement; Social Innovation; Purpose; Corporate Purpose; Corporate Social Responsibility; Strategy; Social Enterprise; Society; Accounting; Investment; Environmental Sustainability; Climate Change; Corporate Strategy; Mission and Purpose; Corporate Social Responsibility and Impact; Financial Services Industry; Chemical Industry; Technology Industry; Consumer Products Industry; Pharmaceutical Industry; North America; Europe; Japan; Australia
- August 2020 (Revised September 2020)
- Technical Note
Assessing Prediction Accuracy of Machine Learning Models
The note introduces a variety of methods to assess the accuracy of machine learning prediction models. The note begins by briefly introducing machine learning, overfitting, training versus test datasets, and cross validation. The following accuracy metrics and tools... View Details
- 2021
- Working Paper
Time and the Value of Data
By: Ehsan Valavi, Joel Hestness, Newsha Ardalani and Marco Iansiti
Managers often believe that collecting more data will continually improve the accuracy of their machine learning models. However, we argue in this paper that when data lose relevance over time, it may be optimal to collect a limited amount of recent data instead of... View Details
- August 2020
- Technical Note
Comparing Two Groups: Sampling and t-Testing
This note describes sampling and t-tests, two fundamental statistical concepts. View Details
- August 2020 (Revised December 2020)
- Case
General Dennis L. Via: People First, Mission Always
By: Boris Groysberg, Susan Seligson, Katherine Connolly Baden and Robin Abrahams
Dennis L. Via, was a retired four-star U.S. Army general and one of the world’s foremost experts on logistics, crisis management, supply chains, and maintaining a state of readiness at all times. As he reflected back on his career and leadership experience during the... View Details
- Article
Common Variants of the Oxytocin Receptor Gene Do Not Predict the Positive Mood Benefits of Prosocial Spending
By: Ashley V. Whillans, Lara B. Aknin, Colin Ross, Lihan Chen and Frances S. Chen
Who benefits most from helping others? Previous research suggests that common polymorphisms of the oxytocin receptor gene (OXTR) predict whether people behave generously and experience increases in positive mood in response to socially-focused experiences in daily... View Details
- 2020
- Working Paper
Updating the Balanced Scorecard for Triple Bottom Line Strategies
By: Robert S. Kaplan and David McMillan
Many companies are now attempting to achieve triple bottom line performance on financial, environmental, and societal metrics. Successful strategies for such performance, however, generally require new relationships among multiple players in multiple sectors across a... View Details
- Article
The Importance of Being Causal
By: Iavor I Bojinov, Albert Chen and Min Liu
Causal inference is the study of how actions, interventions, or treatments affect outcomes of interest. The methods that have received the lion’s share of attention in the data science literature for establishing causation are variations of randomized experiments.... View Details
- July 2020
- Case
Applying Data Science and Analytics at P&G
By: Srikant M. Datar, Sarah Mehta and Paul Hamilton
Set in December 2019, this case explores how P&G has applied data science and analytics to cut costs and improve outcomes across its business units. The case provides an overview of P&G’s approach to data management and governance, and reviews the challenges associated... View Details
- June 2020
- Case
Breakthroughs at Blueprint Medicines
By: Richard G. Hamermesh, Kathy Giusti and Susie L. Ma
Precision medicine company Blueprint Medicines was building a successful track record for bringing drug therapies to market 40% faster than average. The company had spent $40 million dollars and two years building a compound library that became its drug development... View Details
- June 2020
- Teaching Note
Generation Investment Management
By: Vikram S. Gandhi and Sarah Mehta
This teaching note provides guidance for teaching the case “Generation Investment Management” (820-033), which looks at the challenges facing a sustainable investment firm. View Details
Keywords: Sustainable Investing; Socially Responsible Investing; Long-term Investing; ESG; Climate Change; Environmental Sustainability; Finance; Equity; Governance; Private Equity; Public Equity; Financial Markets; Investment; Investment Return; Investment Activism; Investment Funds; Investment Portfolio; Institutional Investing; Corporate Social Responsibility and Impact; Financial Services Industry; United Kingdom; England; London
- June 2020
- Teaching Note
Fossil Fuel Divestment
By: Michael W. Toffel and Sarah Gulick
Teaching note to accompany HBS case 620-093, Fossil Fuel Divestment, by Michael W. Toffel and Sarah Gulick. View Details
- June 2020
- Background Note
Customer Management Dynamics and Cohort Analysis
By: Elie Ofek, Barak Libai and Eitan Muller
The digital revolution has allowed companies to amass considerable amounts of data on their customers. Using this information to generate actionable insights is fast becoming a critical skill that firms must master if they wish to effectively compete and win in today’s... View Details
- May 2020
- Teaching Note
Talismark
By: Richard S. Ruback, Royce Yudkoff and Ahron Rosenfeld
Teaching Note for HBS Case No. 211-097. Talismark negotiated waste hauling contracts for small and medium size companies. Its owners, Charles Muszynski and Marshall Staiman, were able to grow the business by more than 30% per year since it was founded, but believed... View Details
- May 2020
- Teaching Note
Bayer Crop Science
By: David E. Bell, Michael Norris and Mel Martin
Teaching Note for HBS Case No. 520-055. View Details
- May 2020
- Teaching Note
Danone: Changing the Food System
By: David E. Bell, Federica Gabrieli, Daniela Beyersdorfer, Amy Klopfenstein and Aldo Sesia
Teaching Note for HBS No. 520-053.
This is a teaching note for the case “Danone: Changing the Food System?” The case examines the efforts of one of the world’s largest food and beverage companies to resolve the social, environmental, and economic issues within... View Details
This is a teaching note for the case “Danone: Changing the Food System?” The case examines the efforts of one of the world’s largest food and beverage companies to resolve the social, environmental, and economic issues within... View Details
- 2021
- Working Paper
The Project on Impact Investments' Impact Investment Database
By: M. Diane Burton, Shawn Cole, Abhishek Dev, Christina Jarymowycz, Leslie Jeng, Josh Lerner, Fanele Mashwama, Yue (Cynthia) Xu and T. Robert Zochowski
Impact investing has grown significantly over the past 15 years. From a niche investing segment with only $25 billion AUM in 2013 (WEF 2013), it experienced double-digit growth and developed into a market with an estimated $502 billion AUM (Mudaliapar and Dithrich... View Details
- May 8, 2020
- Article
Which Covid-19 Data Can You Trust?
By: Satchit Balsari, Caroline Buckee and Tarun Khanna
The COVID-19 pandemic has produced a tidal wave of data, but how much of it is any good? And as a layperson, how can you sort the good from the bad? The authors suggest a few strategies for dividing the useful data from the misleading: Beware of data that’s too broad... View Details
- May 1, 2020
- Article
COVID-19's Hard Lessons Might Prepare Business for Climate Change
By: Joseph B. Lassiter III and Danielle Kost
The coronavirus pandemic caught the business world by surprise, but the catastrophe might force companies to face a crisis that has been unfolding in plain sight: climate change.
We asked faculty members affiliated with the Business and Environment Initiative at... View Details
We asked faculty members affiliated with the Business and Environment Initiative at... View Details
- 2020
- Article
Public Sentiment and the Price of Corporate Sustainability
By: George Serafeim
Combining corporate sustainability performance scores based on environmental, social, and governance (ESG) data with big data measuring public sentiment about a company’s sustainability performance, I find that the valuation premium paid for companies with strong... View Details
Keywords: Sustainability; ESG; ESG (Environmental, Social, Governance) Performance; Investment Management; Investment Strategy; Big Data; Machine Learning; Environment; Environmental Sustainability; Corporate Governance; Performance; Asset Pricing; Investment; Management; Strategy; Human Capital; Public Opinion; Value; Analytics and Data Science