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Science →
- 2024
- Working Paper
Principles and Content for Downstream Emissions Disclosures
By: Robert S. Kaplan and Karthik Ramanna
In a previous paper, we proposed the E-liability carbon accounting algorithm for companies to measure and subsequently reduce their own and their suppliers’ emissions. Some investors and stakeholders, however, want companies to also be accountable for downstream...
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Keywords:
Carbon Emissions;
Disclosure;
Carbon Footprint;
Climate Change;
Measurement and Metrics;
Corporate Disclosure;
Environmental Sustainability;
Corporate Social Responsibility and Impact
Kaplan, Robert S., and Karthik Ramanna. "Principles and Content for Downstream Emissions Disclosures." Harvard Business School Working Paper, No. 24-050, January 2024.
- February 2024
- Module Note
Data-Driven Marketing in Retail Markets
By: Ayelet Israeli
This note describes an eight-class sessions module on data-driven marketing in retail markets. The module aims to familiarize students with core concepts of data-driven marketing in retail, including exploring the opportunities and challenges, adopting best practices,...
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Keywords:
Data;
Data Analytics;
Retail;
Retail Analytics;
Data Science;
Business Analytics;
"Marketing Analytics";
Omnichannel;
Omnichannel Retailing;
Omnichannel Retail;
DTC;
Direct To Consumer Marketing;
Ethical Decision Making;
Algorithmic Bias;
Privacy;
A/B Testing;
Descriptive Analytics;
Prescriptive Analytics;
Predictive Analytics;
Analytics and Data Science;
E-commerce;
Marketing Channels;
Demand and Consumers;
Marketing Strategy;
Retail Industry
Israeli, Ayelet. "Data-Driven Marketing in Retail Markets." Harvard Business School Module Note 524-062, February 2024.
- February 2024
- Supplement
ReNew (B): A New Direction
By: Gunnar Trumbull and Malini Sen
The global renewables sector was in a slump, but the Indian market was booming. India’s largest renewable electricity generator, ReNew, faced a dilemma: it traded on the Nasdaq in New York, but saw huge opportunity in the Indian market. In response, CEO Sumant Sinha...
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Keywords:
Energy Generation;
Renewable Energy;
Entrepreneurship;
Forecasting and Prediction;
Trends;
Transformation;
Private Ownership;
Environmental Sustainability;
Mission and Purpose;
Expansion;
Market Entry and Exit;
Energy Industry;
Asia;
India
Trumbull, Gunnar, and Malini Sen. "ReNew (B): A New Direction." Harvard Business School Supplement 724-032, February 2024.
- February 2024 (Revised March 2024)
- Teaching Note
X: The Foghorn Decision
By: Kyle Myers and Walter Frick
Teaching Note for HBS Case No. 618-060.
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Keywords:
Alternative Energy;
Energy Generation;
Energy Sources;
Climate Change;
Green Technology;
Selection and Staffing;
Collaborative Innovation and Invention;
Disruptive Innovation;
Independent Innovation and Invention;
Innovation and Management;
Innovation Leadership;
Innovation Strategy;
Technological Innovation;
Knowledge;
Product Design;
Product Development;
Research and Development;
Risk and Uncertainty;
Science-Based Business;
Auto Industry;
Biotechnology Industry;
Chemical Industry;
Computer Industry;
Electronics Industry;
Green Technology Industry;
Technology Industry
- 2023
- Working Paper
When Insurers Exit: Climate Losses, Fragile Insurers, and Mortgage Markets
By: Pari Sastry, Ishita Sen and Ana-Maria Tenekedjieva
This paper studies how homeowners insurance markets respond to growing climate losses and how this impacts mortgage market dynamics. Using Florida as a case study, we show that traditional insurers are exiting high risk areas, and new lower quality insurers are...
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Keywords:
Insurance;
Natural Disasters;
Governing Rules, Regulations, and Reforms;
Insurance Industry;
Florida
Sastry, Pari, Ishita Sen, and Ana-Maria Tenekedjieva. "When Insurers Exit: Climate Losses, Fragile Insurers, and Mortgage Markets." Harvard Business School Working Paper, No. 24-051, February 2024. (SSRN Working Paper Series, No. 4674279, December 2023.)
- January 2024
- Case
Frank Cornelissen: The Great Sulfite Debate (A)
By: Tiona Zuzul and Susan Pinckney
In 2018, artisanal Italian vineyard Frank Cornelissen was one of the world’s leading natural wine vineyards. Its founder, Frank Cornelissen, faced weather related conditions that forced him to have to decide between staying true to the tenets of the natural wine...
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Keywords:
Budgets and Budgeting;
Business Earnings;
Plant-Based Agribusiness;
Family Business;
For-Profit Firms;
Small Business;
Change Management;
Transition;
Communication Strategy;
Cost vs Benefits;
Financial Management;
Financial Strategy;
Profit;
Revenue;
Spending;
Global Strategy;
Goods and Commodities;
Innovation Strategy;
Crisis Management;
Goals and Objectives;
Growth Management;
Success;
Strategic Planning;
Problems and Challenges;
Risk and Uncertainty;
Cognition and Thinking;
Reputation;
Adaptation;
Expansion;
Weather;
Mission and Purpose;
Values and Beliefs;
Food and Beverage Industry;
Agriculture and Agribusiness Industry;
Europe;
Italy
Zuzul, Tiona, and Susan Pinckney. "Frank Cornelissen: The Great Sulfite Debate (A)." Harvard Business School Case 724-391, January 2024.
- January 2024
- Supplement
Frank Cornelissen: The Great Sulfite Debate (B)
By: Tiona Zuzul and Susan Pinckney
In 2018, artisanal Italian vineyard Frank Cornelissen was one of the world’s leading natural wine vineyards. Its founder, Frank Cornelissen, faced weather related conditions that forced him to have to decide between staying true to the tenets of the natural wine...
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Keywords:
Budgets and Budgeting;
Business Earnings;
Plant-Based Agribusiness;
Business Startups;
Family Business;
For-Profit Firms;
Small Business;
Change Management;
Transition;
Communication;
Cost vs Benefits;
Decisions;
Entrepreneurship;
Environmental Sustainability;
Values and Beliefs;
Financial Management;
Financial Strategy;
Profit;
Revenue;
Spending;
Global Strategy;
Goods and Commodities;
Innovation Strategy;
Crisis Management;
Goals and Objectives;
Growth Management;
Success;
Strategic Planning;
Problems and Challenges;
Risk and Uncertainty;
Cognition and Thinking;
Reputation;
Adoption;
Expansion;
Weather;
Mission and Purpose;
Food and Beverage Industry;
Agriculture and Agribusiness Industry;
Europe;
Italy
Zuzul, Tiona, and Susan Pinckney. "Frank Cornelissen: The Great Sulfite Debate (B)." Harvard Business School Supplement 724-398, January 2024.
- January 2024
- Case
Fusion Industry Association: Igniting the Future of Clean Energy
Fusion energy is evolving from a scientific idea to a commercial possibility, drawing large investments and regulatory discussions; how should the FIA navigate this evolution?
The Fusion Industry Association (FIA) is at the forefront of transforming fusion... View Details
The Fusion Industry Association (FIA) is at the forefront of transforming fusion... View Details
Keywords:
Science-Based Business;
Engineering;
Venture Capital;
Entrepreneurship;
Government and Politics;
Government Legislation;
Industry Clusters;
Industry Growth;
Industry Structures;
Technological Innovation;
Energy Industry;
United States
Krieger, Joshua Lev, Jim Matheson, Kyle R. Myers, and Henry Tao. "Fusion Industry Association: Igniting the Future of Clean Energy." Harvard Business School Case 624-064, January 2024.
- January 2024 (Revised January 2024)
- Case
Generation Investment Management: Sustainable Investing in a Warming World
By: Vikram S. Gandhi, Michael Norris and David Allen
In September 2021, the sustainable investment firm Generation Investment Management (Generation) considered whether to add Schneider Electric to the focus list of companies in which it was prepared to invest. Dedicated to promoting a sustainable world through its...
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Keywords:
Sustainable Investing;
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
- 2024
- Article
Financial Constraints and Short-Term Planning Are Linked to Flood Risk Adaptation Gaps in U.S. Cities
By: Shirley Lu and Anya Nakhmurina
Adaptation is critical in reducing the inevitable impact of climate change. Here we study cities’ adaptation to elevated flood risk by introducing a linguistic measure of adaptation extracted from financial disclosures of 431 US cities over 2013–2020. While cities with...
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Keywords:
City;
Natural Disasters;
Climate Change;
Adaptation;
Risk and Uncertainty;
Strategic Planning
Lu, Shirley, and Anya Nakhmurina. "Financial Constraints and Short-Term Planning Are Linked to Flood Risk Adaptation Gaps in U.S. Cities." Art. 43. Communications Earth & Environment 5 (2024).
- January 2024 (Revised February 2024)
- Case
TPG Rise Climate: Deploying 'Climate Capital'
By: Vikram S. Gandhi, David Allen, Sarah Mehta and Shannon Roche
This case is about TPG Rise Climate, a $7.3 billion climate impact fund launched in 2021 by alternative asset manager TPG. Climate investing is a complex, capital-intensive endeavor; entering it has forced TPG to think and act differently. Relative to other funds, Rise...
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Keywords:
Energy;
Environmental Management;
Ownership;
Science;
Value;
Asset Management;
Investment Funds;
Investment Portfolio;
Financial Markets;
Financial Services Industry;
California;
San Francisco;
New York (city, NY)
Gandhi, Vikram S., David Allen, Sarah Mehta, and Shannon Roche. "TPG Rise Climate: Deploying 'Climate Capital'." Harvard Business School Case 824-077, January 2024. (Revised February 2024.)
- January 2024 (Revised February 2024)
- Course Overview Note
Managing Customers for Growth: Course Overview for Students
By: Eva Ascarza
Managing Customers for Growth (MCG) is a 14-session elective course for second-year MBA students at Harvard Business School. It is designed for business professionals engaged in roles centered on customer-driven growth activities. The course explores the dynamics of...
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Keywords:
Customer Relationship Management;
Decision Making;
Analytics and Data Science;
Growth Management;
Telecommunications Industry;
Technology Industry;
Financial Services Industry;
Education Industry;
Travel Industry
Ascarza, Eva. "Managing Customers for Growth: Course Overview for Students." Harvard Business School Course Overview Note 524-032, January 2024. (Revised February 2024.)
- January 2024 (Revised February 2024)
- Exercise
Travelogo: Understanding Customer Journeys
By: Eva Ascarza, Nicolas Padilla and Oded Netzer
In late May 2023, Sarah Merino, the newly appointed manager of the Customer Insights group at Travelogo—an online travel booking platform—initiates a comprehensive analysis of clickstream data to understand the varied behaviors and needs of their users. In preparation...
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Keywords:
Customer Relationship Management;
Analysis;
Analytics and Data Science;
Marketing Strategy;
Segmentation;
Consumer Behavior;
Travel Industry;
United States
Ascarza, Eva, Nicolas Padilla, and Oded Netzer. "Travelogo: Understanding Customer Journeys." Harvard Business School Exercise 524-044, January 2024. (Revised February 2024.)
- January 2024 (Revised February 2024)
- Technical Note
Computer Science for Strategists
By: Andy Wu and Matt Higgins
Two of the most important computer science principles in the technology industry are abstraction and platformization. Our aim with this note is to explain these concepts in an approachable way that brings managers and computer scientists a little closer together.
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Wu, Andy, and Matt Higgins. "Computer Science for Strategists." Harvard Business School Technical Note 724-429, January 2024. (Revised February 2024.)
- January 2024
- Article
Helping Children Catch Up: Early Life Shocks and the PROGRESA Experiment
By: Achyuta Adhvaryu, Theresa Molina, Anant Nyshadham and Jorge Tamayo
Can investing in children who faced adverse events in early childhood help them catch up? We answer this question using two orthogonal sources of variation – resource availability at birth (local rainfall) and cash incentives for school enrollment – to identify the...
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Adhvaryu, Achyuta, Theresa Molina, Anant Nyshadham, and Jorge Tamayo. "Helping Children Catch Up: Early Life Shocks and the PROGRESA Experiment." Economic Journal 134, no. 657 (January 2024): 1–22.
- 2023
- Working Paper
Money, Time, and Grant Design
By: Kyle Myers and Wei Yang Tham
The design of research grants has been hypothesized to be a useful tool for
influencing researchers and their science. We test this by conducting two thought
experiments in a nationally representative survey of academic researchers. First,
we offer participants a...
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Myers, Kyle, and Wei Yang Tham. "Money, Time, and Grant Design." Harvard Business School Working Paper, No. 24-037, December 2023.
- 2023
- Working Paper
Debiasing Treatment Effect Estimation for Privacy-Protected Data: A Model Auditing and Calibration Approach
By: Ta-Wei Huang and Eva Ascarza
Data-driven targeted interventions have become a powerful tool for organizations to optimize business outcomes
by utilizing individual-level data from experiments. A key element of this process is the estimation
of Conditional Average Treatment Effects (CATE), which...
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Huang, Ta-Wei, and Eva Ascarza. "Debiasing Treatment Effect Estimation for Privacy-Protected Data: A Model Auditing and Calibration Approach." Harvard Business School Working Paper, No. 24-034, December 2023.
- December 2023
- Case
Santa Elena: Table Grape Production in Chile's Water-Challenged Regions
By: Forest Reinhardt, Jenyfeer Martinez Buitrago and Mariana Cal
In the fiscal year ending in September 2022, Santa Elena, Chile’s fifth-ranking table grape exporter, a grape producer and exporter since 1980, had exported around 3.5 million boxes (18-pound each). But, due to a 13-year-long drought that plagued table grape-growing...
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Keywords:
Plant-Based Agribusiness;
Climate Change;
Environmental Regulation;
Environmental Sustainability;
Natural Resources;
Food;
Environmental Law;
Problems and Challenges;
Weather;
Adaptation;
Business Strategy;
Organizational Change and Adaptation;
Agriculture and Agribusiness Industry;
Chile;
South America;
Latin America
- 2023
- Article
Benchmarking Large Language Models on CMExam—A Comprehensive Chinese Medical Exam Dataset
By: Junling Liu, Peilin Zhou, Yining Hua, Dading Chong, Zhongyu Tian, Andrew Liu, Helin Wang, Chenyu You, Zhenhua Guo, Lei Zhu and Michael Lingzhi Li
Recent advancements in large language models (LLMs) have transformed the field of question answering (QA). However, evaluating LLMs in the medical field is challenging due to the lack of standardized and comprehensive datasets. To address this gap, we introduce CMExam,...
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Keywords:
Large Language Model;
AI and Machine Learning;
Analytics and Data Science;
Health Industry
Liu, Junling, Peilin Zhou, Yining Hua, Dading Chong, Zhongyu Tian, Andrew Liu, Helin Wang, Chenyu You, Zhenhua Guo, Lei Zhu, and Michael Lingzhi Li. "Benchmarking Large Language Models on CMExam—A Comprehensive Chinese Medical Exam Dataset." Conference on Neural Information Processing Systems (NeurIPS), Datasets and Benchmarks Track 36 (2023).
- 2023
- Other Article
The Harvard USPTO Patent Dataset: A Large-Scale, Well-Structured, and Multi-Purpose Corpus of Patent Applications
By: Mirac Suzgun, Luke Melas-Kyriazi, Suproteem K. Sarkar, Scott Duke Kominers and Stuart Shieber
Innovation is a major driver of economic and social development, and information about many kinds of innovation is embedded in semi-structured data from patents and patent applications. Though the impact and novelty of innovations expressed in patent data are difficult...
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Keywords:
USPTO;
Natural Language Processing;
Classification;
Summarization;
Patent Novelty;
Patent Trolls;
Patent Enforceability;
Patents;
Innovation and Invention;
Intellectual Property;
AI and Machine Learning;
Analytics and Data Science
Suzgun, Mirac, Luke Melas-Kyriazi, Suproteem K. Sarkar, Scott Duke Kominers, and Stuart Shieber. "The Harvard USPTO Patent Dataset: A Large-Scale, Well-Structured, and Multi-Purpose Corpus of Patent Applications." Conference on Neural Information Processing Systems (NeurIPS), Datasets and Benchmarks Track 36 (2023).