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- 2022
- Working Paper
Machine Learning Models for Prediction of Scope 3 Carbon Emissions
By: George Serafeim and Gladys Velez Caicedo
For most organizations, the vast amount of carbon emissions occur in their supply chain and in the post-sale processing, usage, and end of life treatment of a product, collectively labelled scope 3 emissions. In this paper, we train machine learning algorithms on 15...
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- May 2022
- Supplement
Maestro Pizza (B): The Competition Awakens
By: Ramon Casadesus-Masanell and Fares Khrais
Maestro pizza opened its first store in 2014 after its founder, Khalid Al Omran, recognized an opportunity in Saudi Arabia to offer high quality pizza at affordable prices. The business grew rapidly and under the radar at first, but soon enough caught the attention of...
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Keywords:
Competitive Strategy;
Competitive Advantage;
Competition;
Market Entry and Exit;
Emerging Markets;
Business Startups;
Corporate Entrepreneurship;
Product Positioning;
Disruption;
Disruptive Innovation;
Advertising;
Advertising Campaigns;
Social Media;
Forecasting and Prediction;
Crisis Management;
Growth and Development Strategy;
Brands and Branding;
Product Development;
Production;
Service Delivery;
Business Growth and Maturation;
Financial Statements;
Cost Management;
Analysis;
Quality;
Performance Consistency;
Customer Satisfaction;
Profit;
Family Ownership;
Food and Beverage Industry;
Saudi Arabia;
Middle East
- May 2022
- Supplement
Maestro Pizza (C): Taking the Fight Outside
By: Ramon Casadesus-Masanell and Fares Khrais
Maestro pizza opened its first store in 2014 after its founder, Khalid Al Omran, recognized an opportunity in Saudi Arabia to offer high quality pizza at affordable prices. The business grew rapidly and under the radar at first, but soon enough caught the attention of...
View Details
Keywords:
Competitive Strategy;
Competitive Advantage;
Competition;
Market Entry and Exit;
Emerging Markets;
Business Startups;
Corporate Entrepreneurship;
Product Positioning;
Disruption;
Disruptive Innovation;
Advertising;
Advertising Campaigns;
Social Media;
Forecasting and Prediction;
Crisis Management;
Growth and Development Strategy;
Brands and Branding;
Product Development;
Production;
Service Delivery;
Business Growth and Maturation;
Financial Statements;
Cost Management;
Analysis;
Quality;
Performance Consistency;
Customer Satisfaction;
Profit;
Family Ownership;
Food and Beverage Industry;
Middle East;
Saudi Arabia
- May 2022
- Case
Maestro Pizza: Coming in Hot!
By: Ramon Casadesus-Masanell and Fares Khrais
Maestro pizza opened its first store in 2014 after its founder, Khalid Al Omran, recognized an opportunity in Saudi Arabia to offer high quality pizza at affordable prices. The business grew rapidly and under the radar at first, but soon enough caught the attention of...
View Details
Keywords:
Competitive Strategy;
Competitive Advantage;
Competition;
Market Entry and Exit;
Emerging Markets;
Business Startups;
Corporate Entrepreneurship;
Product Positioning;
Disruption;
Disruptive Innovation;
Advertising;
Advertising Campaigns;
Social Media;
Forecasting and Prediction;
Crisis Management;
Growth and Development Strategy;
Brands and Branding;
Product Development;
Production;
Service Delivery;
Business Growth and Maturation;
Financial Statements;
Cost Management;
Analysis;
Quality;
Performance Consistency;
Customer Satisfaction;
Profit;
Family Ownership;
Food and Beverage Industry;
Middle East;
Saudi Arabia
- May 2022
- Article
Variance Analysis: New Insights from Health Care Applications
By: Robert S. Kaplan and Susanna Gallani
We use a health care application to illustrate how variance analysis can be used to benchmark costs across similar service delivery sites. Variances for personnel costs, typically the largest cost component in service organizations, are calculated for price, quantity,...
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Keywords:
Variance Analysis;
Benchmarking;
Time-Driven Activity-Based Costing;
Health Care;
Activity Based Costing and Management;
Health Care and Treatment;
Service Delivery;
Service Industry
Kaplan, Robert S., and Susanna Gallani. "Variance Analysis: New Insights from Health Care Applications." Issues in Accounting Education 37, no. 2 (May 2022): 27–36.
- April 2022
- Teaching Note
Banorte Móvil: Data-Driven Mobile Growth
By: Ayelet Israeli and Carla Larangeira
In mid-2019, Carlos Hank was deliberating over the results for Banorte Móvil—the mobile application for Banorte, Mexico’s most profitable and second-largest financial institution. Hank, who had been appointed as Banorte´s Chairman of the Board in January 2015, had...
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- 2022
- Working Paper
An Anatomy of Performance Monitoring
By: Achyuta Adhvaryu, Anant Nyshadham and Jorge Tamayo
Performance monitoring is a mainstay management tool in most organizations. Yet we still know little about whether—and why—better monitoring yields better performance in practice. To shed light on these questions, we study the introduction of a performance monitoring...
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Keywords:
Performance Monitoring;
Worker Skills;
Skill Depreciation;
Managerial Inattention;
On-the-job Training;
Productivity;
Multitasking;
Quick Serve Restaurants;
Performance Evaluation;
Employees;
Competency and Skills;
Training;
Performance Productivity;
Management;
Information Technology;
Food and Beverage Industry;
Puerto Rico
Adhvaryu, Achyuta, Anant Nyshadham, and Jorge Tamayo. "An Anatomy of Performance Monitoring." Harvard Business School Working Paper, No. 22-066, March 2022.
- April 2022
- Case
Conflicts of Interest at Bell Bank
By: Jonas Heese
In 2013, two employees debated whether to blow the whistle on their employer, Bell Bank, after completing an internal review that revealed undisclosed conflicts of interest. Bell Bank’s Asset Management business disproportionately invested clients’ money in Bell Bank’s...
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Keywords:
Whistleblower;
Whistleblowing;
Mutual Funds;
Conflicts Of Interest;
Decision Making;
Decisions;
Judgments;
Ethics;
Moral Sensibility;
Values and Beliefs;
Finance;
Financial Institutions;
Banks and Banking;
Financial Management;
Investment;
Investment Funds;
Governance;
Corporate Accountability;
Corporate Disclosure;
Corporate Governance;
Governance Compliance;
Governance Controls;
Policy;
Law;
Legal Liability;
Social Psychology;
Motivation and Incentives;
Perception;
Perspective;
Trust;
Financial Services Industry;
North and Central America;
United States
Heese, Jonas. "Conflicts of Interest at Bell Bank." Harvard Business School Case 122-022, April 2022.
- April 2022
- Supplement
MicroStrategy: Accounting for Cryptocurrency (B)
By: Jonas Heese and Annelena Lobb
In early 2022, the technology firm MicroStrategy unveiled a series of letters with the SEC that questioned its accounting practices around its holdings of Bitcoin. Since 2020, the firm had shifted its strategy to include not just selling software but buying and holding...
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- March 2022 (Revised June 2022)
- Case
DaVita Responds to COVID
By: Susanna Gallani and David Lane
Early in August 2021, DaVita CEO Javier Rodriguez was assessing the ongoing impact of the COVID-19 pandemic on his firm, which provided life-sustaining kidney dialysis to roughly 240,000 people. Effective infection control practices and information sharing had ensured...
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Keywords:
COVID-19 Pandemic;
Change Management;
Communication;
Talent and Talent Management;
Fairness;
Values and Beliefs;
Corporate Accountability;
Health Care and Treatment;
Health Pandemics;
Human Resources;
Employee Relationship Management;
Retention;
Wages;
Working Conditions;
Leadership Style;
Crisis Management;
Organizational Culture;
Health Industry;
United States
- March 2022
- Case
Swvl: Smart Mobility for the Masses
By: Krishna Palepu, Esel Çekin and Menna Hassan
The case focuses on strategy and governance issues at SWVL, a tech-enabled mass mobility marketplace. It describes the journey of CEO and Chairman Mostafa Kendil on his journey from founding to the company’s listing on Nasdaq. Since its founding in Egypt in 2017, Swvl...
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- March 2022 (Revised April 2022)
- Teaching Note
Group Functions at the Maersk Group
By: David J. Collis
In 2014, seven years after he was appointed CEO of the Danish shipping and oil conglomerate A.P. Møller Maersk (the Maersk Group), Nils Andersen was reexamining the size and role of corporate headquarters in the company he had reshaped as a "premium conglomerate."...
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- 2022
- Article
Which Corporate ESG News Does the Market React To?
By: George Serafeim and Aaron Yoon
Using a dataset that classifies firm-level ESG news as positive and negative, we examine how stock prices react to different types of ESG news. We analyze 111,020 firm-day observations for 3,126 companies and find that prices react only to issues identified as...
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Keywords:
ESG;
ESG (Environmental, Social, Governance) Performance;
ESG Ratings;
Social Capital;
Environment;
Sustainability;
CSR;
Stock Price;
Stock Market Expectations;
Materiality;
Market Reaction;
Environmental Sustainability;
Governance;
Social Issues;
Performance;
News
Serafeim, George, and Aaron Yoon. "Which Corporate ESG News Does the Market React To?" Financial Analysts Journal 78, no. 1 (2022): 59–78.
- March 2022
- Article
Winner Takes All? Tech Clusters, Population Centers, and the Spatial Transformation of U.S. Invention
By: Brad Chattergoon and William R. Kerr
U.S. invention has become increasingly concentrated around major tech centers since the 1970s, with implications for how much cities across the country share in concomitant local benefits. Is invention becoming a winner-takes-all race? We explore the rising spatial...
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Keywords:
Clusters;
Invention;
Agglomeration;
Artificial Intelligence;
Innovation and Invention;
Patents;
Applications and Software;
Industry Clusters;
AI and Machine Learning
Chattergoon, Brad, and William R. Kerr. "Winner Takes All? Tech Clusters, Population Centers, and the Spatial Transformation of U.S. Invention." Art. 104418. Research Policy 51, no. 2 (March 2022).
- February 18, 2022
- Article
Transparency as a Solution for COVID-19 Related Hospital Capacity Issues
By: Regina E. Herzlinger and Richard Boxer
In the initial phases of the COVID-19 pandemic, many U.S. hospitals could not provide an adequate supply of beds to meet demand. Solving the problem of hospital bed capacity is of great importance in the “new normal,” which requires recognizing that SARS-CoV-2 is but...
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Keywords:
COVID;
COVID-19 Pandemic;
Health Care;
Health Care Demand;
Health Care Delivery;
Health Care Industry;
Health Care Operations;
Health Care Policy;
Transparency;
Hospital;
Hospital Management;
Hospitals;
Health Pandemics;
Health Care and Treatment;
Service Delivery;
Operations;
Performance Capacity;
Policy;
Health Industry
Herzlinger, Regina E., and Richard Boxer. "Transparency as a Solution for COVID-19 Related Hospital Capacity Issues." Health Affairs Forefront (February 18, 2022).
- 2022
- Working Paper
Climate Solutions Investments
By: Alex Cheema-Fox, George Serafeim and Hui (Stacie) Wang
An increasing number of companies are providing products and services that help reduce carbon emissions in the economy. We develop a methodology to identify those companies and create a sample of publicly listed climate solutions companies allowing us to study their...
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Keywords:
Decarbonization;
Climate Finance;
Climate Impact;
Climate Risk;
Environment;
Sustainability;
Carbon Emissions;
Electric Vehicles;
Energy;
Renewables;
Climate Change;
Investment;
Environmental Sustainability;
Renewable Energy;
Transportation Industry;
Transportation Industry;
Transportation Industry;
Transportation Industry;
China;
United States;
Asia;
Europe
Cheema-Fox, Alex, George Serafeim, and Hui (Stacie) Wang. "Climate Solutions Investments." Harvard Business School Working Paper, No. 22-054, January 2022.
- 2022
- Working Paper
The Transformation of Self Employment
By: Innessa Colaiacovo, Margaret Dalton, Sari Pekkala Kerr and William R. Kerr
Over the past half-century, while self-employment has consistently accounted for around one in ten of the United States workforce, its composition has changed. Since 1970, industries with high startup capital requirements have declined from 53% of self-employment to...
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Keywords:
Self-employment;
Startup Investment;
Occupational Choice;
Financing;
Small Business;
Entrepreneurship;
Business Startups;
Financing and Loans
Colaiacovo, Innessa, Margaret Dalton, Sari Pekkala Kerr, and William R. Kerr. "The Transformation of Self Employment." Harvard Business School Working Paper, No. 22-051, January 2022.
- January 2022
- Background Note
The Florange Law: Encouraging Long-Termism in Equity Markets?
By: Charles C.Y. Wang and Tonia Labruyere
This note provides background information on a French law (“the Florange law”) passed in 2014 that the French government said would encourage long-term shareholdings. The note describes the law, what led to it, the reactions it evoked, and similar initiatives in other...
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Keywords:
Equity;
Financial Markets;
Investment Activism;
Institutional Investing;
Corporate Governance;
Policy;
Rights;
Laws and Statutes;
Business and Government Relations;
Accounting Industry;
France
Wang, Charles C.Y., and Tonia Labruyere. "The Florange Law: Encouraging Long-Termism in Equity Markets?" Harvard Business School Background Note 122-065, January 2022.
- January 2022
- Teaching Note
White Claw: Defending Market Share as Competition Encroaches
By: Jill Avery
By the end of 2019, two brands accounted for 84% of hard seltzer sales, a segment that had recently taken the U.S. beer market by storm, growing from $3 million in 2015 to over $2.7 billion by the start of the summer of 2020. White Claw was the dominant market leader...
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- January 2022
- Background Note
Residual Income Valuation Model
By: Charles C.Y. Wang and Albert Shin
This note explains the residual income valuation model (RIM), how it relates to "traditional" valuation models, the intuition behind its use, and empirical research related to its value relevance. RIM is theoretically equivalent to the dividend discount model and the...
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Keywords:
Residual Income Valuation;
Valuation;
Research;
Theory;
Measurement and Metrics;
Performance;
Financial Management;
Business Strategy
Wang, Charles C.Y., and Albert Shin. "Residual Income Valuation Model." Harvard Business School Background Note 122-070, January 2022.