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All HBS Web
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- Faculty Publications (120)
- October 2021 (Revised June 2022)
- Case
PittaRosso: Artificial Intelligence-Driven Pricing and Promotion
By: Ayelet Israeli
PittaRosso, a traditional Italian shoe retailer, is implementing an AI system to provide pricing and promotion recommendations. The system allows them to implement changes that would affect both the top of funnel and bottom of funnel activities for the company: once...
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Keywords:
Artificial Intelligence;
Pricing;
Pricing Algorithm;
Pricing Decisions;
Pricing Strategy;
Pricing Structure;
Promotion;
Promotions;
Online Marketing;
Data-driven Decision-making;
Data-driven Management;
Retail;
Retail Analytics;
AI;
Price;
Advertising Campaigns;
Analytics and Data Science;
Analysis;
Digital Marketing;
Budgets and Budgeting;
Marketing Strategy;
Marketing;
Transformation;
Decision Making;
AI and Machine Learning;
Retail Industry;
Italy
Israeli, Ayelet. "PittaRosso: Artificial Intelligence-Driven Pricing and Promotion." Harvard Business School Case 522-046, October 2021. (Revised June 2022.)
- August 2021
- Article
Crowdsourcing Memories: Mixed Methods Research by Cultural Insiders-Epistemological Outsiders
By: Tarun Khanna, Karim R. Lakhani, Shubhangi Bhadada, Nabil Khan, Saba Kohli Davé, Rasim Alam and Meena Hewett
This paper examines the role that the two lead authors’ personal connections played in the research methodology and data collection for the Partition Stories Project—a mixed-methods approach to revisiting the much-studied historical trauma of the Partition of British...
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Keywords:
Mixed Methods;
Insider-outsiders;
Myth Of Informed Objectivity;
Hybrid Research;
Oral Narratives;
Research;
Analysis;
India
Khanna, Tarun, Karim R. Lakhani, Shubhangi Bhadada, Nabil Khan, Saba Kohli Davé, Rasim Alam, and Meena Hewett. "Crowdsourcing Memories: Mixed Methods Research by Cultural Insiders-Epistemological Outsiders." Academy of Management Perspectives 35, no. 3 (August 2021): 384–399.
- July 2021 (Revised August 2021)
- Supplement
Airbnb Emerges from the Pandemic: Lessons for Stakeholder Governance (B)
By: Benjamin C. Esty and Allison M. Ciechanover
As the COVID pandemic spread in early 2020, global travel ground to a halt. For Airbnb, the San Francisco-based platform for renting accommodations, the impact was both swift and severe as revenues plummeted more than 70% over the prior year. Responding to the sudden...
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Keywords:
Business and Stakeholder Relations;
Corporate Governance;
Crisis Management;
Leadership;
Two-Sided Platforms;
Corporate Social Responsibility and Impact;
Mission and Purpose;
Value Creation;
Decision Making;
Goals and Objectives;
Travel Industry;
Tourism Industry;
Service Industry;
United States
Esty, Benjamin C., and Allison M. Ciechanover. "Airbnb Emerges from the Pandemic: Lessons for Stakeholder Governance (B)." Harvard Business School Supplement 222-003, July 2021. (Revised August 2021.) (To be taught in September 2021.)
- July 2021
- Article
Redistribution through Markets
By: Piotr Dworczak, Scott Duke Kominers and Mohammad Akbarpour
Policymakers frequently use price regulations as a response to inequality in the markets they control. In this paper, we examine the optimal structure of such policies from the perspective of mechanism design. We study a buyer-seller market in which agents have private...
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Keywords:
Optimal Mechanism Design;
Redistribution;
Inequality;
Welfare Theorems;
Market Design;
Equality and Inequality
Dworczak, Piotr, Scott Duke Kominers, and Mohammad Akbarpour. "Redistribution through Markets." Econometrica 89, no. 4 (July 2021): 1665–1698. (Authors' names are in certified random order.)
- 2021
- Chapter
Towards a Unified Framework for Fair and Stable Graph Representation Learning
By: Chirag Agarwal, Himabindu Lakkaraju and Marinka Zitnik
As the representations output by Graph Neural Networks (GNNs) are increasingly employed in real-world applications, it becomes important to ensure that these representations are fair and stable. In this work, we establish a key connection between counterfactual...
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Agarwal, Chirag, Himabindu Lakkaraju, and Marinka Zitnik. "Towards a Unified Framework for Fair and Stable Graph Representation Learning." In Proceedings of the 37th Conference on Uncertainty in Artificial Intelligence, edited by Cassio de Campos and Marloes H. Maathuis, 2114–2124. AUAI Press, 2021.
- May 2021 (Revised August 2021)
- Case
Airbnb During the Pandemic: Stakeholder Capitalism Faces a Critical Test
By: Benjamin C. Esty and Allison Ciechanover
As the COVID pandemic spread in early 2020, global travel ground to a halt. For Airbnb, the San Francisco-based platform for renting accommodations, the impact was both swift and severe as revenues plummeted more than 70% over the prior year. Responding to the sudden...
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Keywords:
COVID-19 Pandemic;
Business and Stakeholder Relations;
Corporate Governance;
Crisis Management;
Leadership;
Digital Platforms;
Corporate Social Responsibility and Impact;
Mission and Purpose;
Value Creation;
Decision Making;
Goals and Objectives;
Cross-Cultural and Cross-Border Issues;
Travel Industry;
Tourism Industry;
Service Industry;
United States
Esty, Benjamin C., and Allison Ciechanover. "Airbnb During the Pandemic: Stakeholder Capitalism Faces a Critical Test." Harvard Business School Case 221-050, May 2021. (Revised August 2021.)
- April 2021 (Revised June 2021)
- Case
IBM: Design Thinking
By: Srikant M. Datar, Amram Migdal and Paul Hamilton
This case describes the 2012-2020 effort at IBM to implement design thinking throughout the company and hire thousands of designers to serve on every product team alongside technical engineers and developers and product managers. IBM’s design transformation is told...
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Keywords:
Business Ventures;
Business Divisions;
Business Units;
Business Organization;
Change;
Change Management;
Transformation;
Competency and Skills;
Talent and Talent Management;
Design;
Human Resources;
Recruitment;
Selection and Staffing;
Innovation and Invention;
Collaborative Innovation and Invention;
Innovation and Management;
Innovation Strategy;
Jobs and Positions;
Job Design and Levels;
Leading Change;
Management;
Business or Company Management;
Goals and Objectives;
Management Practices and Processes;
Operations;
Product;
Product Design;
Product Development;
Organizations;
Business Processes;
Organizational Change and Adaptation;
Organizational Design;
Organizational Structure;
Strategy;
Adaptation;
Adoption;
Technological Innovation;
Information Infrastructure;
Information Technology;
Information Technology Industry;
Information Technology Industry;
United States
Datar, Srikant M., Amram Migdal, and Paul Hamilton. "IBM: Design Thinking." Harvard Business School Case 121-007, April 2021. (Revised June 2021.)
- September 2020 (Revised September 2021)
- Case
Student Success at Georgia State University (A)
By: Michael W. Toffel, Robin Mendelson and Julia Kelley
Georgia State University had developed a reputation for driving student success by nearly doubling its graduation rate for students of all racial, ethnic, and socioeconomic backgrounds. It did so while growing its student body and the proportion of Black/African...
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Keywords:
Education;
Higher Education;
Learning;
Curriculum and Courses;
Demographics;
Diversity;
Ethnicity;
Income;
Race;
Leadership;
Goals and Objectives;
Measurement and Metrics;
Operations;
Organizations;
Mission and Purpose;
Organizational Culture;
Outcome or Result;
Performance;
Performance Effectiveness;
Performance Evaluation;
Service Operations;
Performance Improvement;
Planning;
Strategic Planning;
Social Enterprise;
Nonprofit Organizations;
Social Issues;
Wealth and Poverty;
Equality and Inequality;
Information Technology;
Digital Platforms;
Education Industry;
Atlanta
Toffel, Michael W., Robin Mendelson, and Julia Kelley. "Student Success at Georgia State University (A)." Harvard Business School Case 621-006, September 2020. (Revised September 2021.)
- September 2020 (Revised September 2021)
- Supplement
Student Success at Georgia State University (B)
By: Michael W. Toffel, Robin Mendelson and Julia Kelley
This is a supplement to the Student Success at Georgia State University (A) case. The (B) case includes the results of a randomized control trial that Georgia State conducted to test education technology start-up AdmitHub’s chatbot solution as a strategy for improving...
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Keywords:
Education;
Higher Education;
Learning;
Curriculum and Courses;
Demographics;
Diversity;
Ethnicity;
Income;
Race;
Values and Beliefs;
Leadership;
Goals and Objectives;
Measurement and Metrics;
Operations;
Organizations;
Mission and Purpose;
Organizational Culture;
Outcome or Result;
Performance;
Performance Effectiveness;
Performance Evaluation;
Performance Improvement;
Planning;
Strategic Planning;
Social Enterprise;
Nonprofit Organizations;
Social Issues;
Wealth and Poverty;
Equality and Inequality;
Information Technology;
Digital Platforms;
Education Industry;
Atlanta
Toffel, Michael W., Robin Mendelson, and Julia Kelley. "Student Success at Georgia State University (B)." Harvard Business School Supplement 621-039, September 2020. (Revised September 2021.)
- 2023
- Working Paper
When Should Public Programs Be Privately Administered? Theory and Evidence from the Paycheck Protection Program
By: Alexander Bartik, Zoë B. Cullen, Edward L. Glaeser, Michael Luca, Christopher Stanton and Adi Sunderam
What happens when public resources are allocated by private companies whose objectives may be
imperfectly aligned with policy goals? We study this question in the context of the Paycheck
Protection Program (PPP), which relied on private banks to disburse aid to small...
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Keywords:
Paycheck Protection Program;
Targeting;
Impact;
Entrepreneurship;
Health Pandemics;
Small Business;
Financing and Loans;
Outcome or Result;
United States
Bartik, Alexander, Zoë B. Cullen, Edward L. Glaeser, Michael Luca, Christopher Stanton, and Adi Sunderam. "When Should Public Programs Be Privately Administered? Theory and Evidence from the Paycheck Protection Program." Harvard Business School Working Paper, No. 21-021, August 2020. (Revised July 2023.)
- August 2020
- Background Note
U.S. Private Equity Firms: ESG and Impact (A)
By: Lynn S. Paine and Holly Fetter
This Note has two parts. The first part (A) explores how U.S. private equity firms are incorporating ESG (Environmental, Social, & Governance) factors and impact objectives into their investment strategies and firm practices. It is based on publicly available...
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Keywords:
Private Equity;
Corporate Social Responsibility and Impact;
Social Issues;
Financial Services Industry;
United States
Paine, Lynn S., and Holly Fetter. "U.S. Private Equity Firms: ESG and Impact (A)." Harvard Business School Background Note 321-036, August 2020.
- August 2020
- Background Note
U.S. Private Equity Firms: ESG and Impact (B)
By: Lynn S. Paine and Holly Fetter
This is the second part of a two-part note. The first part (A) explores how US private equity firms are incorporating ESG (Environmental, Social, & Governance) factors and impact objectives into their investment strategies and firm practices. It is based on publicly...
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Keywords:
Private Equity;
Corporate Social Responsibility and Impact;
Social Issues;
Financial Services Industry;
United States
Paine, Lynn S., and Holly Fetter. "U.S. Private Equity Firms: ESG and Impact (B)." Harvard Business School Background Note 321-037, August 2020.
- Article
Assessing the Food and Drug Administration's Risk-Based Framework for Software Precertification with Top Health Apps in the United States: Quality Improvement Study
By: Noy Alon, Ariel Dora Stern and John Torous
BACKGROUND: As the development of mobile health apps continues to accelerate, the need to implement a framework that can standardize categorizing these apps to allow for efficient, yet robust regulation grows. However, regulators and researchers are faced with numerous...
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Keywords:
Mobile Health;
Smartphone;
Food And Drug Administration;
Risk-based Framework;
Health Care and Treatment;
Mobile and Wireless Technology;
Applications and Software;
Framework
Alon, Noy, Ariel Dora Stern, and John Torous. "Assessing the Food and Drug Administration's Risk-Based Framework for Software Precertification with Top Health Apps in the United States: Quality Improvement Study." JMIR mHealth and uHealth 8, no. 10 (October 2020).
- 2020
- Working Paper
The Myth of the Lead Arranger’s Share
By: Kristian Blickle, Quirin Fleckenstein, Sebastian Hillenbrand and Anthony Saunders
We make use of Shared National Credit Program (SNC) data to examine syndicated loans in which the lead arranger retains no stake. We find that the lead arranger sells its entire loan share for 27 percent of term loans and 48 percent of Term B loans, typically shortly...
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Blickle, Kristian, Quirin Fleckenstein, Sebastian Hillenbrand, and Anthony Saunders. "The Myth of the Lead Arranger’s Share." Working Paper, May 2020.
- Article
Association of the Meaningful Use Electronic Health Record Incentive Program with Health Information Technology Venture Capital Funding
By: Samuel Lite, William J. Gordon and Ariel Dora Stern
IMPORTANCE
Although the Health Information Technology for Economic and Clinical Health (HITECH) Act has accelerated electronic health record (EHR) adoption since its passage, clinician satisfaction with EHRs remains low, and the association of HITECH with... View Details
Although the Health Information Technology for Economic and Clinical Health (HITECH) Act has accelerated electronic health record (EHR) adoption since its passage, clinician satisfaction with EHRs remains low, and the association of HITECH with... View Details
Keywords:
Health Care and Treatment;
Information Technology;
Laws and Statutes;
Innovation and Invention;
Entrepreneurship;
Venture Capital
Lite, Samuel, William J. Gordon, and Ariel Dora Stern. "Association of the Meaningful Use Electronic Health Record Incentive Program with Health Information Technology Venture Capital Funding." JAMA Network Open 3, no. 3 (March 2020).
- 2020
- Chapter
Team Reflexivity
By: Michaéla Schippers, Amy C. Edmondson and Michael A. West
Many teams face the problem of process loss, or suboptimal functioning, with sometimes serious consequences, such as medical errors. Team reflexivity—a deliberate process of discussing team goals, processes, or outcomes—can aid in optimizing team performance. In the...
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Keywords:
Team Reflexivity;
Groups and Teams;
Performance Improvement;
Information;
Goals and Objectives;
Learning
Schippers, Michaéla, Amy C. Edmondson, and Michael A. West. "Team Reflexivity." In The Oxford Handbook of Group and Organizational Learning, edited by Linda Argote and John M. Levine. New York, NY: Oxford University Press, 2020.
- December 2019
- Case
Steemit: A New Social Media?
By: Ramon Casadesus-Masanell, Alexander White and Karen Elterman
This case discusses the alternative social media site Steemit, including the principles it was founded on in 2016 and the challenges it faced in 2019. Steemit was a blockchain-based platform that aimed to differentiate itself from other social media companies by...
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Keywords:
Decision Making;
Decisions;
Voting;
Economic Systems;
Money;
Fairness;
Values and Beliefs;
Goals and Objectives;
Digital Platforms;
Product Design;
Design;
Problems and Challenges;
Network Effects;
Motivation and Incentives;
Social and Collaborative Networks;
Reputation;
Business Strategy;
Competition;
Internet and the Web;
Social Media;
Entertainment and Recreation Industry;
United States;
Virginia;
New York (city, NY)
Casadesus-Masanell, Ramon, Alexander White, and Karen Elterman. "Steemit: A New Social Media?" Harvard Business School Case 720-428, December 2019.
- September 2019 (Revised May 2020)
- Case
Keroche (A): Fighting for Share in the Kenyan Alcoholic Drinks Market
By: Ramon Casadesus-Masanell and Pippa Tubman Armerding
This case discusses the challenges faced by Kenyan alcoholic drinks producer Keroche Industries Limited in 2003, when the Kenyan government accused the company of manufacturing and selling substandard alcoholic drinks, revoked its liquor licenses, and shut down its...
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Keywords:
Keroche;
Alcohol;
Wine;
Manufacturing;
Informal Market;
Regulation;
Illicit;
Illegal;
Shutdown;
Factory;
Low-income Consumers;
Multinational;
Local;
Government;
Allegations;
Accusations;
Negative Press;
EABL;
Tusker;
Beer;
SAB;
Chang'aa;
Naivasha;
Rift Valley;
East Africa;
Lawsuit;
Legal Battle;
Business Ventures;
Business Exit or Shutdown;
Business Growth and Maturation;
Business Startups;
Production;
Safety;
Quality;
Distribution;
Small Business;
Family Business;
Crime and Corruption;
Customer Focus and Relationships;
Decisions;
Income;
Demographics;
Geographic Scope;
Geographic Location;
Goods and Commodities;
Government Legislation;
Growth and Development;
Business History;
Lawsuits and Litigation;
Laws and Statutes;
Lawfulness;
Goals and Objectives;
Consumer Behavior;
Market Entry and Exit;
Problems and Challenges;
Social Issues;
Poverty;
Strategy;
Competition;
Entrepreneurship;
Manufacturing Industry;
Food and Beverage Industry;
Kenya;
Nairobi;
Africa
Casadesus-Masanell, Ramon, and Pippa Tubman Armerding. "Keroche (A): Fighting for Share in the Kenyan Alcoholic Drinks Market." Harvard Business School Case 720-390, September 2019. (Revised May 2020.)
- September 2019
- Supplement
Keroche (B): Considering Entry into the Kenyan Beer Market
By: Ramon Casadesus-Masanell and Pippa Tubman Armerding
This case discusses the situation of the Kenyan alcoholic drinks producer Keroche in July 2004, when co-founder Tabitha Karanja was debating whether to enter the Kenyan beer market. Doing so would mean direct competition with the multinational EABL in an industry and...
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Keywords:
Keroche;
Alcohol;
Alcoholic Drinks;
Alcoholic Beverages;
Beverages;
Drinks;
Wine Industry;
Wine;
Fortified Wine;
Viena;
Beer;
Beer Market;
Manufacturing;
Production Capacity;
Capacity;
Growth;
Regulated;
Unregulated;
Informal;
Informal Market;
Regulation;
Illicit;
Illegal;
Substandard;
Dangerous;
Shutdown;
Factory;
Safe;
Affordable;
Low-income Consumers;
Business Growth and Maturation;
Business Startups;
Production;
Investment;
Safety;
Quality;
Small Business;
Family Business;
Crime and Corruption;
Customer Focus and Relationships;
Decisions;
Income;
Demographics;
Geographic Scope;
Geographic Location;
Goods and Commodities;
Government Legislation;
Growth and Development;
Business History;
Lawsuits and Litigation;
Laws and Statutes;
Lawfulness;
Goals and Objectives;
Consumer Behavior;
Market Entry and Exit;
Problems and Challenges;
Social Issues;
Poverty;
Strategy;
Competition;
Entrepreneurship;
Marketing;
Manufacturing Industry;
Food and Beverage Industry;
Kenya;
Nairobi;
Africa
Casadesus-Masanell, Ramon, and Pippa Tubman Armerding. "Keroche (B): Considering Entry into the Kenyan Beer Market." Harvard Business School Supplement 720-391, September 2019.
- September 2019
- Case
Shell: A Company of Opportunity?
By: Joseph B. Fuller and Emer Moloney
The Opportunity Hub was a cloud-based platform that enabled managers to market projects they were working on and associated resourcing needs as “Opportunity Owners” and employees, or “Opportunity Seekers,” to browse these statements of need and engage when they had...
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Keywords:
Business Divisions;
Change Management;
Competency and Skills;
Experience and Expertise;
Talent and Talent Management;
Energy;
Energy Sources;
Non-Renewable Energy;
Renewable Energy;
Human Resources;
Employees;
Retention;
Collaborative Innovation and Invention;
Innovation and Management;
Innovation Strategy;
Technological Innovation;
Jobs and Positions;
Job Design and Levels;
Knowledge Sharing;
Knowledge;
Knowledge Use and Leverage;
Labor;
Human Capital;
Labor Unions;
Leading Change;
Resource Allocation;
Organizational Change and Adaptation;
Performance Evaluation;
Performance Productivity;
Strategic Planning;
Projects;
Motivation and Incentives;
Business Strategy;
Social and Collaborative Networks;
Technology Platform;
Information Technology Industry;
Information Technology Industry;
Information Technology Industry;
Information Technology Industry;
United Kingdom;
Netherlands
Fuller, Joseph B., and Emer Moloney. "Shell: A Company of Opportunity?" Harvard Business School Case 320-025, September 2019.