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All HBS Web
(1,151)
- Faculty Publications (236)
- 2022
- Article
Dynamic Pricing Algorithms, Consumer Harm, and Regulatory Response
By: Alexander MacKay and Samuel N. Weinstein
Pricing algorithms are rapidly transforming markets, from ride-sharing apps, to air travel, to online retail. Regulators and scholars have watched this development with a wary eye. Their focus so far has been on the potential for pricing algorithms to facilitate...
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Keywords:
Competition Policy;
Regulation;
Algorithmic Pricing;
Dynamic Pricing;
Economics;
Law And Economics;
Law And Regulation;
Consumer Protection;
Antitrust Law;
Industrial Organization;
Antitrust Issues And Policies;
Technological Change: Choices And Consequences;
Competition;
Policy;
Price;
Governing Rules, Regulations, and Reforms;
Microeconomics;
Duopoly and Oligopoly;
Law
MacKay, Alexander, and Samuel N. Weinstein. "Dynamic Pricing Algorithms, Consumer Harm, and Regulatory Response." Washington University Law Review 100, no. 1 (2022): 111–174. (Direct download.)
- August 2022
- Supplement
Zalora: Data-Driven Pricing Recommendations
By: Ayelet Israeli
This exercise can be used in conjunction with the main case "Zalora: Data-Driven Pricing" to facilitate class discussion without requiring data analysis from the students. Instead, the exercise presents reports that were created by the data science team to answer the...
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Keywords:
Pricing;
Pricing Algorithms;
Dynamic Pricing;
Ecommerce;
Pricing Strategy;
Pricing And Revenue Management;
Apparel;
Singapore;
Startup;
Demand Estimation;
Data Analysis;
Data Analytics;
Exercise;
Price;
Internet and the Web;
Apparel and Accessories Industry;
Apparel and Accessories Industry;
Apparel and Accessories Industry;
Singapore
Israeli, Ayelet. "Zalora: Data-Driven Pricing Recommendations." Harvard Business School Supplement 523-032, August 2022.
- 2022
- Article
Science-based Entrepreneurship in India: A Policy Glass (as yet) Quarter-Full
By: Tarun Khanna
India is celebrated for a resurgence of de novo entrepreneurship in recent decades. Entrants have engaged in creative risk-taking to provide market-based solutions for private or social needs despite not being scions of wealthy industrial or business families. In this...
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Khanna, Tarun. "Science-based Entrepreneurship in India: A Policy Glass (as yet) Quarter-Full." India Policy Forum 19 (2022): 1–53.
- 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. (R&R Journal of Political Economy.)
- April 2022
- Teaching Note
Tempur Sealy International (A, B & C)
By: Benjamin C. Esty and Daniel Fisher
Teaching Note for HBS Case Nos. 718-422, 718-423, and 718-424. The cases explore the long-term relationship between Tempur Sealy (TPX, a mattress manufacturer) and Mattress Firm (MFRM, a bedding retailer and TPX's largest customer). For almost 20 years, the firms...
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Keywords:
Porter's 5 Forces;
Bargaining Power;
Buyer Power;
Customer Power;
Supplier Power;
Negotiations;
Value Capture;
Private Equity;
Consumer Durables;
Consumer Discretionary;
Mattresses;
B-2-B;
Industry Dynamics;
Leadership;
Compensation;
Corporate Strategy;
Business Strategy;
Value Creation;
Competition;
Cooperation;
Distribution;
Negotiation;
Industry Structures;
Customers;
Relationships;
Distribution Industry;
Distribution Industry;
Distribution Industry;
Distribution Industry;
United States;
South Africa
- March 2022 (Revised October 2022)
- Case
Transforming Kimball International, Inc. (A)
By: Lynn S. Paine and Will Hurwitz
Kimball International, Inc. (KII), led by CEO Kristie Juster, and its board of directors, chaired by Kim Ryan, faced critical questions about KII’s future in the spring of 2021. Two years earlier, the board had appointed Juster as the new CEO of KII, a publicly traded,...
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Keywords:
Board Of Directors;
Board Committees;
Board Decisions;
Board Dynamics;
CEO Compensation;
CEO Succession;
Compensation Committee;
Compensation Consultants;
Compensation Design;
Compensation Mix;
Corporate Purpose;
COVID-19;
ESG;
Furniture;
Furniture Industry;
Manufacturing;
Midwest;
Pandemic;
Purpose;
Spin Off;
Strategic Change;
Strategic Decisions;
Strategic Evolution;
Target-setting;
Executive Compensation;
Family Ownership;
Governance;
Restructuring;
Strategy;
Transformation;
Manufacturing Industry;
United States
Paine, Lynn S., and Will Hurwitz. "Transforming Kimball International, Inc. (A)." Harvard Business School Case 322-083, March 2022. (Revised October 2022.)
- March 2022
- Supplement
Transforming Kimball International, Inc. (B)
By: Lynn S. Paine and Will Hurwitz
Supplements the (A) case.
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Keywords:
Board Of Directors;
Board Committees;
Board Decisions;
Board Dynamics;
CEO Compensation;
CEO Succession;
Compensation Committee;
Compensation Consultants;
Compensation Design;
Compensation Mix;
Corporate Purpose;
COVID-19;
ESG;
Furniture;
Furniture Industry;
Manufacturing;
Midwest;
Pandemic;
Purpose;
Spin-off;
Strategic Change;
Strategic Decisions;
Strategic Evolution;
Target-setting;
Executive Compensation;
Family Ownership;
Governance;
Restructuring;
Strategy;
Transformation;
Manufacturing Industry;
United States
Paine, Lynn S., and Will Hurwitz. "Transforming Kimball International, Inc. (B)." Harvard Business School Supplement 322-084, March 2022.
- February 2022
- Supplement
SpartanNash Company: The Amazon Warrants (A)
By: Benjamin C. Esty, E. Scott Mayfield and Daniel Fisher
As of 12/31/21, Amazon held $22 billion of equity and warrants in related companies. In fact, it often requests a free grant of warrants when it enters into a new commercial agreement with a supplier. Over the past 20 years, Amazon has gotten warrants almost 20...
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- February 2022
- Case
NFX Capital and Moov Technologies
By: Scott Duke Kominers and Nicole Tempest Keller
In July 2019, James Currier, a general partner at San Francisco-based NFX Ventures, was considering a seed stage investment of $1.5 million in Moov Technologies, a B2B marketplace for used industrial equipment. NFX was a venture capital firm focused on seed-stage...
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Keywords:
Venture Capital;
Network Effects;
Marketplace Matching;
Digital Platforms;
Market Design;
Applications and Software;
Semiconductor Industry;
Semiconductor Industry;
San Francisco
Kominers, Scott Duke, and Nicole Tempest Keller. "NFX Capital and Moov Technologies." Harvard Business School Case 822-045, February 2022.
- Article
How Market Power Affects Dynamic Pricing: Evidence from Inventory Fluctuations at Car Dealerships
By: Ayelet Israeli, Fiona Scott-Morton, Jorge Silva-Risso and Florian Zettelmeyer
This paper investigates empirically the effect of market power on dynamic pricing in the presence of inventories. Our setting is the auto retail industry; we analyze how automotive dealerships adjust prices to inventory levels under varying degrees of market power. We...
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Keywords:
Dynamic Pricing;
Market Power;
Pricing;
Price Discrimination;
Inventory Production;
Marketing;
Price;
Competitive Strategy;
Auto Industry;
Auto Industry
Israeli, Ayelet, Fiona Scott-Morton, Jorge Silva-Risso, and Florian Zettelmeyer. "How Market Power Affects Dynamic Pricing: Evidence from Inventory Fluctuations at Car Dealerships." Management Science 68, no. 2 (February 2022): 895–916.
- January 2022
- Case
SpartanNash Company: The Amazon Warrants (A)
By: Benjamin C. Esty, E. Scott Mayfield and Daniel Fisher
As of 12/31/21, Amazon held $22 billion of equity and warrants in related companies. In fact, it often requests a free grant of warrants when it enters into a new commercial agreement with a supplier. Over the past 20 years, Amazon has gotten warrants in almost 20...
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Keywords:
Valuation;
Value Creation;
Consumer Behavior;
Negotiation;
Distribution;
Ownership;
Partners and Partnerships;
Business Strategy;
Equity;
Distribution Industry;
Distribution Industry;
United States
Esty, Benjamin C., E. Scott Mayfield, and Daniel Fisher. "SpartanNash Company: The Amazon Warrants (A)." Harvard Business School Case 222-022, January 2022.
- January 2022
- Article
Artificial Intelligence, Data-Driven Learning, and the Decentralized Structure of Platform Ecosystems
By: David R. Clough and Andy Wu
Gregory, Henfridsson, Kaganer, and Kyriakou (2020) highlight the important role of data and AI as strategic resources that platforms may use to enhance user value. However, their article overlooks a significant conceptual distinction: the installed base of...
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Keywords:
Artificial Intelligence;
Data Strategy;
Ecosystem;
Value Capture;
Digital Platforms;
Analytics and Data Science;
Strategy;
Learning;
Value Creation;
AI and Machine Learning;
Technology Industry;
Technology Industry;
Technology Industry;
Technology Industry
Clough, David R., and Andy Wu. "Artificial Intelligence, Data-Driven Learning, and the Decentralized Structure of Platform Ecosystems." Academy of Management Review 47, no. 1 (January 2022): 184–189.
- January 2022
- Article
Pushed into a Crowd: Repositioning Costs, Resources, and Competition in the RTE Cereal Industry
By: Young Hou and Dennis Yao
This paper exploits a natural experiment involving self-regulation in the ready-to-eat (RTE) breakfast cereal industry to evaluate the performance impact of product repositioning. It then examines how a product's brand equity value declines with repositioning distance...
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Keywords:
Positioning;
Resources;
Brand Equity;
Competitive Dynamics;
Non-market Strategy;
Regulation;
Repositioning;
Product Positioning;
Performance Evaluation;
Brands and Branding;
Competitive Strategy;
Consumer Products Industry
Hou, Young, and Dennis Yao. "Pushed into a Crowd: Repositioning Costs, Resources, and Competition in the RTE Cereal Industry." Strategic Management Journal 43, no. 1 (January 2022): 3–29.
- July 2021
- Course Overview Note
Social Entrepreneurship and Systems Change
By: Brian Trelstad and Preeti Varma
Systems thinking is a discipline that emerged in the 20th century as a way to understand the complex interrelationships among various players and dynamics within an industry or field that resist simple, reductionist thinking. The big challenges we face play out in...
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Trelstad, Brian, and Preeti Varma. "Social Entrepreneurship and Systems Change." Harvard Business School Course Overview Note 322-029, July 2021.
- May 2021
- Teaching Plan
Gera Developments: Leadership at a Crossroads
By: Christina R. Wing and John Masko
Teaching Plan for HBS Case No. 621-018. For decades, Gera Developments (Gera) was a boutique family-owned real estate development firm in Pune, India. But since 2000, managing director Rohit Gera had turned the company into a dynamic innovator in housing solutions for...
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Keywords:
Buildings and Facilities;
Business Growth and Maturation;
Construction;
Geographic Location;
Global Strategy;
Globalized Firms and Management;
Housing;
Leadership Style;
Management Succession;
Organizational Change and Adaptation;
Organizational Culture;
Family Ownership;
Family and Family Relationships;
Urban Development;
Customization and Personalization;
Real Estate Industry;
Maharashtra;
India;
San Francisco
- May 2021 (Revised February 2024)
- Teaching Note
THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)
By: Ayelet Israeli and Jill Avery
THE YES, a multi-brand shopping app launched in May 2020 offered a new type of buying experience for women’s fashion, driven by a sophisticated algorithm that used data science and machine learning to create and deliver a personalized store for every shopper, based on...
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Keywords:
Data;
Data Analytics;
Artificial Intelligence;
AI;
AI Algorithms;
AI Creativity;
Fashion;
Retail;
Retail Analytics;
E-Commerce Strategy;
Platform;
Platforms;
Big Data;
Preference Elicitation;
Predictive Analytics;
App Development;
"Marketing Analytics";
Advertising;
Mobile App;
Mobile Marketing;
Apparel;
Online Advertising;
Referral Rewards;
Referrals;
Female Ceo;
Female Entrepreneur;
Female Protagonist;
Analytics and Data Science;
Analysis;
Creativity;
Marketing Strategy;
Brands and Branding;
Consumer Behavior;
Demand and Consumers;
Forecasting and Prediction;
Marketing Channels;
Digital Marketing;
Internet and the Web;
Mobile and Wireless Technology;
AI and Machine Learning;
E-commerce;
Digital Platforms;
Fashion Industry;
Fashion Industry;
Fashion Industry;
Fashion Industry;
United States
- 2021
- Working Paper
Which Markets (Don't) Drive Pharmaceutical Innovation? Evidence From U.S. Medicaid Expansions
By: Craig Garthwaite, Rebecca Sachs and Ariel Dora Stern
Pharmaceutical innovation policy involves managing a tradeoff between high prices for new products in the short-term and stronger incentives to develop products for the future. Prior research has documented a causal relationship between market size and pharmaceutical...
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Keywords:
Pharmaceuticals;
Medicaid;
Innovation and Invention;
Policy;
Markets;
Research and Development;
Pharmaceutical Industry
Garthwaite, Craig, Rebecca Sachs, and Ariel Dora Stern. "Which Markets (Don't) Drive Pharmaceutical Innovation? Evidence From U.S. Medicaid Expansions." NBER Working Paper Series, No. 28755, May 2021.
- 2021
- Working Paper
Hidden Software and Veiled Value Creation: Illustrations from Server Software Usage
By: Raviv Murciano-Goroff, Ran Zhuo and Shane Greenstein
How do you measure the value of a commodity that transacts at a price of zero from an economic standpoint? This study examines the potential for and extent of omission and misattribution in standard approaches to economic accounting with regards to open source...
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Keywords:
Server Software;
Open Source Distribution;
Applications and Software;
Analytics and Data Science;
Economics;
Value Creation;
Measurement and Metrics
Murciano-Goroff, Raviv, Ran Zhuo, and Shane Greenstein. "Hidden Software and Veiled Value Creation: Illustrations from Server Software Usage." NBER Working Paper Series, No. 28738, April 2021.
- January 2021 (Revised March 2022)
- Case
Into the Raging Sea: Final Voyage of the SS El Faro
By: Joseph B. Fuller and Mel Martin
Captain Michael Davidson of the container ship SS El Faro was determined to make his planned shipping trip on time—but a hurricane was approaching his intended path. To succeed, Davidson and his fellow officers must plot a course to avoid the storm in the face of...
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Keywords:
Power Dynamics;
Management;
Leadership Style;
Crisis Management;
Failure;
Groups and Teams;
Rank and Position;
Decision Choices and Conditions;
Shipping Industry;
United States
Fuller, Joseph B., and Mel Martin. "Into the Raging Sea: Final Voyage of the SS El Faro." Harvard Business School Case 321-014, January 2021. (Revised March 2022.)
- January 2021 (Revised March 2021)
- Case
THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)
By: Jill Avery, Ayelet Israeli and Emma von Maur
THE YES, a multi-brand shopping app launched in May 2020 offered a new type of buying experience for women’s fashion, driven by a sophisticated algorithm that used data science and machine learning to create and deliver a personalized store for every shopper, based on...
View Details
Keywords:
Data;
Data Analytics;
Artificial Intelligence;
AI;
AI Algorithms;
AI Creativity;
Fashion;
Retail;
Retail Analytics;
E-Commerce Strategy;
Platform;
Platforms;
Big Data;
Preference Elicitation;
Preference Prediction;
Predictive Analytics;
App Development;
"Marketing Analytics";
Advertising;
Mobile App;
Mobile Marketing;
Apparel;
Online Advertising;
Referral Rewards;
Referrals;
Female Ceo;
Female Entrepreneur;
Female Protagonist;
Analytics and Data Science;
Analysis;
Creativity;
Marketing Strategy;
Brands and Branding;
Consumer Behavior;
Demand and Consumers;
Forecasting and Prediction;
Marketing Channels;
Digital Marketing;
Internet and the Web;
Mobile and Wireless Technology;
AI and Machine Learning;
E-commerce;
Digital Platforms;
Fashion Industry;
Fashion Industry;
Fashion Industry;
Fashion Industry;
United States
Avery, Jill, Ayelet Israeli, and Emma von Maur. "THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)." Harvard Business School Case 521-070, January 2021. (Revised March 2021.)