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- 2023
- Article
Probabilistically Robust Recourse: Navigating the Trade-offs between Costs and Robustness in Algorithmic Recourse
By: Martin Pawelczyk, Teresa Datta, Johannes van-den-Heuvel, Gjergji Kasneci and Himabindu Lakkaraju
As machine learning models are increasingly being employed to make consequential decisions in real-world settings, it becomes critical to ensure that individuals who are adversely impacted (e.g., loan denied) by the predictions of these models are provided with a means...
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Pawelczyk, Martin, Teresa Datta, Johannes van-den-Heuvel, Gjergji Kasneci, and Himabindu Lakkaraju. "Probabilistically Robust Recourse: Navigating the Trade-offs between Costs and Robustness in Algorithmic Recourse." International Conference on Learning Representations (ICLR) (2023).
- January 2023
- Module Note
Network Effects in Technology
By: Andy Wu and Matt Higgins
In business and strategy contexts, network effects are often accompanied by bandwagon (or herding) effects, positive feedback loops (or accumulated advantage effects), and market tipping (or winner-take-all dynamics). Though these phenomena are often grouped together...
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Wu, Andy, and Matt Higgins. "Network Effects in Technology." Harvard Business School Module Note 723-417, January 2023.
- 2023
- Working Paper
Summarizing the Mental Customer Journey
By: Julian De Freitas, Ahmet Uğuralp, Zeliha Uğuralp, Pechthida Kim and Tomer Ullman
How do consumers summarize and act on their experiences, as when deciding whether an interaction with a firm was satisfying and whether to buy from it? Previous work on the summary of continuous experiences has tended to focus on a handful of experience patterns and...
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Keywords:
Customer Experience;
Customer Journey;
Natural Language Processing;
Summarization;
Customer Satisfaction;
Outcome or Result;
Decision Choices and Conditions
De Freitas, Julian, Ahmet Uğuralp, Zeliha Uğuralp, Pechthida Kim, and Tomer Ullman. "Summarizing the Mental Customer Journey." Harvard Business School Working Paper, No. 23-038, January 2023.
- January 2023 (Revised January 2023)
- Case
Belden and Digital Transformation: From Product Sales to Solutions Sales
By: Frank V. Cespedes and Amy Klopfenstein
This case provides an overview of a sales transformation in the industrial automation division at Belden, a hardware manufacturer. While Belden historically sold products such as cables, wires, and other networking devices, EVP of Industrial Automation Ashish Chand...
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- January 2023
- Article
Firm-Induced Migration Paths and Strategic Human-Capital Outcomes
By: Prithwiraj (Raj) Choudhury, Tarun Khanna and Victoria Sevcenko
Firm-induced migration typically entails firms relocating workers to fill value-creating positions at destination locations. But such relocated workers are often exposed to external employment opportunities at their destinations, possibly triggering turnover. We...
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Keywords:
Worker Relocation;
Turnover;
Firm-induced Migration;
Smaller Towns;
Employee Mobility;
Geographic Mobility;
Migration;
Clusters;
Employees;
Geographic Location;
Performance;
Opportunities;
Retention;
Human Capital;
Talent and Talent Management
Choudhury, Prithwiraj (Raj), Tarun Khanna, and Victoria Sevcenko. "Firm-Induced Migration Paths and Strategic Human-Capital Outcomes." Management Science 69, no. 1 (January 2023): 419–445.
- 2023
- Working Paper
Too Many Managers: The Strategic Use of Titles to Avoid Overtime Payments
By: Lauren Cohen, Umit Gurun and N. Bugra Ozel
We find widespread evidence of firms appearing to avoid paying overtime wages by exploiting a
federal law that allows them to do so for employees termed as “managers” and paid a salary above a
pre-defined dollar threshold. We show that listings for salaried positions...
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Cohen, Lauren, Umit Gurun, and N. Bugra Ozel. "Too Many Managers: The Strategic Use of Titles to Avoid Overtime Payments." NBER Working Paper Series, No. 30826, January 2023.
- Working Paper
Diversification as an Adaptive Learning Process: An Empirical Study of General-Purpose and Market-Specific Technological Know-How in New Market Entry
By: Dominika Kinga Randle and Gary P. Pisano
An enduring trait of modern corporations is their propensity to diversify into multiple lines of business. Penrosian theories conceptualize diversification as a strategy to exploit a firm’s fungible, yet “untradeable,” resources and point to redeployment of...
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Keywords:
Growth and Development Strategy;
Technology Adoption;
Diversification;
Market Entry and Exit;
Transformation
Randle, Dominika Kinga, and Gary P. Pisano. "Diversification as an Adaptive Learning Process: An Empirical Study of General-Purpose and Market-Specific Technological Know-How in New Market Entry." Harvard Business School Working Paper, No. 23-032, December 2022.
- December 2022 (Revised January 2023)
- Case
Marfrig's Quest for Greener Beef
By: Jose B. Alvarez, Pedro Levindo and Ruth Costas
Marfrig, one of the world’s leading meatpackers, strived to comply with its commitment to have a deforestation-free value chain in Brazil by 2030. The company also pledged to reduce its emissions of greenhouse gases in accordance with the guidelines set by the...
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Keywords:
Agribusiness;
Animal-Based Agribusiness;
Plant-Based Agribusiness;
Acquisition;
Family Business;
Communication Strategy;
Environmental Management;
Climate Change;
Environmental Regulation;
Environmental Sustainability;
Bonds;
Food;
Global Strategy;
Goods and Commodities;
Government and Politics;
Political Elections;
Leading Change;
Marketing;
Product Marketing;
Product Positioning;
Supply Chain;
Supply Chain Management;
Corporate Social Responsibility and Impact;
Business and Government Relations;
Business and Stakeholder Relations;
Partners and Partnerships;
Strategy;
Adaptation;
Business Strategy;
Commercialization;
Competitive Strategy;
Corporate Strategy;
Diversification;
Expansion;
Agriculture and Agribusiness Industry;
Agriculture and Agribusiness Industry;
Brazil;
Latin America;
Argentina;
Uruguay;
North America;
United States;
Europe;
Asia;
China
- December 2022
- Technical Note
Risks and Opportunities from the Transition to a Low Carbon Economy: A Business Analysis Framework
By: George Serafeim
The transition to a low carbon economy introduces many risks and opportunities for businesses. Risks emerge from regulatory actions, such as carbon taxes and cap and trade systems, technological innovation that develop alternatives for customers making existing...
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Keywords:
Risk Assessment;
Opportunities;
Environmental Sustainability;
Carbon Footprint;
Risk Management;
Competitive Dynamics;
Business Analysis;
Climate Change;
Accounting;
Finance;
Valuation;
Business and Shareholder Relations;
Technological Innovation;
Transition;
Product Positioning;
Renewable Energy;
Analysis
Serafeim, George. "Risks and Opportunities from the Transition to a Low Carbon Economy: A Business Analysis Framework." Harvard Business School Technical Note 123-014, December 2022.
- December 2022
- Case
Iberdrola: Leading the Energy Revolution
By: Juan Alcácer and Emer Moloney
At the end of 2019, Ignacio Galán, the Chairman and CEO of the world's third largest utility, Iberdrola, relected on his almost 20 years at the company. He managed a portfolio of three very different businesses, each with their own specific opportunities and...
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Keywords:
Energy;
Energy Generation;
Energy Sources;
Non-Renewable Energy;
Renewable Energy;
Engineering;
Innovation and Management;
Innovation Leadership;
Innovation Strategy;
Technological Innovation;
Leadership;
Growth and Development Strategy;
Market Timing;
Industry Growth;
Mission and Purpose;
Strategy;
Energy Industry;
Green Technology Industry;
Utilities Industry;
Transportation Industry;
Auto Industry;
Spain;
United Kingdom;
United States;
Brazil;
Mexico
- December 2022 (Revised January 2023)
- Case
Cann: High Hopes for Cannabis Infused Beverages
By: Ayelet Israeli and Anne V. Wilson
Founded in 2018 by Jake Bullock and Luke Anderson, Cann sold “social tonics,” or cannabis-infused beverages. By 2022, the company had several notable celebrity investors and talent partners, had sold over 10 million beverages to consumers, was distributing in six...
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Keywords:
Stigma;
Product Innovation;
Product Introduction;
Product Differentiation;
New Products;
New Product Marketing;
New Product Management;
Brand Management;
Branding;
Packaging;
Positioning;
Growth Strategy And Execution;
Growth;
Cannabis Industry;
Purpose;
Purpose Brands;
LGBTQ;
Direct-to-consumer;
DTC;
Regulations;
Channels Of Distribution;
Product Development;
Product Marketing;
Product Positioning;
Product;
Innovation and Invention;
Brands and Branding;
Marketing;
Marketing Communications;
Marketing Channels;
Advertising;
Advertising Campaigns;
Digital Marketing;
Market Entry and Exit;
Governing Rules, Regulations, and Reforms;
Food and Beverage Industry;
Food and Beverage Industry;
United States;
Canada;
North America
Israeli, Ayelet, and Anne V. Wilson. "Cann: High Hopes for Cannabis Infused Beverages." Harvard Business School Case 523-074, December 2022. (Revised January 2023.)
- December 13, 2022
- Article
6 Ways Companies Fail to Help Workers Grow
By: Joseph Fuller, Matthew Sigelman and Nik Dawson
The authors recently studied Fortune 250 companies and ranked them based on the lived experience of three million of their U.S. workers. One of their key findings was that even top-ranked firms fail to deliver consistently on worker advancement. To understand why this...
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Keywords:
Personal Development and Career;
Training;
Business Model;
Outcome or Result;
Performance Evaluation;
Opportunities
Fuller, Joseph, Matthew Sigelman, and Nik Dawson. "6 Ways Companies Fail to Help Workers Grow." Harvard Business Review Digital Articles (December 13, 2022).
- December 2022
- Article
Collaborative Rooming: An Innovative Pilot Project to Overcome Primary Care Challenges
By: Gagandeep Singh, Jill G. Lenhart, Richard A. Helmers, Michele Renee Eberlee, Heather Costley, Joel B. Roberts and Robert S. Kaplan
Primary care physicians are overburdened with growing complexities and increasing expectations for primary care visits. To meet expectations, primary care physicians must multitask during visits and spend extra hours in the office for charting, billing, and...
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Singh, Gagandeep, Jill G. Lenhart, Richard A. Helmers, Michele Renee Eberlee, Heather Costley, Joel B. Roberts, and Robert S. Kaplan. "Collaborative Rooming: An Innovative Pilot Project to Overcome Primary Care Challenges." Wisconsin Medical Journal 121, no. 4 (December 2022): 306–309.
- 2022
- Working Paper
Demand-and-Supply Imbalance Risk and Long-Term Swap Spreads
By: Samuel G. Hanson, Aytek Malkhozov and Gyuri Venter
We develop and test a model in which swap spreads are determined by end users' demand for and constrained intermediaries' supply of long-term interest rate swaps. Swap spreads reflect compensation both for using scarce intermediary capital and for bearing convergence...
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Hanson, Samuel G., Aytek Malkhozov, and Gyuri Venter. "Demand-and-Supply Imbalance Risk and Long-Term Swap Spreads." Working Paper, December 2022.
- 2021
- Working Paper
The Contribution of High-Skilled Immigrants to Innovation in the United States
By: Shai Bernstein, Rebecca Diamond, Abhisit Jiranaphawiboon, Timothy McQuade and Beatriz Pousada
We characterize the contribution of immigrants to US innovation, both through their direct productivity as well as through their indirect spillover effects on their native collaborators. To do so, we link patent records to a database containing the first five digits of...
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Keywords:
Innovation;
Economic Growth;
Immigrants;
Innovation and Invention;
Collaborative Innovation and Invention;
Patents;
Innovation Strategy
Bernstein, Shai, Rebecca Diamond, Abhisit Jiranaphawiboon, Timothy McQuade, and Beatriz Pousada. "The Contribution of High-Skilled Immigrants to Innovation in the United States." Harvard Business School Working Paper, No. 22-065, December 2021. (NBER Working Paper Series, No. 30797, December 2022.)
- December, 2022
- Article
When and How Should Firms Differentiate? Quality and Advertising Decisions in a Duopoly
By: Dominique Olié Lauga, Elie Ofek and Zsolt Katona
A prominent hallmark of competitive interaction is the desire to differentiate from rivals. In this article, the authors examine under what conditions firms will differentiate through product quality versus advertising intensity. Firms select quality in a first stage,...
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Lauga, Dominique Olié, Elie Ofek, and Zsolt Katona. "When and How Should Firms Differentiate? Quality and Advertising Decisions in a Duopoly." Journal of Marketing Research (JMR) 59, no. 6 (December, 2022): 1252–1265.
- November 2022 (Revised December 2022)
- Case
Replika AI: Monetizing a Chatbot
By: Julian De Freitas and Nicole Tempest Keller
In early 2018, Eugenia Kuyda, co-founder and CEO of San Francisco-based chatbot Replika AI, was deciding how to monetize the app she had built. Launched in 2017, Replika was a consumer AI “companion app” developed by a team of AI software engineers originally based in...
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- November 2022
- Background Note
The Future of E-Commerce: Lessons from the Livestream Wars in China
By: Ayelet Israeli, Jeremy Yang and Billy Chan
This note explores the emerging multi-billion dollar commerce trend of livestream commerce. Livestream commerce is the sale of goods or services directly to consumers via live shows on digital platforms (such as social media or e-commerce platforms). It is a form of...
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Keywords:
Retail;
Retailing;
E-commerce;
E-Commerce Strategy;
Ecommerce;
Channels Of Distribution;
Marketing Communication;
Livestream Commerce;
Marketing;
Marketing Channels;
Marketing Strategy;
Advertising;
Brands and Branding;
Media;
Consumer Behavior;
Social Media;
Retail Industry;
Consumer Products Industry;
Advertising Industry;
China;
United States;
United Kingdom
Israeli, Ayelet, Jeremy Yang, and Billy Chan. "The Future of E-Commerce: Lessons from the Livestream Wars in China." Harvard Business School Background Note 523-055, November 2022.
- November 2022
- Case
GE: A New Way Forward?
By: David J. Collis and Haisley Wert
One of the most iconic American companies, General Electric (GE) was founded in 1892 in New York state. Named among the original dozen companies on the Dow Jones index in 1896, it was the list’s most tenacious holdout, maintaining its “blue chip” stock status for over...
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- 2022
- Article
Climate Change Vulnerability and Currency Returns
By: Alex Cheema-Fox, George Serafeim and Hui (Stacie) Wang
Using measures of physical risk from climate change, we develop a methodology to allocate currency pairs according to a country’s vulnerability and construct portfolios with decreasing vulnerability to physical risk. We show that non-G10 currencies are more vulnerable...
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Keywords:
Climate Finance;
Vulnerabilities;
Currencies;
Foreign Exchange;
Climate Change;
Currency;
Natural Disasters
Cheema-Fox, Alex, George Serafeim, and Hui (Stacie) Wang. "Climate Change Vulnerability and Currency Returns." Financial Analysts Journal 78, no. 4 (2022): 37–58.