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All HBS Web
(3,188)
- Faculty Publications (780)
- 2022
- Article
Towards Robust Off-Policy Evaluation via Human Inputs
By: Harvineet Singh, Shalmali Joshi, Finale Doshi-Velez and Himabindu Lakkaraju
Off-policy Evaluation (OPE) methods are crucial tools for evaluating policies in high-stakes domains such as healthcare, where direct deployment is often infeasible, unethical, or expensive. When deployment environments are expected to undergo changes (that is, dataset...
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Singh, Harvineet, Shalmali Joshi, Finale Doshi-Velez, and Himabindu Lakkaraju. "Towards Robust Off-Policy Evaluation via Human Inputs." Proceedings of the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (2022): 686–699.
- 2022
- Working Paper
Product2Vec: Leveraging Representation Learning to Model Consumer Product Choice in Large Assortments
By: Fanglin Chen, Xiao Liu, Davide Proserpio and Isamar Troncoso
We propose a method, Product2Vec, based on representation learning, that can automatically learn latent product attributes that drive consumer choices, to study product-level competition when the number of products is large. We demonstrate Product2Vec’s...
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Chen, Fanglin, Xiao Liu, Davide Proserpio, and Isamar Troncoso. "Product2Vec: Leveraging Representation Learning to Model Consumer Product Choice in Large Assortments." NYU Stern School of Business Research Paper Series, July 2022.
- June 2022 (Revised November 2023)
- Case
Individual FoodService, Kelso, and Ken Sweder
By: Jo Tango and Alys Ferragamo
When and how much risk to take? In October 2020, Ken Sweder, CEO of Individual FoodService (“IFS”), contemplated this question as he evaluated a proposal to acquire Brady Industries, a distributor of janitorial and sanitation products. Sweder and his private equity...
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Keywords:
COVID-19 Pandemic;
Risk Management;
Mergers and Acquisitions;
Value Creation;
Business Divisions
Tango, Jo, and Alys Ferragamo. "Individual FoodService, Kelso, and Ken Sweder." Harvard Business School Case 822-144, June 2022. (Revised November 2023.)
- 2022
- Working Paper
A Conceptualization of Sub-Living Wages: Liabilities, Leverage, and Risk
By: Drew Keller, Katie Panella and George Serafeim
Currently the accounting system records employee wages as an expense in the income statement. However, paying below living wages can expose an organization to reputational and operational risks. In this paper, we offer an alternative conceptualization of the issue of...
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Keywords:
Accounting;
Impact Accounting;
Leverage;
Wages;
Compensation and Benefits;
Business and Stakeholder Relations;
Business and Government Relations;
Social Issues;
Human Capital
Keller, Drew, Katie Panella, and George Serafeim. "A Conceptualization of Sub-Living Wages: Liabilities, Leverage, and Risk." Harvard Business School Working Paper, No. 22-076, June 2022.
- June 2022
- Case
Business Implications from Regulating Carbon Emissions in the EU
By: George Serafeim and Benjamin Maletta
In the beginning of the 21st century, the European Union (the EU) had led the global fight against climate change with a wide array of policy measures. The EU’s primary approach to climate policy had been taxation via the European Union Emissions Trading System (EU...
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Keywords:
Regulation;
Carbon Emissions;
Trade;
Sustainability;
Decarbonization;
Performance;
Climate Change;
Analysis;
Strategy;
Taxation;
Policy;
Environmental Regulation;
Industry Structures;
European Union
Serafeim, George, and Benjamin Maletta. "Business Implications from Regulating Carbon Emissions in the EU." Harvard Business School Case 122-106, June 2022.
- June 2022 (Revised November 2023)
- Case
Platinum Capital
By: Jo Tango and Alys Ferragamo
How should a venture capital firm divide compensation and decision rights between its founders and its next-generation partners? Platinum Capital faced this decision in July 2020. Platinum’s younger partners had just requested a piece of the firm’s highly lucrative...
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Keywords:
Decision Rights;
Business and Stakeholder Relations;
Compensation and Benefits;
Governance;
Retention;
Negotiation;
Partners and Partnerships
Tango, Jo, and Alys Ferragamo. "Platinum Capital." Harvard Business School Case 822-134, June 2022. (Revised November 2023.)
- May 2022
- Case
Thinking Outside the Wine Box (A): Mekanism and the Franz for Life Campaign
This case provides an overview of “Franz for Life,” an advertising campaign that independent advertising agency Mekanism created and executed to revitalize the brand image of Franzia, a low-cost boxed wine. For several years, Franzia’s popularity declined among...
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Keywords:
Marketing;
Brands and Branding;
Marketing Strategy;
Digital Marketing;
Social Marketing;
Marketing Communications;
Product Positioning;
Food and Beverage Industry;
Advertising Industry;
United States
Amano, Tomomichi, Elie Ofek, Mengjie Cheng, and Amy Klopfenstein. "Thinking Outside the Wine Box (A): Mekanism and the Franz for Life Campaign." Harvard Business School Case 522-055, May 2022.
- May 2022
- Supplement
Thinking Outside the Wine Box (B): Mekanism and the Franz for Life Campaign
This case reveals the events that took place after the conclusion of the case “Thinking Outside the Wine Box (A): Mekanism and the Franz for Life Campaign.” After reviewing Mekanism’s pitches for the Franz for Life 2.0 campaign, TWG executives felt that the proposed...
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Keywords:
Marketing;
Brands and Branding;
Marketing Strategy;
Digital Marketing;
Social Marketing;
Marketing Communications;
Product Positioning;
Advertising;
Communication Strategy;
Advertising Campaigns;
Social Media;
Food and Beverage Industry;
Advertising Industry;
United States
Amano, Tomomichi, Elie Ofek, Mengjie Cheng, and Amy Klopfenstein. "Thinking Outside the Wine Box (B): Mekanism and the Franz for Life Campaign." Harvard Business School Supplement 522-059, May 2022.
- May 2022
- Supplement
Thinking Outside the Wine Box (C): Mekanism and the Franz for Life Campaign
This case reveals the events that took place after the conclusion of the cases “Thinking Outside the Wine Box (A-B): Mekanism and the Franz for Life Campaign.” After selecting a creative direction for the Franz for Life 2.0 campaign, independent advertising agency...
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Keywords:
Marketing;
Brands and Branding;
Marketing Strategy;
Digital Marketing;
Social Marketing;
Marketing Communications;
Product Positioning;
Advertising;
Communication Strategy;
Advertising Campaigns;
Social Media;
Food and Beverage Industry;
Advertising Industry;
United States
Amano, Tomomichi, Elie Ofek, Mengjie Cheng, and Amy Klopfenstein. "Thinking Outside the Wine Box (C): Mekanism and the Franz for Life Campaign." Harvard Business School Supplement 522-068, May 2022.
- May 2022
- Article
Strengthening Digital Infrastructure: A Policy Agenda for Free and Open Source Software
By: Frank Nagle
While there is little debate that digital forces are playing an increasingly crucial role in the economy, there
is limited understanding of the importance of the digital infrastructure that underlies this role. Much of the
discussion around digital infrastructure has...
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Nagle, Frank. "Strengthening Digital Infrastructure: A Policy Agenda for Free and Open Source Software." Brookings Series: Reimagining Modern-day Markets and Regulations (May 2022).
- Article
Why Build in Web3
By: Jad Esber and Scott Duke Kominers
A major change is coming to the internet. While today’s dominant platforms have guarded their troves of user data and maintained an advantage through network effects, new companies—working in what they're calling a “Web3” model—are proposing a new value proposition to...
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Keywords:
Blockchain;
User Experience;
Digital Platforms;
Network Effects;
Internet and the Web;
Competition;
Web Services Industry
Esber, Jad, and Scott Duke Kominers. "Why Build in Web3." Harvard Business Review Digital Articles (May 16, 2022).
- May 2022
- Case
What to Propose?
By: David G. Fubini
Two audit and financial services firms, one of which your consulting firm has supported extensively, have merged to create one of the largest audit firms in the world. The audit firm's Executive Team has requested proposals aimed at re-evaluating their internal...
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Keywords:
Consulting;
Professional Services;
Governance;
Presentations;
Organizational Structure;
Transition;
Mergers and Acquisitions;
Consulting Industry
Fubini, David G. "What to Propose?" Harvard Business School Case 422-095, May 2022.
- 2022
- Chapter
Connecter les rêves
By: Hubert Joly and Mariana Arnaut
Trouver du sens dans son travail est plus que jamais vécu comme essentiel. L’entreprise, l’une des organisations humaines les plus capables d’innovation, a un rôle central à jouer face aux enjeux sociaux et environnementaux. Reste à déterminer quels principes peuvent...
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Joly, Hubert, and Mariana Arnaut. "Connecter les rêves." Chap. 8 in En quête de sens: Un dialogue entre dirigeants et futurs dirigeants [In Search of Meaning: A Dialogue Between Leaders and Future Leaders], edited by Rodolphe Durand and Cécile Lavrard-Meyer de Lisle, 125–142. Paris: Dunod, 2022, French ed.
- 2022
- Article
Probing GNN Explainers: A Rigorous Theoretical and Empirical Analysis of GNN Explanation Methods.
By: Chirag Agarwal, Marinka Zitnik and Himabindu Lakkaraju
As Graph Neural Networks (GNNs) are increasingly employed in real-world applications, it becomes critical to ensure that the stakeholders understand the rationale behind their predictions. While several GNN explanation methods have been proposed recently, there has...
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Keywords:
Graph Neural Networks;
Explanation Methods;
Mathematical Methods;
Framework;
Theory;
Analysis
Agarwal, Chirag, Marinka Zitnik, and Himabindu Lakkaraju. "Probing GNN Explainers: A Rigorous Theoretical and Empirical Analysis of GNN Explanation Methods." Proceedings of the International Conference on Artificial Intelligence and Statistics (AISTATS) 25th (2022).
- April 2022
- Article
National Customer Orientation: A Framework, Propositions and Agenda for Future Research
By: Ofer Mintz, Imran S. Currim and Rohit Deshpandé
Purpose: This paper aims to propose a new country-level construct, national customer orientation, to provide a benchmark for global headquartered managers’ decisions and scholars investigating cross-national research.
Design/methodology/approach: A conceptual... View Details
Design/methodology/approach: A conceptual... View Details
Keywords:
International Marketing;
Macro-marketing;
Marketing;
Financial Crisis;
Customer Focus and Relationships;
Economic Growth;
Economic Slowdown and Stagnation
Mintz, Ofer, Imran S. Currim, and Rohit Deshpandé. "National Customer Orientation: A Framework, Propositions and Agenda for Future Research." European Journal of Marketing 56, no. 4 (April 2022): 1014–1041.
- March 2022 (Revised November 2023)
- Case
Doubling Down: Elon Musk's Big Bets in 2022
By: David Yoffie and Daniel Fisher
2021 was a banner year for Elon Musk. CEO of the electric vehicle manufacturer Tesla, the aerospace manufacturer SpaceX, and a few smaller startups, Musk became the richest person on Earth after Tesla reached a market capitalization of $1 trillion and SpaceX a private...
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Keywords:
Innovation and Management;
Competitive Advantage;
Competitive Strategy;
Information Infrastructure;
Applications and Software;
Transportation;
Strategic Planning;
Leadership Style;
Leading Change;
Goals and Objectives;
Aerospace Industry;
Auto Industry;
Battery Industry;
United States;
Europe;
China
Yoffie, David, and Daniel Fisher. "Doubling Down: Elon Musk's Big Bets in 2022." Harvard Business School Case 722-439, March 2022. (Revised November 2023.)
- March 2022 (Revised May 2022)
- Case
Winning Business at Russell Reynolds (A)
By: Ethan Bernstein and Cara Mazzucco
In an effort to make compensation drive collaboration, Russell Reynolds Associates’ (RRA) CEO Clarke Murphy sought to re-engineer the bonus system for his executive search consultants in 2016. As his HR analytics guru, Kelly Smith, points out, that risks upsetting–and...
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Keywords:
Compensation;
Collaboration;
Executive Search Firms;
Consulting Firms;
Compensation and Benefits;
Restructuring;
Human Resources;
Human Capital;
Management Practices and Processes;
Organizational Culture;
Organizational Change and Adaptation;
Social and Collaborative Networks;
Recruitment;
Selection and Staffing;
Talent and Talent Management;
Consulting Industry;
Employment Industry;
Asia;
Europe;
Latin America;
Middle East;
North and Central America;
South America;
Oceania
Bernstein, Ethan, and Cara Mazzucco. "Winning Business at Russell Reynolds (A)." Harvard Business School Case 422-045, March 2022. (Revised May 2022.)
- March 2022
- Supplement
Winning Business at Russell Reynolds (B)
By: Ethan Bernstein and Cara Mazzucco
In an effort to make compensation drive collaboration, Russell Reynolds Associates’ (RRA) CEO Clarke Murphy sought to re-engineer the bonus system for his executive search consultants in 2016. As his HR analytics guru, Kelly Smith, points out, that risks upsetting–and...
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Keywords:
Compensation;
Collaboration;
Executive Search Firms;
Consulting Firms;
Compensation and Benefits;
Restructuring;
Human Resources;
Human Capital;
Management Practices and Processes;
Organizational Culture;
Organizational Change and Adaptation;
Social and Collaborative Networks;
Recruitment;
Selection and Staffing;
Talent and Talent Management;
Consulting Industry;
Employment Industry;
Asia;
Europe;
Latin America;
Middle East;
North and Central America;
South America;
Oceania
Bernstein, Ethan, and Cara Mazzucco. "Winning Business at Russell Reynolds (B)." Harvard Business School Supplement 422-046, March 2022.
- Article
A Better Way to Assess Managerial Performance
Total shareholder return (TSR) has become the definitive metric for gauging performance. Unlike accounting measures such as revenue growth or earnings per share that reflect the past, TSR is based on share price and thus captures investor expectations of what will...
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Keywords:
Total Shareholder Return;
Buybacks;
Core Operating Shareholder Return;
Management;
Operations;
Performance;
Measurement and Metrics
Desai, Mihir, Mark Egan, and Scott Mayfield. "A Better Way to Assess Managerial Performance." Harvard Business Review 100, no. 2 (March–April 2022): 134–141.
- March 2022
- Article
Estimating the Effectiveness of Permanent Price Reductions for Competing Products Using Multivariate Bayesian Structural Time Series Models
By: Fiammetta Menchetti and Iavor Bojinov
Researchers regularly use synthetic control methods for estimating causal effects when a sub-set of units receive a single persistent treatment, and the rest are unaffected by the change. In many applications, however, units not assigned to treatment are nevertheless...
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Keywords:
Causal Inference;
Partial Interference;
Synthetic Controls;
Bayesian Structural Time Series;
Mathematical Methods
Menchetti, Fiammetta, and Iavor Bojinov. "Estimating the Effectiveness of Permanent Price Reductions for Competing Products Using Multivariate Bayesian Structural Time Series Models." Annals of Applied Statistics 16, no. 1 (March 2022): 414–435.