Publications

September 2020 (Revised July 2022)
Exercise

Artea (D): Discrimination through Algorithmic Bias in Targeting

By: Eva Ascarza and Ayelet Israeli

This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and targeting. Parts (B),(C),(D) Introduce algorithmic bias. The... View Details

Keywords: Targeted Advertising; Discrimination; Algorithmic Data; Bias; Advertising; Race; Gender; Marketing; Diversity; Customer Relationship Management; Prejudice and Bias; Analytics and Data Science; Technology Industry; Technology Industry; Technology Industry; United States

October 2001 (Revised January 2002)
Case

Philipp Justus at eBay Germany (A)

By: Linda A. Hill and Maria Farkas

A week after becoming country manager of eBay's recently acquired German auction site, Philipp Justus must steer the company through a massive technical integration with eBay's Web site. Throughout the seven-month project, Justus and his team must master the challenge... View Details

Keywords: Organizational Design; Leadership; Internet and the Web; Globalized Firms and Management; Mergers and Acquisitions; Managerial Roles; Management Teams; Management Practices and Processes; Auctions; Information Technology Industry; Information Technology Industry; Germany

June 1993 (Revised December 1995)
Case

Frito-Lay, Inc.: The Navigator Project (A)

By: Lynda M. Applegate, Richard O. Mason and Melinda Conrad

Provides an overview of the company's recent organizational changes followed by a discussion of the company's new sales promotion software, "Promotion Planner." The president of Frito-Lay's central division must decide how he should proceed with the rollout of this new... View Details

Keywords: Information Technology; Technology Adoption; Organizational Change and Adaptation; Trends; Innovation Strategy; Marketing Communications; Decision Choices and Conditions; Food and Beverage Industry; Manufacturing Industry

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February 2013 (Revised December 2015)
Case

Groom Energy Solutions: Selling Efficiency

By: Michael W. Toffel, Kira R. Fabrizio and Stephanie van Sice

Groom Energy Solutions helps organizations reduce their energy use and costs through the implementation of energy efficiency measures, which create long-term financial and environmental benefits. With early success serving customers in the cold storage and industrial... View Details

Keywords: Groom Energy Solutions; Jon Guerster; Salem, MA; Energy Management; Energy Efficiency Paradox; Sustainability Management; Manufacturing; Cold Storage; Commercial Real Estate; Enterprise Smart Grid; Carbon Accounting; LED Lighting; Sustainability Research; Entrepreneurship; Environmental Entrepreneurship; Energy Entrepreneurship; Energy Services; Electricity; Startup; Expansion; Growth; Sustainability; Business Startups; Forecasting and Prediction; Energy Conservation; Revenue; Geographic Location; Human Resources; Management; Growth and Development Strategy; Market Entry and Exit; Operations; Service Delivery; Strategic Planning; Science; Environmental Sustainability; Climate Change; Society; Social Issues; Technology Adoption; Energy Industry; Green Technology Industry; Technology Industry; Utilities Industry; United States; Boston

03 Jul 2012
First Look

First Look: July 3

address poverty and poverty-related social needs. Using a number of illustrative cases, we explore how variation of local institutional mechanisms shapes the local "face... View Details

Keywords: Sean Silverthorne

2025
Article

Statistical Inference for Heterogeneous Treatment Effects Discovered by Generic Machine Learning in Randomized Experiments

By: Kosuke Imai and Michael Lingzhi Li

Researchers are increasingly turning to machine learning (ML) algorithms to investigate causal heterogeneity in randomized experiments. Despite their promise, ML algorithms may fail to accurately ascertain heterogeneous treatment effects under practical settings with... View Details

Keywords: AI and Machine Learning; Mathematical Methods; Analytics and Data Science

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November 2016 (Revised March 2018)
Case

Deutsche Bank: Structured Retail Products

By: Boris Vallée and Jérôme Lenhardt

Describes how Deutsche Bank, a leading European bank, is deciding whether or not to launch a new structured retail product in Germany: an autocallable note. Will this product find a market and how does it fit into the bank’s product portfolio? The case investigates how... View Details

April 2025
Article

How Central Banks Manage Climate and Energy Transition Risks

By: Esther Shears, Jonas Meckling and Jared Finnegan

Central banks have begun to examine and manage climate risks, including both transition risks of moving from fossil fuels to clean energy and physical climate risks. Here we provide a systematic assessment of how and why central banks address climate risks on the basis... View Details

Keywords: Banks and Banking; Risk and Uncertainty; Climate Change; Transition; Risk Management

2021
Working Paper

Dirty Money: How Banks Influence Financial Crime

By: Joseph Pacelli, Janet Gao, Jan Schneemeier and Yufeng Wu

On September 21st, 2020, a consortium of international journalists leaked nearly 2,500 suspicious activity reports (SAR) obtained from the U.S. Financial Crimes Enforcement Network, exposing nearly $2 trillion of money laundering activity. The event raises important... View Details

Keywords: Financial Institutions; Crime and Corruption; Policy

SSRN

2025
Working Paper

Why Most Resist AI Companions

By: Julian De Freitas, Zeliha Oğuz-Uğuralp, Ahmet Kaan Uğuralp and Stefano Puntoni

AI companion applications—designed to serve as synthetic interaction partners—have recently become capable enough to reduce loneliness, a growing public health concern. However, behavioral research has yet to fully explain the barriers to adoption of such AI and... View Details

Keywords: Generative Ai; Chatbots; Artificial Intelligence; Algorithmic Aversion; Lonelines; Technology Adoption; AI and Machine Learning; Well-being; Emotions

SSRN

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April 2014
Supplement

Ingrid Johnson: Reflections on Leading Change

By: Michael Tushman

This case discusses the issue of leading change at the business banking division of Nedbank, a prominent South African bank, between 2005 and 2009. (This timeframe, beginning just 11 years after Apartheid's end, covers Ingrid Johnson's leadership of this division... View Details

Keywords: Leading Change; Restructuring; Personal Development and Career; Commercial Banking; Banking Industry; South Africa

23 Nov 2009
Research & Ideas

Management’s Role in Reforming Health Care

A second important driver is the evolution of scientific knowledge and of the technology that goes along with this evolution. Little by little, our uncertainty about the cause... View Details

Keywords: by Martha Lagace; Health

Career Coach

Anne Marie Checcone

Anne Marie (HBS ‘04, Johns Hopkins ‘98) is an executive coach and career advisor to leaders who strive for the highest professional and personal achievement and who inspire the same in their organizations. With 20+ years of experience in... View Details

Keywords: Technology; Technology

Career Coach

Peggy Yu

also knows the founder and entrepreneurial journey well. For more information, please reference either the student or alumni coach directory on the main Appointments page in 12twenty Work Experience Stack Education (co-founder, CEO), Startup View Details

Keywords: Education; Entrepreneurship

November 2024
Teaching Note

Mercado Bitcoin: M&A, IPO, or Series B?

By: Raymond Kluender, Emanuele Colonnelli and Sabrina Howell

Teaching Note for HBS Case No. 825-047. In April 2021, Brazilian cryptocurrency platform Mercado Bitcoin, had to decide how to scale: go public, M&A with a bank, or take a VC big check. In a highly volatile market, Roberto Dagnoni, chairman of the board, viewed the... View Details

June 2015 (Revised November 2015)
Case

Akbank: Options in Digital Banking

By: Rajiv Lal and Esel Çekin

This case discusses the digitalization strategies of a leading bank in Turkey, Akbank, and how to position its digital banking products going forward. The Turkish banking industry was undergoing a transformation prompted by the demands of the country's digitally savvy,... View Details

Keywords: Marketing; Banking; Emerging Market; Regulations; Channels; Digitization; Information Technology; Competition; Brands and Branding; Organizational Change and Adaptation; Emerging Markets; Distribution Channels; Banks and Banking; Digital Transformation; Banking Industry; Financial Services Industry; Turkey

May 2002 (Revised May 2002)
Case

Garanti Bank: Transformation in Turkey (Abridged)

By: Rosabeth M. Kanter, Daniel Galvin and Maximilian Martin

Discusses the complete transformation and turnover in every division of Garanti Bank. Describes the multiple change projects managed and cross-cultural issues confronted during the 1990s and the organizational challenge of transforming Garanti Bank into one of Turkey's... View Details

Keywords: Banks and Banking; Restructuring; Organizational Change and Adaptation; Change Management; Cross-Cultural and Cross-Border Issues; Banking Industry; Turkey