Publications

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November 2011 (Revised June 2013)
Case

Natura Cosméticos, S.A.

Rodolfo Guttilla, Director of Corporate Affairs for Natura Cosméticos S.A. (Natura), prepared for a meeting with key stakeholders to discuss the future of integrated reporting at Natura. A cosmetics company with a strong brand, robust growth in international and... View Details

Keywords: Corporate Social Responsibility and Impact; Integrated Corporate Reporting; Decision Making; Beauty and Cosmetics Industry; Brazil

TeachingInterests

Digital Innovation and Transformation – MBA Elective Curriculum

By: Feng Zhu

Digital Innovation and Transformation is designed to equip students to confidently help conceive, lead and execute digital innovation initiatives and develop new business models for existing and insurgent organizations. The basic premise of the course... View Details

2023
Working Paper

Sending Signals: Strategic Displays of Warmth and Competence

By: Bushra S. Guenoun and Julian J. Zlatev

Using a combination of exploratory and confirmatory approaches, this research examines how people signal important information about themselves to others. We first train machine learning models to assess the use of warmth and competence impression management... View Details

Keywords: AI and Machine Learning; Personal Characteristics; Perception; Interpersonal Communication

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June 2020
Case

What IKEA Do We Want?

By: Juan Alcácer, Cynthia A. Montgomery, Emilie Billaud and Vincent Dessain

In 2018, Swedish furniture maker IKEA was undergoing a significant transformation. Challenged by the rise of online shopping and changing consumer behavior, and mourning the death of its founder, the Company's top executives knew they had to step out of their comfort... View Details

Keywords: Business Strategy; Transformation; Leading Change; Mission and Purpose; Business Model; Emerging Markets; Customer Focus and Relationships; Organizational Culture; Disruption; Consumer Products Industry; Retail Industry; Europe; Netherlands; Sweden; China; India; United States

August 2019 (Revised March 2022)
Case

Family Matters: Governance at the Zamil Group

By: Christina R. Wing, Suraj Srinivasan and Esel Çekin

This case focuses on a large Saudi Arabian industrial conglomerate and family business Zamil Group’s corporate and family governance journey. The 12 sons of the founder led and grew the group successfully after taking over from their father in 1961. The secret to their... View Details

Keywords: Middle East; Family Ownership; Family-owned Business; Saudi Arabia; Family Business; Governance; Organizational Structure; Values and Beliefs; Steel Industry; Industrial Products Industry; Middle East; Saudi Arabia; Bahrain

As operations increasingly rely upon flexible labor models — such as gig, part-time, and remote work — it has become commonplace for individuals to work multiple jobs. Across three studies, relying on a combination of... View Details

November 2024
Supplement

AlphaGo (C): Birth of a New Intelligence

By: Shikhar Ghosh and Shweta Bagai

This case, the final of a three-part series, explores DeepMind's pivotal transition from mastering games to solving real-world scientific challenges. In December 2020, DeepMind's AI system AlphaFold 2 achieved a breakthrough by solving protein folding—a 50-year-old... View Details

Keywords: Autonomy; Deep Learning; Drug Discovery; Healthcare Innovation; Neural Networks; Scientific Research; Technology Startup; AI and Machine Learning; Technological Innovation; Research and Development; Business Model; Business Strategy; Open Source Distribution; Technology Industry; United States

Article

Variety of Innovation in Global Value Chains

By: Giulio Buciuni and Gary P. Pisano

This article analyzes how the geography and organization of pre- and production stages in Global Value Chains (GVC) contribute to lead firms' innovation development. A novel approach in GVC studies is introduced based on transaction cost economics (TCE) and the... View Details

Keywords: GVC; Global Value Chains; Manufacturing; Production; Global Range; Innovation and Invention

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April 2025 (Revised May 2025)
Background Note

Customer Acquisition and the Cash Flow Trap

By: E. Ofek, Barak Libai and Eitan Muller

Startups as well as existing firms recognize the need to invest in order to acquire customers for their new ventures. And as each customer is expected at some point to have generated sufficient gross margins to cover their CAC, management expects that, soon enough, the... View Details

Keywords: Business Model; Customers; Forecasting and Prediction; Cash Flow; Business or Company Management

20 Nov 2000
Research & Ideas

Moving from Supply Chains to Supply Networks

Professors Ananth Raman and Roy Shapiro are two members of the HBS faculty team that developed the new Executive Education program, Managing the Supply Chain: The General Manager's Perspective. In this conversation with the Executive... View Details

Keywords: by Staff

Web

Faculty & Research

strengthen its pharma pipeline, manage debt, and cut through bureaucracy. His bold response: Dynamic Shared Ownership (DSO), a radical model replacing traditional hierarchies with self-organizing teams. By 2025, Bayer was on track to cut... View Details

Research Summary

Mobile web advertising: maximum entropy banner allocation

The worldwide mobile advertising market, currently $3 billion in size, is expected to grow to $20 billion by 2011. Online and mobile advertising employs two main pricing models: pay-per-click (CPC) and pay-per-impression (CPM). To date, most of the... View Details

March 2015
Article

Monetary Policy and Long-Term Real Rates

By: Samuel G. Hanson and Jeremy C. Stein

Changes in monetary policy have surprisingly strong effects on forward real rates in the distant future. A 100 basis point increase in the two-year nominal yield on a Federal Open Markets Committee announcement day is associated with a 42 basis point increase in the... View Details

Keywords: Policy; Interest Rates; Economics

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November 2024
Article

Preference Externality Estimators: A Comparison of Border Approaches and IVs

By: Xi Ling, Wesley R. Hartmann and Tomomichi Amano

This paper compares two estimators—the Border Approach and an Instrumental Variable (IV) estimator—using a unified framework where identifying variation arises from “preference externalities,” following the intuition in Waldfogel (2003). We highlight two dimensions in... View Details

Keywords: Econometrics; Casual Inference; Marketing; Economics; Advertising; Mathematical Methods

21 Aug 2023
Book

You’re More Than Your Job: 3 Tips for a Healthier Work-Life Balance

to be nimble. “For example, if you’re a white-collar, professional-services company, generative AI is knocking at the doorstep of your business model right now,” Wallace says. “If you can only keep people in... View Details

Keywords: by Kara Baskin

2023
Article

Evaluating Explainability for Graph Neural Networks

By: Chirag Agarwal, Owen Queen, Himabindu Lakkaraju and Marinka Zitnik

As explanations are increasingly used to understand the behavior of graph neural networks (GNNs), evaluating the quality and reliability of GNN explanations is crucial. However, assessing the quality of GNN explanations is challenging as existing graph datasets have no... View Details

Keywords: Analytics and Data Science

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2018
Other Teaching and Training Material

Finance Reading: Corporate Governance

By: John Coates and Suraj Srinivasan

Core Curriculum Readings in Finance cover the fundamental concepts, theories, and frameworks in finance. This reading presents an overview of corporate governance, focusing on for-profit businesses that are privately owned by dispersed investors—that is, not owned by a... View Details

Keywords: Finance; Corporate Governance; For-Profit Firms; Private Ownership; Conflict of Interests