Generalized Additive Model - Publications - Faculty & Research - Harvard Business School

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September – October 2011
Article

The Rise and Consequences of Corporate Sustainability Reporting

By: Ioannis Ioannou and George Serafeim

For many decades the cornerstone of corporate reporting has been financial information that is presented in a company's annual, semi-annual, and quarterly reports. These comprehensive financial reports—required by law for public companies in most countries... View Details

Keywords: Sustainability; ESG Reporting; Governing Rules, Regulations, and Reforms; Annual Reports; Operations; Strategy; Business and Shareholder Relations; Business and Stakeholder Relations; Performance; Business Model; Corporate Social Responsibility and Impact; Corporate Disclosure

March 2005 (Revised March 2006)
Case

Sealed Air Taiwan (A) (Abridged)

By: Lynn S. Paine

The general manager for U.S.-based Sealed Air Corp.'s Taiwan subsidiary must decide how to improve productivity and achieve profitability. In addition to considering a new approach to compensation, he is wondering how to bridge the gap between Sealed Air's corporate... View Details

Keywords: Organizational Culture; Organizational Change and Adaptation; Cross-Cultural and Cross-Border Issues; Relationships; Service Operations; Motivation and Incentives; Management Skills; Compensation and Benefits; Taiwan; United States

October 2008 (Revised October 2009)
Case

Shaklee Corporation: Corporate Social Responsibility

By: Christopher Marquis, V. Kasturi Rangan and Alison Comings

Having bought Shaklee Corporation from Yamanouchi, Roger Barnett, its owner and CEO, wrestled with the question of how to grow the company and its reputation for environmental sustainability. In addition to preserving the "network marketing" nature of its sales channel... View Details

Keywords: Business Model; Growth and Development Strategy; Marketing Channels; Corporate Social Responsibility and Impact; Environmental Sustainability; Reputation

September 2009
Case

ZINK Imaging: 'Zero Ink™'

By: William A. Sahlman and Sarah Flaherty

"ZINK Imaging" describes the issues confronting CEO Wendy Caswell as she uses a partnership model to commercialize ZINK's disruptive printing technology platform, ZINK Paper. The case focuses on the frameworks ZINK has used to decide which markets to target and which... View Details

Keywords: Entrepreneurship; Capital; Disruptive Innovation; Technological Innovation; Marketing Strategy; Partners and Partnerships; Horizontal Integration; Technology Industry

September 2024
Case

Open Door Legal: Universal Legal Access

By: Brian Trelstad, Taylor Greenthal and Sarah Mehta

This case is about Open Door Legal (ODL), a San Francisco-based civil legal aid nonprofit. CEO Adrian Tirtanadi founded the organization in 2012 with a mission to achieve universal access to legal representation for all city residents. By 2024, ODL had opened four... View Details

Keywords: Social Entrepreneurship; Law; Growth Management; Nonprofit Organizations; Civil Society or Community; Business Model; Expansion; Legal Services Industry; United States; California; Los Angeles; San Francisco

Malcolm S. Salter

Malcolm Salter has been a member of the Harvard Business School faculty since 1967. His teaching and research focus on issues of corporate strategy, organization, and governance.

In addition to teaching at HBS, he has held faculty positions at the Harvard... View Details

Keywords: arts; automobiles; energy; investment banking industry; retailing; venture capital industry

13 Feb 2011
News

Long live fixed-rate 30-year mortgages!

June 2013 (Revised August 2017)
Case

Coupa

By: Michael Roberts and William Sahlman

The case describes the growth of Coupa, a software as a service platform for procurement / expense management. The issues in the case are around how fast to grow and how to finance that growth. The case includes a detailed financial model that will help students... View Details

Keywords: Managing Growth; Sales Force Management; Growth Management; Entrepreneurship; Salesforce Management

November 2019 (Revised April 2021)
Technical Note

Rechargeable Batteries, 2017: Gigafactory Wars in the Offing?

By: John R. Wells and Benjamin Weinstock

In 2017, the global market for rechargeable lithium-ion (Li-ion) batteries was 126 gigawatt-hours (GWh) valued at $37 billion, growing by $10 billion in two years. Once confined largely to consumer electronics and appliances, the rapid increase in demand was spurred by... View Details

November 2012 (Revised September 2013)
Case

The JOBS Act of 2012

By: Lena G. Goldberg

This Note summarizes the potential of the Jobs Act of 2012 to change the way in which emerging growth companies, or EMGs, access capital markets. Described as among the most significant change to US securities laws in over 20 years, the Jobs Act may reduce the burdens... View Details

Keywords: Laws And Regulation; Crowdfunding; IPO; Quiet Period; Business Ventures; Entrepreneurship; Law; North and Central America

March 2002 (Revised May 2002)
Case

Genzyme: Engineering the Market for Orphan Drugs

Genzyme has made money with external technology in orphan drug markets generally considered to be too small to be attractive to other drug companies. Now competition is entering these same markets, placing Genzyme's business model under new pressures. View Details

Keywords: Business Model; Information Technology; Market Entry and Exit; Biotechnology Industry; Pharmaceutical Industry

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

April 2011 (Revised January 2015)
Case

The Eleganzia Group

By: Elie Ofek, Elena Corsi, Bharat Sajnani, Sorina Casian-Botez and Francesco Tronci

Eleganzia Group management faces tough decisions heading into the summer of 2010. With tourism on the decline due to the global economic recession, General Manager Giannuzzi must decide how to set prices at the Forte Village Resort, the Group's most well-known... View Details

Keywords: Pricing; Pricing Strategy; Customer Management; Branding; Customer Relationship Management; Price; Luxury; Business Strategy; Brands and Branding; Accommodations Industry; Travel Industry; Italy

2024
Working Paper

Does Pension Automatic Enrollment Increase Debt? Evidence from a Large-Scale Natural Experiment

By: John Beshears, Matthew Blakstad, James J. Choi, Christopher Firth, John Gathergood, David Laibson, Richard Notley, Jesal D. Sheth, Will Sandbrook and Neil Stewart

Does automatic enrollment into retirement saving increase household debt? We study the randomized roll-out of automatic enrollment pensions to ~160,000 employers in the United Kingdom with 2-29 employees. We find that the additional savings generated through automatic... View Details

Keywords: Retirement; Saving; Personal Finance; Borrowing and Debt; Credit; Compensation and Benefits

March 2011 (Revised December 2012)
Case

Demand Media

By: John Deighton and Leora Kornfeld

Google search had helped Demand Media grow to be a $1.9 billion online publisher. Then, social media and smartphone apps began to change the way people navigated the Internet. How should Demand Media respond? The business ran on a radically new model in which a stable... View Details

Keywords: Business Model; Information Publishing; Consumer Behavior; Customization and Personalization; Internet and the Web; Publishing Industry

June 2013
Article

Are There Too Many Safe Securities? Securitization and the Incentives for Information Production

By: Samuel G. Hanson and Adi Sunderam

We present a model that helps explain several past collapses of securitization markets. Originators issue too many informationally insensitive securities in good times, blunting investor incentives to become informed. The resulting endogenous scarcity of informed... View Details

Keywords: Information; Debt Securities; Financial Crisis

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Article

Reimagining the Balanced Scorecard for the ESG Era

By: Robert S. Kaplan and David McMillan

Companies are increasingly aware that their customers and society in general expect businesses to adopt and work towards social and environmental objectives as well as the traditional financial ones. This involves not only re-evaluating firms’ models but re-imagining... View Details

Keywords: ESG (Environmental, Social, Governance) Performance; Business Ecosystems; Balanced Scorecard; Adaptation; Business Model; Business and Stakeholder Relations

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2022
Article

How to Choose a Default

By: John Beshears, Richard T. Mason and Shlomo Benartzi

We have developed a model for setting a default when a population is choosing among ordered choices—that is, ones listed in ascending or descending order. A company, for instance, might want to set a default contribution rate that will increase employees’ average... View Details

Keywords: Nudge; Choice Architecture; Behavioral Economics; Behavioral Science; Default; Savings; Decision Choices and Conditions; Behavior; Motivation and Incentives

01 Jul 2009
News

Harvard Business School Offers Custom Program for Multicultural Executives

August 2013 (Revised November 2013)
Case

Ford vs. GM: The Evolution of Mass Production (A)

This case explores the very different paths taken by the Ford Motor Company and the General Motors Corporation in the first three decades of the twentieth century. Henry Ford's Model T was a car for the masses. After considerable experimentation, Ford Motor... View Details

Keywords: Innovation; Exploration; Dominant Design; Business Growth and Maturation; Business History; Innovation and Management; Innovation Strategy; Technological Innovation; Leading Change; Growth and Development Strategy; Product Positioning; Product Design; Product Development; Business Strategy; Corporate Strategy; Vertical Integration; Auto Industry; Manufacturing Industry; Michigan

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