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

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2024
Working Paper

Fiscal Policy under Convex Supply Curves

By: Shlok Goyal, Avi Lipton and Borui Niklas Zhu

Recent empirical evidence suggests that supply curves are convex. Supply curve convexity is at odds with conventional Phillips curves, which rely on an infinitely elastic underlying supply curve. This paper explores the effect of supply curve convexity on the... View Details

Keywords: Fiscal Stimulus; Fiscal Policy; Inflation; Inflation and Deflation; Macroeconomics; Policy; Mathematical Methods; United States

March 2008 (Revised April 2008)
Case

Sony PlayStation 3: Game Over?

Outlines the challenges faced by Sony with the launch of its PlayStation 3. Information on the 2006 and 2007 holiday seasons and the success of rival consoles is outlined. In addition, the case allows examining the costs and revenues associated with a business model... View Details

Keywords: Business Model; Games, Gaming, and Gambling; Cost; Revenue; Product Launch; Sales; Competition; Hardware; Entertainment and Recreation Industry

November 2020
Article

Taxation in Matching Markets

By: Arnaud Dupuy, Alfred Galichon, Sonia Jaffe and Scott Duke Kominers

We analyze the effects of taxation in two-sided matching markets, i.e., markets in which all agents have heterogeneous preferences over potential partners. In matching markets, taxes can generate inefficiency on the allocative margin by changing who is matched to whom,... View Details

Keywords: Matching Markets; Labor Markets; Taxation; Labor; Markets

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2023
Working Paper

ESG: From Process to Product

By: George Serafeim

ESG measurement, analysis, management, and communication is a process that the financial industry has turned into a product, resulting in many investment funds using the ESG label. This has caused confusion, generating demand for a framework that defines... View Details

Keywords: ESG; ESG (Environmental, Social, Governance) Performance; ESG Ratings; ESG Reporting; Investment Fund; Investment; Corporate Social Responsibility and Impact; Financial Services Industry

Article

Frame Flexibility: The Role of Cognitive and Emotional Framing in Innovation Adoption by Incumbent Firms

By: Ryan Raffaelli, Mary Ann Glynn and Michael Tushman

Why do incumbent firms frequently reject nonincremental innovations? Beyond technical, structural, or economic factors, we propose an additional factor: the degree of the top management team's (TMT) frame flexibility, i.e., their capability to cognitively expand an... View Details

Keywords: Innovation Adoption; Cognition; Framing; Emotional Resonance; Incumbent Inertia; Innovation and Invention; Technology Adoption; Organizational Change and Adaptation; Change Management

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May 2016
Case

The Inexorable Rise of Walmart? 1988—2016

By: John R. Wells and Gabriel Ellsworth

In October 2015, Walmart surprised investors by announcing that it expected flat sales growth for 2015 and growth of only 3% to 4% over the coming three years. Profits would also fall due to significant investments in people and technology. The company’s stock price... View Details

Keywords: Asda; Costco; David Glass; Convenience Stores; Discount Retailing; Dollar Stores; Doug McMillon; E-commerce; Online Retail; General Merchandise; Grocery; Lee Scott; Mike Duke; Multichannel Retailing; Omnichannel; Neighborhood Market; Sam Walton; Sam's Club; Store Formats; Supercenter; Supermarket; Warehouse Clubs; Merchandising; Walmart; Wal-Mart; Globalized Firms and Management; Competitive Strategy; Corporate Strategy; Growth and Development Strategy; Business Units; Business Divisions; Business Growth and Maturation; Business Model; Business Organization; For-Profit Firms; Film Entertainment; Television Entertainment; Banks and Banking; Price; Profit; Revenue; Food; Global Range; Cross-Cultural and Cross-Border Issues; Global Strategy; Business History; Compensation and Benefits; Employees; Human Capital; Labor Unions; Wages; Business or Company Management; Goals and Objectives; Management Succession; Brands and Branding; Product Positioning; Distribution; Supply Chain; Supply Chain Management; Public Ownership; Problems and Challenges; Labor and Management Relations; Strategy; Adaptation; Business Strategy; Competition; Competitive Advantage; Diversification; Expansion; Segmentation; Information Technology; Internet; Mobile Technology; Online Technology; Web; Web Sites; Retail Industry; Food and Beverage Industry; Distribution Industry; Banking Industry; United States; Arkansas; Bentonville

TeachingInterests

Interpretability and Explainability in Machine Learning

By: Himabindu Lakkaraju

As machine learning models are increasingly being employed to aid decision makers in high-stakes settings such as healthcare and criminal justice, it is important to ensure that the decision makers correctly understand and consequent trust the functionality of these... View Details

2016
Other Teaching and Training Material

Organizational Behavior Reading: Decision Making

By: Francesca Gino, Max Bazerman and Katherine Shonk

This Reading argues that decision making is systematically flawed and introduces methods to improve decision-making effectiveness. The Essential Reading section covers the rational decision-making model and three important ideas that challenge it: Herbert Simon's... View Details

Keywords: Game Theory; Decision Making

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

February 2007
Case

Behavioral Finance at JP Morgan

By: Malcolm P. Baker and Aldo Sesia

Following a successful model in Europe, JP Morgan has introduced a set of five U.S. retail mutual funds with an investment philosophy and marketing strategy grounded in behavioral finance. The asset management group believes that understanding investor biases like... View Details

Keywords: Banks and Banking; Investment Funds; Behavioral Finance; Competitive Advantage; Asset Management; Marketing Strategy; Product Marketing; Customer Focus and Relationships; Banking Industry; Financial Services Industry; United States; Europe

13 Feb 2011
News

Long live fixed-rate 30-year mortgages!

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

24 Oct 2011
News

Harvard Business School’s Business and Environment Initiative to Host Conference in 2013

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

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

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

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

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

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: Entrepreneurship; Law; Management; Social Enterprise; Society; Legal Services Industry; United States; California; Los Angeles; San Francisco

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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