Algorithmic Decision Making - Publications - Faculty & Research - Harvard Business School

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May 1981 (Revised January 1987)
Case

Sensormatic Electronics Corp.

By: David A. Garvin

Describes the decision faced by a rapidly growing firm in the merchandise security systems business on whether it should integrate backward into the injection molding of plastic parts. Financial analysis, comparative economics, and manufacturing strategy in an industry... View Details

Keywords: Change; Decisions; Economics; Financial Strategy; Production; Integration; Technology; Electronics Industry

John A. Quelch

John A. Quelch is Executive Vice Chancellor and Distinguished Professor of Social Science at Duke Kunshan University. He is also John DeButts Professor at Duke University's Fuqua School of Business. Between 2017 and 2023 he was the Leonard M. Miller University... View Details

Keywords: advertising; broadcasting; consumer products; e-commerce industry; fashion; fast food; federal government; financial services; food; food processing; health care; high technology; marketing industry; media

10 Aug 2009
Research & Ideas

High Commitment, High Performance Management

measures, and capabilities that are aligned with a focused, winning strategy. Psychological alignment: Managing with their heart, leaders create a firm that provides employees at all levels with a sense of higher purpose, meaning, challenging work, and the capacity to... View Details

Keywords: by Martha Lagace

Research Summary

Flexibility in Manufacturing Systems

David M. Upton has examined the management of flexibility in manufacturing systems. Although flexibility has become an issue of critical competitive importance in a growing number of industries, it remains an ill-understood concept. The broad use of the term and its... View Details

November–December 2020
Article

Dancing with Giants: How Small Women-and Minority- Owned Firms Use Soft Power to Manage Asymmetric Relationships with Larger Partners

By: Kisha Lashley and Timothy G. Pollock

We explore how minority- and women-owned suppliers lacking hard power manage asymmetric relationships with larger, more powerful buyers in the context of supplier diversity relationships. We examine how these suppliers create and use soft power to manage the... View Details

Keywords: Women-owned Businesses; Minority-owned Businesses; Soft Power; Buyer-supplier Relationshships; Cognitive Centrality; Hard Power; Influencers; Supplier Diversity; Small Business; Relationships; Sales

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November 2012
Case

Teaming at GE Aviation

By: Rakesh Khurana, Jeffrey Polzer, Willy Shih and Eric Baldwin

Describes the challenges and successes encountered by GE's Aviation business in implementing a teaming work structure and culture in plants across its supply chain. GE Aviation leadership had seen dramatic gains in productivity, quality, and worker satisfaction in... View Details

February 2010 (Revised January 2014)
Case

Tennant Company

By: Toby E. Stuart, Lynda M. Applegate and James Weber

Tennant, a leading producer of floor cleaning equipment, must determine how to create, finance, structure, staff, govern, measure, and manage a new venture for developing a fundamentally new product line. In 2005, Tennant Company had developed an innovative,... View Details

Keywords: Business Startups; Change Management; Corporate Entrepreneurship; Disruptive Innovation; Product Development; Organizational Design; Organizational Structure; Research and Development

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

April 1998 (Revised July 2005)
Case

Acquisition of Consolidated Rail Corporation (A), The

By: Benjamin C. Esty, Lori A. Flees and Mathew M Millett

On October 15, 1996, Virginia-based CSX and Pennsylvania-based Consolidated Rail (Conrail), the first and third largest railroads in the eastern United States, announced their intent to merge in a friendly deal worth $8.3 billion. This deal was part of an industry-wide... View Details

Keywords: Valuation; Mergers and Acquisitions; Decisions; Contracts; Rail Industry; United States

July 2005 (Revised January 2011)
Case

Understanding Customer Profitability at Charles Schwab

By: Francisco de Asis Martinez-Jerez

Charles Schwab is transforming into a customer-centric organization. Central to this cultural and organizational change is the utilization of customer profitability at different decision-making levels. Examines several technical aspects of the ABC cost system, as well... View Details

Keywords: Organizational Change and Adaptation; Motivation and Incentives; Customer Relationship Management; Customer Value and Value Chain; Activity Based Costing and Management; Decision Making; Organizational Culture; Profit; Performance Evaluation; Budgets and Budgeting

June 2014
Case

Starbucks Coffee Company: Transformation and Renewal

By: Nancy F. Koehn, Kelly McNamara, Nora N. Khan and Elizabeth Legris

Starbucks Coffee Company: Transformation and Renewal analyzes the turnaround and reconstruction of Starbucks Coffee Company from 2008 to 2014 as led by CEO and co-founder Howard Schultz. The case offers executives and students an opportunity to examine in depth how... View Details

September 2018
Article

What Does It Take to Change an Editor's Mind? Identifying Minimally Important Difference Thresholds for Peer Reviewer Rating Scores of Scientific Articles

By: Michael Callaham and Leslie John

Study objective—We define a minimally important difference for the Likert-type scores frequently used in scientific peer review (similar to existing minimally important differences for scores in clinical medicine). To our knowledge, the magnitude of score change... View Details

Keywords: Information Publishing; Journals and Magazines; Science; Decision Making

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Joseph B. Fuller

Joseph Fuller is a Professor of Management Practice in General Management and Entrepreneurship. He founded and co-leads the school’s project, Managing the Future of Work, as well as the Harvard Project on the Workforce. He currently leads the FIELD Global Capstone... View Details

July 2025
Case

Greenwood Online: A Fin-Tech Service for Culture and Community (B)

By: James Riley and Bernal Cortés

This B case follows Greenwood’s development after launch, including its decision to partner with a White-owned bank for backend support and its rapid growth despite that controversial choice. It traces the company’s scaling efforts, major fundraising rounds,... View Details

Keywords: Purpose; Identity; Cultural Branding; Impression Management; Organization Behavior; Strategic Alignment; Start-up; Mission and Purpose; Decisions; Marketing Strategy; Organizational Structure; Banking Industry; United States

August 2000 (Revised December 2001)
Background Note

Emerging Networked Business Models: Lessons from the Field

By: Lynda M. Applegate and Meredith Collura

Provides an overview of the networked models that are revolutionizing market industries and the organizations that compete and do business within them. Teaching Purpose: To introduce students and executives to emerging networked models and to provide a foundation for... View Details

Keywords: Business Model; Decision Making; Networks; Strategy

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January 2022
Technical Note

Ethical Analysis: Well-Being and Rights

By: Nien-hê Hsieh and Christopher Diak

This note introduces students to two central concepts for ethical analysis: well-being and rights. It illustrates ways in which they figure in managerial decisions and challenges that arise, including how to frame trade-offs across individual well-being and... View Details

Keywords: Ethics; Analysis; Rights; Well-being; Management Practices and Processes; Decision Making

July 2010
Supplement

Marketing Analysis Toolkit: Pricing and Profitability Analysis (CW)

By: Thomas J. Steenburgh and Jill Avery

Pricing is one of the most difficult decisions marketers make and the one with the most direct and immediate impact on the firm's financial position. This toolkit will introduce the fundamental terminology and calculations associated with pricing and profitability... View Details

Keywords: Management Analysis, Tools, and Techniques; Marketing Strategy; Decisions; Strategic Planning; Price; Partners and Partnerships; Cost; Demand and Consumers; Revenue; Profit; Mathematical Methods; Measurement and Metrics

April 2010
Case

Metabical: Pricing, Packaging, and Demand Forecasting Recommendations for a New Weight Loss Drug

By: John A. Quelch and Heather Beckham

Metabical is a new weight loss drug from Cambridge Sciences Pharmaceuticals intended for moderately overweight individuals. In anticipation of final FDA approval, the senior director of marketing, Barbara Printup, prepares for the product launch and must make several... View Details

Keywords: Return On Investment; Forecasting; Pricing Policies; Demand Planning; Marketing Strategy; Price; Consumer Behavior; Investment Return; Forecasting and Prediction; Product Launch; Planning; Brands and Branding; Pharmaceutical Industry

October 1992
Case

Charles River Jazz Festival

Charles River Jazz Festival must decide whether to press a compact disk (CD) of Friday's jazz performance for sale on Saturday and Sunday. The idea to press CDs is novel, so there is considerable uncertainty about how receptive customers will be. The festival must... View Details

Keywords: Mathematical Methods; Decision Making

February 2024
Supplement

Seeds of Innovation: GALY’s Quest to Cultivate the Future of Agriculture in the Lab

By: George Serafeim

In 2023, Luciano Bueno, CEO and founder of plant cell culture agriculture company GALY, was considering the best path forward for his company as he planned to pitch Series B investors. GALY, founded in 2019, aimed to produce cotton and other crops from cells grown in... View Details

Keywords: Business Model; Green Technology; Goods and Commodities; Growth and Development Strategy; Science-Based Business; Entrepreneurship; Plant-Based Agribusiness; Business Startups; Decisions; Technological Innovation; Production; Entrepreneurial Finance; Agriculture and Agribusiness Industry; Technology Industry; Boston; Sao Paulo

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