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  • July 2010
  • Supplement

Marketing Analysis Toolkit: Customer Lifetime Value Analysis (CW)

By: Thomas J. Steenburgh and Jill Avery
Customers are increasingly being viewed as assets that bring value to the firm. Customer lifetime value is a metric which allows managers to understand the overall value of their customer base and relate it to three customer strategies firms employ: asset acquisition -... View Details
Keywords: Competency and Skills; Customer Relationship Management; Customer Value and Value Chain; Decisions; Framework; Management Practices and Processes; Marketing; Marketing Strategy; Strategic Planning; Mathematical Methods; Value
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Steenburgh, Thomas J., and Jill Avery. "Marketing Analysis Toolkit: Customer Lifetime Value Analysis (CW)." Harvard Business School Spreadsheet Supplement 511-702, July 2010.
  • 2024
  • Working Paper

The New Digital Divide

By: Mayana Pereira, Shane Greenstein, Raffaella Sadun, Prasanna Tambe, Lucia Ronchi Darre, Tammy Glazer, Allen Kim, Rahul Dodhia and Juan Lavista Ferres
We build and analyze new metrics of digital usage that leverage telemetry data collected by Microsoft during operating system updates across forty million Windows devices in U.S. households. These measures of US household digital usage are much more comprehensive than... View Details
Keywords: Mathematical Methods; Measurement and Metrics; Geographic Location; Behavior; Technology Adoption; Demographics
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Pereira, Mayana, Shane Greenstein, Raffaella Sadun, Prasanna Tambe, Lucia Ronchi Darre, Tammy Glazer, Allen Kim, Rahul Dodhia, and Juan Lavista Ferres. "The New Digital Divide." NBER Working Paper Series, No. 32932, September 2024.
  • January 2022 (Revised March 2022)
  • Technical Note

Deglobalization and Alternative Futures

By: Geoffrey Jones and Valeria Giacomin
This note reviews the evidence that the world is undergoing an era of de-globalization. It shows that available metrics show some support for this theory. However there is also evidence that what is happening might be better described as regionalization. The nature of... View Details
Keywords: Global Business; Regional Economic Activity: Growth, Development, Environmental Issues, And Changes; Populism; Geopolitics; Business History; Globalization; Change; Financial Crisis; China
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Jones, Geoffrey, and Valeria Giacomin. "Deglobalization and Alternative Futures." Harvard Business School Technical Note 322-088, January 2022. (Revised March 2022.)
  • March 2019
  • Article

Evidence of Upcoding in Pay-for-Performance Programs

By: Hamsa Bastani, Joel Goh and Mohsen Bayati
Recent Medicare legislation seeks to improve patient care quality by financially penalizing providers for hospital-acquired infections (HAIs). However, Medicare cannot directly monitor HAI rates and instead relies on providers accurately self-reporting HAIs in claims... View Details
Keywords: Medical Coding; Health Policy; Healthcare-acquired Conditions; Medicare; Health Care and Treatment; Policy; Performance Improvement; Quality; Measurement and Metrics; Government Legislation
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Bastani, Hamsa, Joel Goh, and Mohsen Bayati. "Evidence of Upcoding in Pay-for-Performance Programs." Management Science 65, no. 3 (March 2019): 1042–1060. (2015 INFORMS Health Applications Society best student (H. Bastani) paper award.)
  • January 2023
  • Case

Baofeng's Philanthropic Efforts in China

By: Lauren Cohen, Hao Gao, Bo Li and Zhaoheng Gong
Yanbao Dang, President of Baofeng Group and founder of the Yanbao Foundation, Baofeng Group’s philanthropic arm, weighed how the family nonprofit could maximize its impact. On a mission to eliminating poverty through broadening access to educational opportunities in... View Details
Keywords: Family Business; Entrepreneurship; Rural Scope; Social Enterprise; Nonprofit Organizations; Social Issues; Poverty; Resource Allocation; Green Technology Industry; Education Industry; China; Asia
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Cohen, Lauren, Hao Gao, Bo Li, and Zhaoheng Gong. "Baofeng's Philanthropic Efforts in China." Harvard Business School Case 223-067, January 2023.
  • Article

A Career Life-Cycle Perspective on Women's Health and Safety

By: Robert S. Kaplan, Chizoba L. Chukwura, Gregory H. Gorman, Vivian S. Lee, Chester B. Good, Kathleen L. Martin, Gregory A. Ator and Michael D. Parkinson
Women's health has demanded more attention from employers as women integrated into the workforce. Traditionally male-dominant fields and occupations require special attention to workplace design, physical standards for entry, employment practices, equipment, and health... View Details
Keywords: Women's Health; Healthcare Access; Workplace Design; Military Health System; Occupational Health; Medical Equipment & Devices; Employees; Gender; Personal Development and Career
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Kaplan, Robert S., Chizoba L. Chukwura, Gregory H. Gorman, Vivian S. Lee, Chester B. Good, Kathleen L. Martin, Gregory A. Ator, and Michael D. Parkinson. "A Career Life-Cycle Perspective on Women's Health and Safety." Journal of Occupational and Environmental Medicine 64, no. 4 (April 2022): 267–270.
  • Article

Moment-to-moment Optimal Branding in TV Commercials: Preventing Avoidance by Pulsing

By: Thales S. Teixeira, Michel Wedel and Rik Pieters
We develop a conceptual framework for understanding the impact that branding activity (the audio-visual representation of brands) and consumers' dispersion of attention have on their moment-to-moment avoidance decisions during television advertising. It formalizes this... View Details
Keywords: Advertising; Decision Choices and Conditions; Television Entertainment; Brands and Branding; Consumer Behavior; Mathematical Methods
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Teixeira, Thales S., Michel Wedel, and Rik Pieters. "Moment-to-moment Optimal Branding in TV Commercials: Preventing Avoidance by Pulsing." Marketing Science 29, no. 5 (September–October 2010): 783–804. (Lead Article.)
  • Article

Operational Efficiency and Effective Management in the Catheterization Laboratory

By: Grant W. Reed, Michael L. Tushman and Samir R. Kapadia
Operational efficiency is a core business principle in which organizations strive to deliver high-quality goods or services in a cost-effective manner. This concept has become increasingly relevant to cardiac catheterization laboratories, as insurers move away from... View Details
Keywords: Cath Lab; Catheterization Laboratory; Health Care and Treatment; Performance Efficiency; Management; Performance Productivity; Cost Management; Health Industry
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Reed, Grant W., Michael L. Tushman, and Samir R. Kapadia. "Operational Efficiency and Effective Management in the Catheterization Laboratory." Journal of the American College of Cardiology 72, no. 20 (November 20, 2018): 2507–2517.
  • February 2009
  • Article

GHG Trading Framework for the U.S. Biofuels Sector

By: Subbu Kumarappan and Satish V. Joshi
Substitution of petroleum fuels with biofuels such as ethanol and biodiesel has been shown to reduce greenhouse gas (GHG) emissions. These GHG reductions can be traded in the emerging carbon markets, and methodologies for quantifying and trading are still being... View Details
Keywords: Climate Change; Environmental Sustainability; Energy Sources; Energy Industry; United States
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Kumarappan, Subbu, and Satish V. Joshi. "GHG Trading Framework for the U.S. Biofuels Sector." Transition to a Bioeconomy: Environmental and Rural Development Impacts (February 2009), 78–95.
  • Article

ESG Integration in Investment Management: Myths and Realities

By: Sakis Kotsantonis, Christopher Pinney and George Serafeim
The authors’ aim in this article is to set the record straight on the financial performance of sustainable investing while also correcting a number of other widespread misconceptions about this rapidly growing set of principles and methods. Myth Number 1:... View Details
Keywords: ESG; Sustainability; Investment Management; Finance; Corporate Social Responsibility; Integrated Corporate Reporting; Corporate Social Responsibility and Impact; Investment; Environmental Sustainability; Corporate Governance
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Kotsantonis, Sakis, Christopher Pinney, and George Serafeim. "ESG Integration in Investment Management: Myths and Realities." Journal of Applied Corporate Finance 28, no. 2 (Spring 2016): 10–16.
  • August 19, 2024
  • Article

The Business Roundtable’s Stakeholder Pledge, Five Years Later

By: Lynn S. Paine
Five years ago, the Business Roundtable issued a statement pledging to “lead their companies for the benefit of all stakeholders.” In the past five years, stakeholderism has gained wider acceptance and helped many corporate leaders see the value of taking the interests... View Details
Keywords: Business and Stakeholder Relations; Business or Company Management; Mission and Purpose; Corporate Governance
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Paine, Lynn S. "The Business Roundtable’s Stakeholder Pledge, Five Years Later." Harvard Business Review Digital Articles (August 19, 2024).
  • Summer 2025
  • Article

Are ESG Improvements Recognized? Perspectives from the Public Sentiments

By: Shaolong Wu
While Environment, Social, and Governance (ESG) increasingly guides investment management and corporate agendas nowadays, public reactions to firms' ESG performance remain under-studied. This paper fills this gap by investigating whether the public picks up firms' ESG... View Details
Keywords: Corporate Social Responsibility and Impact; Public Opinion; Environmental Sustainability; Corporate Governance; Investment
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Wu, Shaolong. "Are ESG Improvements Recognized? Perspectives from the Public Sentiments." Journal of Impact and ESG Investing 5, no. 4 (Summer 2025): 24–51.
  • October 2018 (Revised September 2022)
  • Case

Stock-Based Compensation at Twitter

By: Jonas Heese, Zeya Yang and Mike Young
Olivia Nash, an analyst at leading hedge fund BlueShark Capital Management, had just finished listening to the hour-long earnings call for Twitter’s Q4 2017 results. Was Twitter doing well? That depended on which numbers she chose to believe. According to Generally... View Details
Keywords: Twitter; Non-GAAP Disclosure; Stock-based Compensation; Earnings Management; Corporate Disclosure; Compensation and Benefits; Stocks; Measurement and Metrics
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Heese, Jonas, Zeya Yang, and Mike Young. "Stock-Based Compensation at Twitter." Harvard Business School Case 119-032, October 2018. (Revised September 2022.)
  • 2024
  • Working Paper

Private Equity Fund Valuation Management during Fundraising

By: Brian K. Baik
I investigate whether and how private equity fund managers (GPs) inflate their interim fund valuations (net asset values or NAVs) during fundraising periods. Specifically, I study the extent to which the GPs inflate NAVs by managing valuation assumptions (e.g.,... View Details
Keywords: Private Equity; Institutional Investors; Valuation Multiples; Earnings Management; Private Firms; Valuation; Investment Funds
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Baik, Brian K. "Private Equity Fund Valuation Management during Fundraising." Harvard Business School Working Paper, No. 23-013, August 2022. (Revised May 2024.)
  • March 2015 (Revised February 2017)
  • Case

Shanghai: GDP Apostasy

By: George Serafeim
Balancing economic growth alongside environmental sustainability and social inclusion was becoming increasingly important in China. The case describes Shanghai's decision to abandon growth of Gross Domestic Product (GDP) as its primary metric of measuring success.... View Details
Keywords: China; Gdp; Measurement; Measurement Problems; Accountability; Sustainability; Sustainable Development; Strategy Execution; Strategy; Balanced Scorecard; Strategy Map; Macroeconomics; Measurement and Metrics; Corporate Accountability; Accounting; Environmental Sustainability; Development Economics; Corporate Governance; Shanghai
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Serafeim, George, Rebecca Henderson, and David Freiberg. "Shanghai: GDP Apostasy." Harvard Business School Case 115-042, March 2015. (Revised February 2017.)
  • September 2009 (Revised May 2011)
  • Case

Acumen Fund: Measurement in Impact Investing (A)

By: Alnoor Ebrahim and V. Kasturi Rangan
Acumen Fund is a global venture capital firm with a dual purpose: it looks for a return on its investments, and it also seeks entrepreneurial solutions to global poverty. This case examines Acumen's new projects in Kenya. The organization's investment committee and its... View Details
Keywords: Decision Choices and Conditions; Venture Capital; Investment Return; Philanthropy and Charitable Giving; Risk Management; Corporate Social Responsibility and Impact; Business and Government Relations; Social Enterprise; Financial Services Industry; Kenya
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Ebrahim, Alnoor, and V. Kasturi Rangan. "Acumen Fund: Measurement in Impact Investing (A)." Harvard Business School Case 310-011, September 2009. (Revised May 2011.)
  • 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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Agarwal, Chirag, Owen Queen, Himabindu Lakkaraju, and Marinka Zitnik. "Evaluating Explainability for Graph Neural Networks." Art. 114. Scientific Data 10 (2023).
  • 13 Apr 2007
  • Working Paper Summaries

Incorporating Price and Inventory Endogeneity in Firm-Level Sales Forecasting

Keywords: by Saravanan Kesavan, Vishal Gaur & Ananth Raman; Retail
  • July 2024
  • Case

Replika AI: Alleviating Loneliness (A)

By: Shikhar Ghosh and Shweta Bagai
Eugenia Kuyda launched Replika AI in 2017 as an empathetic digital companion to combat loneliness and provide emotional support. The platform surged in popularity during the COVID-19 pandemic, offering non-judgmental support to isolated users. By 2023, Replika boasted... View Details
Keywords: Entrepreneurship; Ethics; Health Pandemics; AI and Machine Learning; Well-being; Technology Industry
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Ghosh, Shikhar, and Shweta Bagai. "Replika AI: Alleviating Loneliness (A)." Harvard Business School Case 824-088, July 2024.
  • 2010
  • Simulation

Finance Simulation: Capital Budgeting: Product No. 3357.

By: Timothy A. Luehrman
In this single-player simulation, students act as members of the Capital Committee of New Heritage Doll Company, tasked with selecting and allocating capital across the company's three divisions. Students evaluate a diverse set of competing investment proposals and... View Details
Keywords: Resource Allocation; Investment; Projects; Capital Budgeting; Corporate Finance
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Luehrman, Timothy A. "Finance Simulation: Capital Budgeting: Product No. 3357." Simulation and Teaching Note. Watertown, MA: Harvard Business Publishing, 2010. Electronic.
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