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  • 2022
  • Working Paper

The Stock Market Value of Human Capital Creation

By: Matthias Regier and Ethan Rouen
We develop a measure of firm-year-specific human capital investment from publicly disclosed personnel expenses (PE) and examine the stock market valuation of this investment. Measuring the future value of PE (PEFV) based on the relation between lagged... View Details
Keywords: Intangibles; Market Valuation; Human Capital; Stocks; Financial Markets; Valuation
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Regier, Matthias, and Ethan Rouen. "The Stock Market Value of Human Capital Creation." Harvard Business School Working Paper, No. 21-047, October 2020. (Revised March 2022.)
  • March, 2023
  • Article

Linking Value and Price

By: Frank V. Cespedes
Keywords: Customer Value and Value Chain; Price; Salesforce Management
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Cespedes, Frank V. "Linking Value and Price." Top Sales Magazine (March, 2023), 26–27.
  • 21 Oct 2002
  • Research & Ideas

The Parable of the Bungled Baggage And the Unhappy Customer

satisfy this customer at the very top end. So, I kept quizzing her about this and it was obvious that they'd done a lot of homework. They understood the value of this customer... View Details
Keywords: by W. Earl Sasser
  • 01 Jul 2014
  • Working Paper Summaries

Creating Reciprocal Value Through Operational Transparency

Keywords: by Ryan W. Buell, Tami Kim & Chia-Jung Tsay
  • 07 Apr 2020
  • Research & Ideas

What Customers Need to Hear from You During the COVID Crisis

need, the new world for brands will have trust at its core. The mandate to brands from global consumers is clear: step up and help, not just your own customers and employees, but the world at large; protect all, support and care for all,... View Details
Keywords: by Jill Avery and Richard Edelman
  • January 2016
  • Article

Incorporating Longitudinal Pediatric Patient-centered Outcome Measurement into the Clinical Workflow Using a Commercial Electronic Health Record: A Step Toward Increasing Value for the Patient

By: Kathleen Carberry, Zachary Landman, Michelle Xie, Thomas W. Feeley, John Henderson and Charles Fraser Jr.
Patient-centered outcomes measurement provides healthcare organizations with crucial information for increasing value for patients; however, organizations have struggled to obtain outcomes data from electronic health record (EHR) systems. This study describes how Texas... View Details
Keywords: Epic; Electronic Health Records; Outcomes; Value; Patient-Centered Outcomes Measurement; Value Creation; Information Technology; Health Care and Treatment; Customer Focus and Relationships; Health Industry; Texas
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Carberry, Kathleen, Zachary Landman, Michelle Xie, Thomas W. Feeley, John Henderson, and Charles Fraser Jr. "Incorporating Longitudinal Pediatric Patient-centered Outcome Measurement into the Clinical Workflow Using a Commercial Electronic Health Record: A Step Toward Increasing Value for the Patient." Journal of the American Medical Informatics Association 23, no. 1 (January 2016): 88–93. (Published first online September 16, 2015.)
  • August 2016 (Revised August 2017)
  • Case

AnswerDash (Abridged)

By: Elie Ofek and Jeffrey D. Shulman
It is 2014 and AnswerDash, a startup backed by venture capital, has not seen the widespread adoption of their online self-service customer support solution that they were expecting based on early success in helping clients save and generate substantial amounts of... View Details
Keywords: Pricing; Economic Value Estimation; Price Metrics; Organizational Selling; Innovation Adoption; Business To Business; Marketing; Customer Lifetime Value; Venture Capital; Customer Relationship Management; Price; Marketing Strategy; Entrepreneurship; Technology Adoption; Business Startups; Sales; Innovation and Invention; Product Marketing; Financial Services Industry
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Ofek, Elie, and Jeffrey D. Shulman. "AnswerDash (Abridged)." Harvard Business School Case 517-020, August 2016. (Revised August 2017.)
  • June 2016 (Revised August 2017)
  • Case

AnswerDash

By: Elie Ofek and Jeffrey D. Shulman
It is 2014, and AnswerDash, a startup backed by venture capital, has not seen the widespread adoption of their online self-service customer support solution that they were expecting based on early success in helping clients save and generate substantial amounts of... View Details
Keywords: Pricing; Economic Value Estimation; Price Metrics; Organizational Selling; Innovation Adoption; Business To Business; Marketing; Customer Lifetime Value; Venture Capital; Customer Relationship Management; Price; Marketing Strategy; Entrepreneurship; Technology Adoption; Business Startups; Sales; Innovation and Invention; Product Marketing; Financial Services Industry
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Ofek, Elie, and Jeffrey D. Shulman. "AnswerDash." Harvard Business School Case 516-106, June 2016. (Revised August 2017.)
  • 2025
  • Working Paper

Dynamic Personalization with Multiple Customer Signals: Multi-Response State Representation in Reinforcement Learning

By: Liangzong Ma, Ta-Wei Huang, Eva Ascarza and Ayelet Israeli
Reinforcement learning (RL) offers potential for optimizing sequences of customer interactions by modeling the relationships between customer states, company actions, and long-term value. However, its practical implementation often faces significant challenges.... View Details
Keywords: Dynamic Policy; Deep Reinforcement Learning; Representation Learning; Dynamic Difficulty Adjustment; Latent Variable Models; Customer Relationship Management; Customer Value and Value Chain; Foreign Direct Investment; Analytics and Data Science
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Ma, Liangzong, Ta-Wei Huang, Eva Ascarza, and Ayelet Israeli. "Dynamic Personalization with Multiple Customer Signals: Multi-Response State Representation in Reinforcement Learning." Harvard Business School Working Paper, No. 25-037, February 2025.
  • 20 Oct 2015
  • Working Paper Summaries

Internalizing Global Value Chains: A Firm-Level Analysis

Keywords: by Laura Alfaro, Pol Antras, Davin Chor & Paola Conconi
  • November 2017 (Revised August 2018)
  • Case

Fair Value Accounting at Noble Group (A)

By: Siko Sikochi, Suraj Srinivasan and Quinn Pitcher
Noble Group was a large commodities trader based in Hong Kong and listed on the Singapore Stock Exchange. In 2012, Noble shifted its business strategy towards an asset-light model. Under this model, Noble did not own mines or farms to produce commodities but built... View Details
Keywords: Fair Value Accounting; Policy; Goods and Commodities; Contracts; Valuation
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Sikochi, Siko, Suraj Srinivasan, and Quinn Pitcher. "Fair Value Accounting at Noble Group (A)." Harvard Business School Case 118-034, November 2017. (Revised August 2018.)
  • March 2011
  • Case

Cash Flow Productivity at PepsiCo: Communicating Value to Retailers

PepsiCo developed a new metric that better measured the value added by Pepsi products than did gross margin, the traditional metric used by retailers to determine shelf space and promotional activity. The new metric, cash flow productivity, captured the value of... View Details
Keywords: Customer Relationship Management; Cash Flow; Measurement and Metrics; Distribution; Performance Productivity; Value Creation; Food and Beverage Industry; Retail Industry
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Martinez Jerez, F. Asis, and Lisa Brem. "Cash Flow Productivity at PepsiCo: Communicating Value to Retailers." Harvard Business School Case 111-069, March 2011.
  • September 2003
  • Case

Valuing a Cross-Border LBO: Bidding on the Yell Group

By: Mihir A. Desai, Paolo Notarnicola and Mark Veblen
A team of private equity investors must value the leveraged buyout of a Yellow Pages business that operated in both the United States and the United Kingdom. In the process, they must wrestle with issues of how to conduct cross-border valuations and how to value a... View Details
Keywords: Leveraged Buyouts; Cash Flow; Private Equity; Cross-Cultural and Cross-Border Issues; Valuation
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Desai, Mihir A., Paolo Notarnicola, and Mark Veblen. "Valuing a Cross-Border LBO: Bidding on the Yell Group." Harvard Business School Case 204-033, September 2003.
  • 27 Sep 2010
  • Research & Ideas

Customer Experts Lose Influence When Teams are Pressured

It's a common problem: A work team tackles a high-pressure project for a client, but along the way something goes wrong with team dynamics and the client ends up feeling shortchanged. Even though team members initially recognize and value... View Details
Keywords: by Sarah Jane Gilbert
  • April 1999 (Revised March 2000)
  • Background Note

Discovering What Has Already Been Discovered: Why Did Your Customers Hire Your Product?

By: Clayton M. Christensen
Describes a methodology for identifying markets for new technologies and for defining the highest value attributes of new products or services. It helps innovators escape the trap of incremental improvements to established product concepts by asking a straightforward... View Details
Keywords: Customer Focus and Relationships; Markets; Product; Technology Adoption; Value
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Christensen, Clayton M. "Discovering What Has Already Been Discovered: Why Did Your Customers Hire Your Product?" Harvard Business School Background Note 699-029, April 1999. (Revised March 2000.)
  • 08 Mar 2004
  • Research & Ideas

Creating Value in Your Business Ecosystem

exercise a systemwide role despite being only a small part of their ecosystems' mass. Despite Microsoft's pervasive impact, for example, it remains only a small part of the computing ecosystem. Both its revenue and number of employees represent about 0.05 percent of... View Details
Keywords: by Marco Iansiti & Roy Levien
  • Research Summary

Overview

By: Ryan W. Buell
From creating flight itineraries online, to interacting with tellers to complete complex banking transactions, to engaging with the government to address civic problems, customers are playing an increasingly vital role in the performance of operations in a broadening... View Details
Keywords: Service Operations; Customer Satisfaction; Customer Retention; Customer Behavior; Operational Transparency; Customer Compatibility; Engagement; Customers; Decision Making; Design; Management; Operations; Quality; Relationships; Social Psychology; Technology; Value; Banking Industry; Service Industry; Travel Industry; Web Services Industry; Retail Industry; Food and Beverage Industry
  • 2011
  • Case

The Haidilao Company

By: F. Warren McFarlan, Zheng Xiaoming and Ziqian Zhao
Haidilao Hot Pot brings customers delightful dining experiences. Like most restaurants, its workforce is mostly composed of young employees born in underdeveloped suburban areas. Instilled with the founder's unique entrepreneurial values, they are enthused and... View Details
Keywords: Competitive Strategy; Customer Service; Employee Empowerment; Global Corporate Cultures; Organizational Values; Transformations; China; Restaurants; China
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McFarlan, F. Warren, Zheng Xiaoming, and Ziqian Zhao. "The Haidilao Company." Tsinghua University Case, 2011.
  • 1996
  • Other Unpublished Work

Value-Added: How Your Customers Can Grasp It

By: Frank V. Cespedes
Keywords: Value Creation; Customers
Citation
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Cespedes, Frank V. "Value-Added: How Your Customers Can Grasp It." Marketing Report, December 1996.
  • 18 Nov 2002
  • Research & Ideas

Where Morals and Profits Meet: The Corporate Value Shift

Harvard Business School professor Lynn S. Paine's new book, Value Shift, argues that companies can't consider themselves amoral or apart from society anymore—that the relationship between companies and society at large necessitates... View Details
Keywords: by Carla Tishler
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