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  • All HBS Web  (13,812)
    • People  (27)
    • News  (2,503)
    • Research  (8,769)
    • Events  (146)
    • Multimedia  (141)
  • Faculty Publications  (6,485)
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  • November 2016 (Revised February 2017)
  • Case

CVS Health: Redefining the Value Proposition

By: Michael E. Porter, Jorge Ramirez-Vallejo and Alexandra Houghtalin
This case explores how a company can use shared value as a lens to think about competition and strategy choices in a challenging and evolving industry. The case takes a historical look at the structure of the retail pharmacy industry and the changing nature of rivalry... View Details
Keywords: Shared Value; Pharmacy; Health Care; Strategy; Competitive Strategy; Retail Industry; Pharmaceutical Industry; United States
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Porter, Michael E., Jorge Ramirez-Vallejo, and Alexandra Houghtalin. "CVS Health: Redefining the Value Proposition." Harvard Business School Case 717-436, November 2016. (Revised February 2017.)
  • 2021
  • Working Paper

Invisible Primes: Fintech Lending with Alternative Data

By: Marco Di Maggio, Dimuthu Ratnadiwakara and Don Carmichael
We exploit anonymized administrative data provided by a major fintech platform to investigate whether using alternative data to assess borrowers’ creditworthiness results in broader credit access. Comparing actual outcomes of the fintech platform’s model to... View Details
Keywords: Fintech Lending; Alternative Data; Machine Learning; Algorithm Bias; Finance; Information Technology; Financing and Loans; Analytics and Data Science; Credit
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Di Maggio, Marco, Dimuthu Ratnadiwakara, and Don Carmichael. "Invisible Primes: Fintech Lending with Alternative Data." Harvard Business School Working Paper, No. 22-024, October 2021.
  • Fast Answer

Cost of living data

Where can I find comparative cost of living information for the U.S. and across international cities? U.S.:  There are a number of websites that allow comparing the cost View Details
  • 2020
  • Working Paper

Design Rules, Volume 2: How Technology Shapes Organizations: Chapter 7 The Value Structure of Technologies, Part 2: Strategy without Numbers

By: Carliss Y. Baldwin
Functional analysis as set forth in the last chapter decomposes a technical system into functional components that do things to advance the system’s purpose and the goals of its designers. Functional analysis in turn can be used to construct value structure maps... View Details
Keywords: Modularity; Value Structure Mapping; Value Capture; Information Technology; Organizations; Strategy; Value Creation
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Baldwin, Carliss Y. "Design Rules, Volume 2: How Technology Shapes Organizations: Chapter 7 The Value Structure of Technologies, Part 2: Strategy without Numbers." Harvard Business School Working Paper, No. 21-040, September 2020.
  • May 2017 (Revised March 2018)
  • Case

Predicting Consumer Tastes with Big Data at Gap

By: Ayelet Israeli and Jill Avery
CEO Art Peck was eliminating his creative directors for The Gap, Old Navy, and Banana Republic brands and promoting a collective creative ecosystem fueled by the input of big data. Rather than relying on artistic vision, Peck wanted the company to use the mining of big... View Details
Keywords: Retailing; Preference Elicitation; Big Data; Predictive Analytics; Artificial Intelligence; Fashion; Marketing; Marketing Strategy; Marketing Channels; Brands and Branding; Consumer Behavior; Demand and Consumers; Analytics and Data Science; Forecasting and Prediction; E-commerce; Apparel and Accessories Industry; Consumer Products Industry; Fashion Industry; Retail Industry; United States; Canada; North America
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Israeli, Ayelet, and Jill Avery. "Predicting Consumer Tastes with Big Data at Gap." Harvard Business School Case 517-115, May 2017. (Revised March 2018.)
  • December 2009
  • Article

From a Declaration of Values to the Creation of Value in Global Health

By: Jim Yong Kim, Joseph Rhatigan, Sachin H. Jain and Michael E. Porter
To make best use of the new dollars available for the treatment of disease in resource poor settings, global health practice requires a strategic approach that emphasizes value for patients, defined as health outcomes per dollar spent. Practitioners and global health... View Details
Keywords: Globalization; Health Care and Treatment; Infrastructure; Service Delivery; Outcome or Result; Poverty; Value Creation
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Kim, Jim Yong, Joseph Rhatigan, Sachin H. Jain, and Michael E. Porter. "From a Declaration of Values to the Creation of Value in Global Health." Global Public Health (December 2009).
  • October 2015
  • Article

The Value of Bosses

By: Edward P. Lazear, Kathryn L. Shaw and Christopher Stanton
How and by how much do supervisors enhance worker productivity? Using a company-based data set on the productivity of technology-based services workers, supervisor effects are estimated and found to be large. Replacing a boss who is in the lower 10% of boss quality... View Details
Keywords: Supervisors; Management Skills; Employees; Performance Productivity
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Lazear, Edward P., Kathryn L. Shaw, and Christopher Stanton. "The Value of Bosses." Journal of Labor Economics 33, no. 4 (October 2015): 823–861.
  • 2012
  • Book

Enterprise Analytics: Optimize Performance, Process, and Decisions Through Big Data

By: Thomas H. Davenport
This book, an edited collection of research papers from the International Institute of Analytics, addresses a wide variety of key topics in managing business analytics and big data at the enterprise level. It includes key applications of analytics, human and... View Details
Keywords: Business Analytics; Big Data; Business or Company Management; Analytics and Data Science; Management Practices and Processes; Mathematical Methods; Information Management
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Davenport, Thomas H., ed. Enterprise Analytics: Optimize Performance, Process, and Decisions Through Big Data. FT Press, 2012.
  • March 24, 2014
  • Article

Roundtable on Shared Value in Education

By: Mark R. Kramer and Kate Tallant
Seventeen corporate and global education leaders gathered at the World Economic Forum 2014 in Davos, Switzerland, to discuss how they are rethinking the role of business in global education. View Details
Keywords: Shared Value; Education; Global Range
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Kramer, Mark R., and Kate Tallant. "Roundtable on Shared Value in Education." Stanford Social Innovation Review (website) (March 24, 2014).
  • January 2022
  • Article

Artificial Intelligence, Data-Driven Learning, and the Decentralized Structure of Platform Ecosystems

By: David R. Clough and Andy Wu
Gregory, Henfridsson, Kaganer, and Kyriakou (2020) highlight the important role of data and AI as strategic resources that platforms may use to enhance user value. However, their article overlooks a significant conceptual distinction: the installed base of... View Details
Keywords: Artificial Intelligence; Data Strategy; Ecosystem; Value Capture; Digital Platforms; Analytics and Data Science; Strategy; Learning; Value Creation; AI and Machine Learning; Technology Industry; Information Technology Industry; Video Game Industry; Advertising Industry
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Clough, David R., and Andy Wu. "Artificial Intelligence, Data-Driven Learning, and the Decentralized Structure of Platform Ecosystems." Academy of Management Review 47, no. 1 (January 2022): 184–189.
  • 2024
  • Working Paper

The Value of AI Innovations

By: Wilbur Xinyuan Chen, Terrence Tianshuo Shi and Suraj Srinivasan
We study the value of AI innovations as it diffuses across general and application sectors, using the United States Patent and Trademark Office’s (USPTO) AI patent dataset. Investors value these innovations more than others, as AI patents exhibit a 9% value premium,... View Details
Keywords: AI and Machine Learning; Valuation; Technological Innovation; Open Source Distribution; Patents; Policy; Knowledge Sharing; Technology Industry
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Chen, Wilbur Xinyuan, Terrence Tianshuo Shi, and Suraj Srinivasan. "The Value of AI Innovations." Harvard Business School Working Paper, No. 24-069, May 2024.
  • Web

Employment Data

Employment Data Employment Data Review HBS Hiring Trends Browse industry, function and location destinations and gain insights around compensation. Class of 2024 Career View Details
  • March 2020
  • Article

Diagnosing Missing Always at Random in Multivariate Data

By: Iavor I. Bojinov, Natesh S. Pillai and Donald B. Rubin
Models for analyzing multivariate data sets with missing values require strong, often assessable, assumptions. The most common of these is that the mechanism that created the missing data is ignorable—a twofold assumption dependent on the mode of inference. The first... View Details
Keywords: Missing Data; Diagnostic Tools; Sensitivity Analysis; Hypothesis Testing; Missing At Random; Row Exchangeability; Analytics and Data Science; Mathematical Methods
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Bojinov, Iavor I., Natesh S. Pillai, and Donald B. Rubin. "Diagnosing Missing Always at Random in Multivariate Data." Biometrika 107, no. 1 (March 2020): 246–253.
  • Article

Gathering Data for Archival, Field, Survey, and Experimental Accounting Research

By: Robert Bloomfield, Mark W. Nelson and Eugene F. Soltes
In the published proceedings of the first Journal of Accounting Research Conference, Vatter (1966) lamented that “Gathering direct and original facts is a tedious and difficult task, and it is not surprising that such work is avoided.” For the 50th JAR Conference,... View Details
Keywords: Archival; Data; Experiment; Empirical Methods; Field Study; Analytics and Data Science; Surveys; Financial Reporting
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Bloomfield, Robert, Mark W. Nelson, and Eugene F. Soltes. "Gathering Data for Archival, Field, Survey, and Experimental Accounting Research." Journal of Accounting Research 54, no. 2 (May 2016): 341–395.
  • September 20, 2004
  • Comment

How Consumers Value Global Brands

By: Douglas Holt, John A. Quelch and Earl L. Taylor
In 2002, we carried out a two-stage research project in partnership with the market research company Research International/USA to find out how consumers in different countries value global brands. First, we conducted a qualitative study in forty-one countries to... View Details
Keywords: Global Brands; Brand Value; Multi-national Brands; Social Responsibility; Global Range; Multinational Firms and Management; Globalized Markets and Industries; Brands and Branding; Social Marketing; Corporate Social Responsibility and Impact
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Holt, Douglas, John A. Quelch, and Earl L. Taylor. "How Consumers Value Global Brands." Harvard Business School Working Knowledge (September 20, 2004).
  • 2014
  • Other Teaching and Training Material

Marketing Reading: Creating Customer Value

By: Sunil Gupta
This Reading explores how firms can create value for their customers. The goal of any business is to delight customers by understanding its customers' needs and to provide products and services to meet those needs. As a result, it is critical to understand what... View Details
Keywords: Consumer Behavior; Consumer Marketing; Customer Experience; Network Effects; Service Profit Chain; Total Customer Value
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Gupta, Sunil. "Marketing Reading: Creating Customer Value." Core Curriculum Readings Series. Boston: Harvard Business Publishing 8176, 2014.
  • 2021
  • Working Paper

The Value of Descriptive Analytics: Evidence from Online Retailers

By: Ron Berman and Ayelet Israeli
Does the adoption of descriptive analytics impact online retailer performance, and if so, how? We use the synthetic difference-in-differences method to analyze the staggered adoption of a retail analytics dashboard by more than 1,500 e-commerce websites, and we find an... View Details
Keywords: Descriptive Analytics; Big Data; Synthetic Control; E-commerce; Online Retail; Difference-in-differences; Martech; Internet and the Web; Analytics and Data Science; Performance; Retail Industry
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Berman, Ron, and Ayelet Israeli. "The Value of Descriptive Analytics: Evidence from Online Retailers." Harvard Business School Working Paper, No. 21-067, November 2020. (Revised December 2021. Accepted at Marketing Science.)
  • February 2013
  • Case

The Pritzker Architecture Prize: Building Value (A)

By: Mukti Khaire and Eleanor Kenyon
The case provides a history of the architectural profession and the Pritzker Prize and also describes the role of prizes in validating innovations and making them acceptable and valuable in creative industries. By providing their imprimatur, coveted Prizes with good... View Details
Keywords: Architecture; Value Drivers; Innovation; History; United States
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Khaire, Mukti, and Eleanor Kenyon. "The Pritzker Architecture Prize: Building Value (A)." Harvard Business School Case 813-124, February 2013.
  • 18 Apr 2016 - 19 Apr 2016
  • Other Presentation

Creating Shared Value in Health Care

By: Michael E. Porter
The overall purpose of the conference was to inspire CEOs to become more aware of their public health footprint, how they can improve the sustainability of their products and health of their workforce and their untapped power to influence change and progress in the... View Details
Keywords: Society; Health Care; Community Impact; Shared Value; Value Creation; Organizations; Civil Society or Community; Health Care and Treatment; Business and Community Relations
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Porter, Michael E. "Creating Shared Value in Health Care." Building a Culture of Health: A New Imperative for Business, Harvard Business School and Robert Wood Johnson Foundation, Boston, MA, April 18–19, 2016.
  • 24 Mar 2016
  • Other Presentation

The New Competitive Advantage: Creating Shared Value

By: Michael E. Porter
This presentation given by Professor Michael Porter covers the role of business in society, the concept of shared value, the difference between CSR and CSV, the three levels of shared value, implications for government and civil society, and examples of companies that... View Details
Keywords: Shared Value; Value Creation; Corporate Social Responsibility and Impact; Business and Community Relations; Cooperation; Society
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Porter, Michael E. "The New Competitive Advantage: Creating Shared Value." Lectures of a Lifetime, Harvard Business School Student Association, Academics Committee, March 24, 2016.
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