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  • All HBS Web  (20,967)
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  • 2023
  • Chapter

Marketing Through the Machine’s Eyes: Image Analytics and Interpretability

By: Shunyuan Zhang, Flora Feng and Kannan Srinivasan
he growth of social media and the sharing economy is generating abundant unstructured image and video data. Computer vision techniques can derive rich insights from unstructured data and can inform recommendations for increasing profits and consumer utility—if only the... View Details
Keywords: Transparency; Marketing Research; Algorithmic Bias; AI and Machine Learning; Marketing
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Zhang, Shunyuan, Flora Feng, and Kannan Srinivasan. "Marketing Through the Machine’s Eyes: Image Analytics and Interpretability." Chap. 8 in Artificial Intelligence in Marketing. 20, edited by Naresh K. Malhotra, K. Sudhir, and Olivier Toubia, 217–238. Review of Marketing Research. Emerald Publishing Limited, 2023.
  • October 2015
  • Supplement

The National Geographic Society (B)

By: David A. Garvin
This case was written as an update to the case "The National Geographic Society," HBS No. 311-002, published in 2011. The (B) case describes the 2015 creation of National Geographic Partners, a for-profit joint venture between the National Geographic Society and 21st... View Details
Keywords: Business Model; Information Publishing; Leadership Style; Leading Change; Growth and Development Strategy; Managerial Roles; Organizational Change and Adaptation; Organizational Culture; Organizational Structure; Internet; Media and Broadcasting Industry; Media and Broadcasting Industry
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Garvin, David A. "The National Geographic Society (B) ." Harvard Business School Supplement 316-084, October 2015.
  • Article

The Unprecedented Stock Market Reaction to COVID-19

By: Scott Baker, Nicholas Bloom, Steven J. Davis, Kyle Kost, Marco Sammon and Tasaneeya Viratyosin
No previous infectious disease outbreak, including the Spanish Flu, has impacted the stock market as forcefully as the COVID-19 pandemic. In fact, previous pandemics left only mild traces on the U.S. stock market. We use text-based methods to develop these points with... View Details
Keywords: COVID-19; Stock Market; Health Pandemics; Governance; Policy; Financial Markets
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Baker, Scott, Nicholas Bloom, Steven J. Davis, Kyle Kost, Marco Sammon, and Tasaneeya Viratyosin. "The Unprecedented Stock Market Reaction to COVID-19." Review of Asset Pricing Studies 10, no. 4 (December 2020): 742–758.
  • 2023
  • Working Paper

Market Design and Maintenance

By: Alvin E. Roth
Because no marketplace operates in isolation from the larger world, marketplace designs may need to adapt to changes in the larger environments. I discuss such changes in connection with the labor markets for new doctors, new Ph.D. economists, and for kidney exchange... View Details
Keywords: Market Design
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Roth, Alvin E. "Market Design and Maintenance." NBER Working Paper Series, No. 31947, December 2023.
  • January–February 2023
  • Article

External Interfaces and Internal Processes: Market Positioning and Divergent Professionalization Paths in Young Ventures

By: Alicia DeSantola, Ranjay Gulati and Pavel Zhelyazkov
We explore how the initial market positioning of entrepreneurial ventures shapes how they professionalize over time, focusing specifically on the development of functional roles. In contrast to existing literature, which has presumed a uniform march toward... View Details
Keywords: Market Positioning; Professionalization; Scaling; Entrepreneurship; Strategy; Business Startups; Growth and Development; Organizational Structure
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DeSantola, Alicia, Ranjay Gulati, and Pavel Zhelyazkov. "External Interfaces and Internal Processes: Market Positioning and Divergent Professionalization Paths in Young Ventures." Organization Science 34, no. 1 (January–February 2023): 1–23.
  • March 2014 (Revised October 2015)
  • Case

Teach For China and the Chinese Nonprofit Sector

By: William C. Kirby and Erica M. Zendell
Teach For China was founded in 2008 with the mission of expanding educational opportunity across China. By 2013, Andrea Pasinetti's lofty dream had taken flight: over 300 graduates from top American and Chinese universities were participating in its 2-year teaching... View Details
Keywords: Nonprofit; China; Business And Government Relations; Business And Poverty; Business And Society; Emerging Market Entrepreneurship; Emerging Market; NGO; Education; Entrepreneurship; Social Enterprise; Emerging Markets; Non-Governmental Organizations; Nonprofit Organizations; Education Industry; China
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Kirby, William C., and Erica M. Zendell. "Teach For China and the Chinese Nonprofit Sector." Harvard Business School Case 314-052, March 2014. (Revised October 2015.)
  • September 2009
  • Article

Labor Market Institutions and Global Strategic Adaptation: Evidence from Lincoln Electric

By: Jordan I. Siegel and Barbara Zepp Larson
Although one of the central questions in the global strategy field is how multinational firms successfully navigate multiple and often conflicting institutional environments, we know relatively little about the effect of conflicting labor market institutions on... View Details
Keywords: Institutions; Labor Market; Complementarity; Global Strategy; Multinational Firms and Management; Governing Rules, Regulations, and Reforms; Labor Unions; Laws and Statutes; Operations; Organizational Change and Adaptation; Manufacturing Industry
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Siegel, Jordan I., and Barbara Zepp Larson. "Labor Market Institutions and Global Strategic Adaptation: Evidence from Lincoln Electric." Management Science 55, no. 9 (September 2009): 1527–1546. (Although one of the central questions in the global strategy field is how multinational firms successfully navigate multiple and often conflicting institutional environments, we know relatively little about the effect of conflicting labor market institutions on multinational firms' strategic choice and operating performance. With its decision to invest in manufacturing operations in nearly every one of the world's largest welding markets, Lincoln Electric offers us a quasi-experiment. We leverage a unique data set covering 1996–2006 that combines data on each host country's labor market institutions with data on each subsidiary's strategic choices and historical operating performance. We find that Lincoln Electric performed significantly better in countries with labor laws and regulations supporting manufacturers' interests and in countries that allowed the free use of both piecework and a discretionary bonus. Furthermore, we find that in countries with labor market institutions unfriendly to manufacturers, Lincoln Electric was still able to overcome most (although not all) of the institutional distance by what we term flexible intermediate adaptation.)
  • 2025
  • Working Paper

Government-Brokerage Analysts and Market Stabilization: Evidence from China

By: Sheng Cao, Xianjie He, Charles C.Y. Wang and Huifang Yin
We show analysts at government-controlled brokerage firms serve as a market stabilization tool in China. Using earnings forecasts from 2005–2019, we find government-brokerage analysts issue relatively more optimistic—yet less accurate and timely—forecasts during... View Details
Keywords: Sell-side Analysts; Forecast Optimism; Forecast Accuracy; Government Incentives; Market Stabilization; Government Ownership; Coordinated Economies; Stocks; Forecasting and Prediction; Business and Government Relations; Emerging Markets
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Cao, Sheng, Xianjie He, Charles C.Y. Wang, and Huifang Yin. "Government-Brokerage Analysts and Market Stabilization: Evidence from China." Harvard Business School Working Paper, No. 18-095, March 2018. (Revised March 2025.)
  • 15 Jan 2019
  • Working Paper Summaries

The Creation and Evolution of Entrepreneurial Public Markets

Keywords: by Shai Bernstein, Abhishek Dev, and Josh Lerner; Banking; Financial Services
  • December 2011
  • Background Note

An Aging Society

By: Robert G. Eccles, George Serafeim, Mayuka Yamazaki and Akiko Kanno
Keywords: Society; Age
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Eccles, Robert G., George Serafeim, Mayuka Yamazaki, and Akiko Kanno. "An Aging Society." Harvard Business School Background Note 112-074, December 2011.
  • Research Summary

Institutions and Markets

Alexander Dyck's academic articles, case studies and course development show how incentive policies, ownership structures, regulatory agencies and corporate governance institutions determine whether hopes for value creation through private sector expansion will be met.... View Details
  • 2012
  • Chapter

Marketing and Democracy

By: John A. Quelch and Katherine E. Jocz
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Quelch, John A., and Katherine E. Jocz. "Marketing and Democracy." In Handbook of Marketing Strategy, edited by Venkatesh Shankar and Gregory S. Carpenter. Cheltenham, UK: Edward Elgar Publishing, 2012.
  • 2021
  • Article

Institutional Policies for a Healthy Anthropocene Society

By: Andrew J. Hoffman, P. Devereaux Jennings and Nicholas A. Poggioli
The Anthropocene epoch refers to the geological epoch, now underway, that is defined by monumental, human-caused geophysical changes in planetary ecosystems. Human society is also changing, marked by an equally profound shift in attitudes, beliefs, and practices. In... View Details
Keywords: Policy; Values and Beliefs; Climate Change; Natural Environment; Society
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Hoffman, Andrew J., P. Devereaux Jennings, and Nicholas A. Poggioli. "Institutional Policies for a Healthy Anthropocene Society." Behavioral Science & Policy 7, no. 2 (2021): 111–127.
  • 2015
  • Working Paper

Markets with Price Coherence

By: Benjamin Edelman and Julian Wright
In markets with price coherence, the purchase of a given good via an intermediary is constrained to occur at the same price as a purchase of that same good directly from the seller (or through another competing intermediary). We examine ten markets with price... View Details
Keywords: Intermediaries; Platforms; Two-Sided Markets; Vertical Restraints; Price; Distribution Channels; Business History; Financial Services Industry; Travel Industry; Insurance Industry; Real Estate Industry; Advertising Industry
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Edelman, Benjamin, and Julian Wright. "Markets with Price Coherence." Harvard Business School Working Paper, No. 15-061, January 2015. (Revised March 2015.)
  • Research Summary

Marketing and Privacy Concerns

When finer consumer information becomes available, competing firms sometimes target consumers too finely, disrupting scale economies prematurely. This leads to excessive product variety or to the wasteful exclusion of certain consumer types. This paper suggests that... View Details
  • Website

Creating Emerging Markets

By: Geoffrey Jones
Harvard Business School has an on-going program to conduct in-depth interviews with top business leaders who have created and managed businesses in Africa, Asia, the Middle East, and Latin America over the last four decades. These interviews, many lasting several... View Details
Keywords: Business History; Emerging Market
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Jones, Geoffrey. Creating Emerging Markets. http://www.hbs.edu/businesshistory/emerging-markets/Pages/default.aspx.
  • 2016
  • Working Paper

Signaling without Certification: The Critical Role of Civil Society Scrutiny

By: Susan A. Kayser, John W. Maxwell and Michael W. Toffel
In response to stakeholders' growing concerns, companies are joining voluntary environmental programs to signal their superior environmental management capabilities. In contrast to the literature's focus on certification programs that require a third-party audit, we... View Details
Keywords: United Nations; Labor Standards; Supplier Relationship; Procurement; Sustainability; Sustainability Management; Quality And Safety; Risk; Globalization; Globalized Markets and Industries; Governance; Working Conditions; Supply Chain Management; Supply Chain; Corporate Social Responsibility and Impact; Quality; Risk and Uncertainty; Safety; Reputation
Citation
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Kayser, Susan A., John W. Maxwell, and Michael W. Toffel. "Signaling without Certification: The Critical Role of Civil Society Scrutiny." Harvard Business School Working Paper, No. 15-009, August 2014. (Revised July 2016.)
  • February 2024
  • Module Note

Data-Driven Marketing in Retail Markets

By: Ayelet Israeli
This note describes an eight-class sessions module on data-driven marketing in retail markets. The module aims to familiarize students with core concepts of data-driven marketing in retail, including exploring the opportunities and challenges, adopting best practices,... View Details
Keywords: Data; Data Analytics; Retail; Retail Analytics; Data Science; Business Analytics; "Marketing Analytics"; Omnichannel; Omnichannel Retailing; Omnichannel Retail; DTC; Direct To Consumer Marketing; Ethical Decision Making; Algorithmic Bias; Privacy; A/B Testing; Descriptive Analytics; Prescriptive Analytics; Predictive Analytics; Analytics and Data Science; E-commerce; Marketing Channels; Demand and Consumers; Marketing Strategy; Retail Industry
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Israeli, Ayelet. "Data-Driven Marketing in Retail Markets." Harvard Business School Module Note 524-062, February 2024.
  • February 2002
  • Article

Market Timing and Capital Structure

By: Malcolm Baker and Jeffrey Wurgler
It is well known that firms tend to raise equity when their market values are high relative to book and past market values. We document that the resulting effects on capital structure are very persistent. As a consequence, current capital structure is strongly related... View Details
Keywords: Valuation; Equity; Capital Structure; Theory; Market Timing; Financial Markets
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Baker, Malcolm, and Jeffrey Wurgler. "Market Timing and Capital Structure." Journal of Finance 57, no. 1 (February 2002): 1–32. (Winner of Brattle Prize. First Prize Paper For outstanding papers on corporate finance published in the Journal of Finance presented by Brattle Group, Inc. Reprinted in Recent Developments in Corporate Finance, edited by Jay Ritter. Edward Elgar Publishing: UK, 2005.)
  • December 2009
  • Case

TruEarth Healthy Foods: Market Research for a New Product Introduction

By: V. Kasturi Rangan and Sunru Yong
Topics covered include: consumer marketing, market research, new product introduction, and quantitative analysis. TruEarth Healthy Foods, a maker of gourmet pastas, sauces, and meals, wants to build on its successful introduction of fresh whole grain pasta by... View Details
Keywords: Market Research; Consumer Marketing; Brands; Food; Marketing Strategy; Consumer Behavior; Forecasting and Prediction; Product Launch; Brands and Branding; Food and Beverage Industry; Food and Beverage Industry
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Rangan, V. Kasturi, and Sunru Yong. "TruEarth Healthy Foods: Market Research for a New Product Introduction." Harvard Business School Brief Case 094-065, December 2009.
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