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Show Results For
- All HBS Web
(17,992)
- People (25)
- News (3,203)
- Research (12,465)
- Events (111)
- Multimedia (226)
- Faculty Publications (10,276)
- 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
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.
- March 2025
- Case
Stagwell: AI and the Future of Marketing
By: Suraj Srinivasan and Radhika Kak
In early 2025, Mark Penn, Founder, CEO and Chairman of Stagwell, a global marketing company with a network of over 70+ agencies that served over 4000 blue-chip customers across 40 countries, was looking at ways that marketers should navigate the disruption emanating... View Details
The Flattened Firm--Not as Advertised
For decades, management consultants and the popular business press have urged large firms to flatten their hierarchies. Flattening (or delayering, as it is also known) typically refers to the elimination of layers in a... View Details
- 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; Advertising Industry; Advertising Industry; Advertising Industry; Advertising Industry; Advertising Industry
Edelman, Benjamin, and Julian Wright. "Markets with Price Coherence." Harvard Business School Working Paper, No. 15-061, January 2015. (Revised March 2015.)
- 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
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.
- 2022
- Working Paper
Many Markets Make Good Neighbors: Multimarket Contact and Deposit Banking
By: John William Hatfield and Jonathan Wallen
We investigate the relationship between the interest rates offered to consumers in a deposit banking market and the contact that banks in that market have with each other in other markets.
We show, in a simple theoretical model, that such overlapping relationships... View Details
Keywords: Antitrust; Deposit Banking; Market Power; Multimarket Contact; Banks and Banking; Markets; Competition
Hatfield, John William, and Jonathan Wallen. "Many Markets Make Good Neighbors: Multimarket Contact and Deposit Banking." Working Paper, January 2022.
Disruption and Credit Markets
When innovation and entry are high in an industry, is this good or bad news for incumbents? We show that recently the answer has been bad news. Industries with elevated venture capital activity and returns, and with a larger presence of newly listed firms, show a... View Details
- February 2018
- Article
Financial Disclosure and Market Transparency with Costly Information Processing
By: Marco Di Maggio and Marco Pagano
We study a model where some investors (“hedgers”) are bad at information processing, while others (“speculators”) have superior information-processing ability and trade purely to exploit it. The disclosure of financial information induces a trade externality: if... View Details
Keywords: Financial Disclosure; Information Processing; Liquidity; Market Transparency; Rational Inattention; Information; Financial Liquidity; Knowledge Use and Leverage; Corporate Disclosure; Financial Markets; Investment
Di Maggio, Marco, and Marco Pagano. "Financial Disclosure and Market Transparency with Costly Information Processing." Review of Finance 22, no. 1 (February 2018): 117–153.
- November 1992 (Revised June 1993)
- Case
The Advertising Council Teen Alcoholism Campaign: Research and Strategy
By: V. Kasturi Rangan and Jayne D. Kramer
Rangan, V. Kasturi, and Jayne D. Kramer. "The Advertising Council Teen Alcoholism Campaign: Research and Strategy." Harvard Business School Case 593-060, November 1992. (Revised June 1993.)
- 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
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.)
- March 2020
- Technical Note
Influencer Marketing
By: Jill Avery and Ayelet Israeli
Despite a heavy barrage of advertising, most consumers declare that their purchases are most influenced by the experiences, advice, and recommendations of others, and not by marketers. Interpersonal communication between and among consumers serves as a potent path for... View Details
Keywords: Influencers; Marketing; Marketing Communications; Brands and Branding; Marketing Strategy; Media and Broadcasting Industry; Media and Broadcasting Industry; Media and Broadcasting Industry
Avery, Jill, and Ayelet Israeli. "Influencer Marketing." Harvard Business School Technical Note 520-075, March 2020.
- 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
- February 2012 (Revised March 2014)
- Case
Sweet Deal—Industry Self-Regulation of Breakfast Cereal Advertising to Children
By: Felix Oberholzer-Gee, Dennis Yao, Britta Kelley and Lizzie Gomez
In response to growing concern about childhood obesity, in February 2006 the Council of Better Business Bureaus (CBBB) announced an initiative to examine its self-regulatory program on children's advertising. The existing program was a voluntary cross-industry program... View Details
Oberholzer-Gee, Felix, Dennis Yao, Britta Kelley, and Lizzie Gomez. "Sweet Deal—Industry Self-Regulation of Breakfast Cereal Advertising to Children." Harvard Business School Case 712-463, February 2012. (Revised March 2014.)
- November 1992 (Revised March 1997)
- Case
The Advertising Council: Corporate Strategy
By: V. Kasturi Rangan and Jayne D. Kramer
Rangan, V. Kasturi, and Jayne D. Kramer. "The Advertising Council: Corporate Strategy." Harvard Business School Case 593-059, November 1992. (Revised March 1997.)
- 15 Jan 2019
- Working Paper Summaries
The Creation and Evolution of Entrepreneurial Public Markets
- 2021
- Article
Aggregate Advertising Expenditure in the U.S. Economy: Measurement and Growth Issues in the Digital Era
By: Alvin J. Silk and Ernst R. Berndt
The two components of the advertising industry—the creative sector that develops and produces messages, and the communications sector that transmits messages via various media—have each been greatly affected by advances in creative design and communications... View Details
Keywords: Industry Evolution; Advertising; Spending; Measurement and Metrics; Mathematical Methods; Media; Advertising Industry; United States
Silk, Alvin J., and Ernst R. Berndt. "Aggregate Advertising Expenditure in the U.S. Economy: Measurement and Growth Issues in the Digital Era." Foundations and Trends® in Marketing 15, no. 1 (2021): 1–85.
- Research Summary
Public Policy and Markets
By: Willis M. Emmons
William (Willis) M. Emmons III is investigating the interaction of public policy, markets, business strategy, and performance at the levels of firm, industry, and society. Emmons' approach draws heavily on economic theories of industrial organization, market failure,... View Details
- Article
Build It, Buy It, or Both? Rethinking the Sourcing of Advertising Services
By: Alvin J. Silk and Marta M. Stiglin
This paper provides an update on the current state of in-house agencies. Whereas traditional consideration of internalizing advertising services was framed as a binary choice of build or buy, today's advertisers frequently pursue hybrid policies of build and buy to... View Details
Silk, Alvin J., and Marta M. Stiglin. "Build It, Buy It, or Both? Rethinking the Sourcing of Advertising Services." International Journal of Marketing Studies 8, no. 1 (February 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
Israeli, Ayelet. "Data-Driven Marketing in Retail Markets." Harvard Business School Module Note 524-062, February 2024.