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July 2019
Teaching Note

AT&T, Retraining, and the Workforce of Tomorrow

By: William R. Kerr and Carl Kreitzberg

A Teaching Note for the "AT&T, Retraining, and the Workforce of Tomorrow" case study (HBS#820-017). The case describes how AT&T designed and implemented a program to retrain 100,000 of its workers. The case first reviews the technological forces that compelled AT&T to... View Details

2019
Article

An Empirical Study of Rich Subgroup Fairness for Machine Learning

By: Michael J Kearns, Seth Neel, Aaron Leon Roth and Zhiwei Steven Wu

Kearns et al. [2018] recently proposed a notion of rich subgroup fairness intended to bridge the gap between statistical and individual notions of fairness. Rich subgroup fairness picks a statistical fairness constraint (say, equalizing false positive rates across... View Details

Keywords: Machine Learning; Fairness; AI and Machine Learning

June 2005 (Revised July 2006)
Background Note

Note on the Convergence Between Genomics & Information Technology

By: David B. Yoffie, Dharmesh M Mehta and Rachel Sha

Focuses on the convergence between the genomics and semiconductor industries, in particular organ printing, DNA computing, biomolecular sensory networks, and DNA microarrays. Explains what this newly converged world looks like based on current research and findings in... View Details

Keywords: Genetics; Information Technology; Business Model; Disruptive Innovation; Information Technology Industry; Information Technology Industry; Information Technology Industry; Information Technology Industry

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June 2022 (Revised January 2025)
Technical Note

Causal Inference

By: Iavor I Bojinov, Michael Parzen and Paul Hamilton

This note provides an overview of causal inference for an introductory data science course. First, the note discusses observational studies and confounding variables. Next the note describes how randomized experiments can be used to account for the effect of... View Details

Keywords: Causal Inference; Causality; Experiment; Experimental Design; Data Science; Analytics and Data Science

August 2018 (Revised September 2018)
Case

Predicting Purchasing Behavior at PriceMart (A)

By: Srikant M. Datar and Caitlin N. Bowler

This case follows VP of Marketing, Jill Wehunt, and analyst Mark Morse as they tackle a predictive analytics project to increase sales in the Mom & Baby unit of a nationally recognized retailer, PriceMart. Wehunt observed that in the midst of the chaos that surrounded... View Details

Keywords: Data Science; Analytics and Data Science; Analysis; Consumer Behavior; Forecasting and Prediction

July 2013
Article

Ethnic Innovation and U.S. Multinational Firm Activity

By: C. Fritz Foley and William R. Kerr

This paper studies the impact that immigrant innovators have on the global activities of U.S. firms by analyzing detailed data on patent applications and on the operations of the foreign affiliates of U.S. multinational firms. The results indicate that increases in the... View Details

Keywords: Technology Transfer; Innovation; Ethnic Networks; Patents; Diasporas; Ethnicity; Multinational Firms and Management; Competitive Advantage; Research and Development; Foreign Direct Investment; Innovation and Invention; United States

Article

Regulatory, Legal, and Market Aspects of Smart Wearables for Cardiac Monitoring

By: Jan Benedikt Brönneke, Jennifer Müller, Konstantinos Mouratis, Julia Hagen and Ariel Dora Stern

In the area of cardiac monitoring, the use of digitally driven technologies is on the rise. While the development of medical products is advancing rapidly, allowing for new use-cases in cardiac monitoring and other areas, regulatory and legal requirements that govern... View Details

Keywords: Wearables; Regulatory Changes; Medical Technology; Medical Devices; Market Access; Market Entry and Exit; Information Technology; Health Care and Treatment; Governing Rules, Regulations, and Reforms; United States; Germany; Belgium

May 2024 (Revised January 2025)
Technical Note

Education Technology: A Technical Note

By: Boris Groysberg

This note considers educational technology as it intersects with HR technology. View Details

Keywords: Edtech; HR; AI; Data Science; Competency and Skills; Talent and Talent Management; Human Resources; Personal Development and Career; Technology Industry; Technology Industry; United States

April 2023
Technical Note

An Art & A Science: How to Apply Design Thinking to Data Science Challenges

By: Michael Parzen, Eddie Lin, Douglas Ng and Jessie Li

We hear it all the time as managers: “what is the data that backs up your decisions?” Even local mom-and-pop shops now have access to complex point-of-sale systems that can closely track sales and customer data. Social media influencers have turned into seven-figure... View Details

Keywords: Decision Making; Framework; Analytics and Data Science

2017
Chapter

Entrepreneurship, Policy, and the Geography of Wind Energy

By: Geoffrey Jones

This study examines the geography of the global wind energy industry before 2000. Between 1980 and 2000, the global generating capacity of wind power grew from 13 megawatts to 17,400 megawatts, but two-thirds of that capacity was in Denmark, Germany, Spain, and the... View Details

Keywords: Wind Power; Business And Government; Renewable Energy; Entrepreneurship; Geography; Business and Government Relations; Policy; Business History; Green Technology Industry; Green Technology Industry; Asia; Europe; United States

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September 2013 (Revised November 2015)
Case

Living Proof: Are We a Technology Company or a Beauty Company?

Jon Flint came up with the idea of a science-based beauty company while talking with his hairdresser about the problems with typical hair and skin care products. Together with a small team that included Professor Robert Langer of MIT, he committed to assemble a team... View Details

March 2019
Case

DayTwo: Going to Market with Gut Microbiome

By: Ayelet Israeli and David Lane

DayTwo is a young Israeli startup that applies research on the gut microbiome and machine learning algorithms to deliver personalized nutritional recommendations to its users in order to minimize blood sugar spikes after meals. After a first year of trial rollout in... View Details

May 2018 (Revised June 2018)
Case

Cowen Inc.: Leveraging Data

By: Boris Groysberg, Sarah Abbott and Annelena Lobb

Cowen Inc.’s broker-dealer, Cowen and Company, LLC, boasted a number of analysts who had made prescient stock calls on the basis of creative data analysis. Now Cowen Inc. had opened a new subsidiary, Kyber, which would attempt to monetize new data science products.... View Details

Keywords: Data Science; Equity Research; Research Analysts; Investment; Analytics and Data Science; Equity; Research; Analysis; Competitive Strategy

August 2017 (Revised December 2018)
Case

Tamarin App: Natural Language Processing

By: Srikant M. Datar and Caitlin N. Bowler

In this case, students explore the challenges of using sentiment analysis to monitor and understand public perception around a software application, Tamarin SEO App. Technical topics include building a filtering classifier using naive Bayes and sentiment analysis This... View Details

Keywords: Data Science; Branding; Data Analytics; Analytics and Data Science; Brands and Branding; Analysis; Perception; Planning

Article

Entrepreneurship in the Large Corporation: A Longitudinal Study of How Established Firms Create Breakthrough Inventions

By: Gautam Ahuja and Curba Morris Lampert

We present a model that explains how established firms create breakthrough inventions. We identify three organizational pathologies that inhibit breakthrough inventions: the familiarity trap—favoring the familiar; the maturity trap—favoring the mature;... View Details

Keywords: Radical Innovation; Organizational Learning; Technology; Strategy; Corporate Entrepreneurship; Business Processes; Innovation and Invention; Chemical Industry

15 Sep 2010
Working Paper Summaries

From Bench to Board: Gender Differences in University Scientists’ Participation in Commercial Science

Keywords: by Waverly W. Ding, Fiona Murray & Toby E. Stuart; Biotechnology

February 2021
Article

Platform Diffusion at Temporary Gatherings: Social Coordination and Ecosystem Emergence

By: Tommy Pan Fang, Andy Wu and David R. Clough

Software platforms create value by cultivating an ecosystem of complementary products and services. Existing explanations for how a prospective complementor chooses platforms to join assume the complementor has rich information about the range of available platforms.... View Details

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February 2001
Article

Time to Coordinate: Toward an Understanding of Work-Time Standards and Norms in a Multi-Country Study of Software Engineers

By: Leslie Perlow

Keywords: Applications and Software; Engineering

29 Sep 2020
Working Paper Summaries

Centrino and the Restructuring of Wi-Fi Supply

Keywords: by Roberto Fontana and Shane Greenstein; Telecommunications

19 Jul 2020
Working Paper Summaries

Open Source Software and Global Entrepreneurship

Keywords: by Nataliya Langburd Wright, Frank Nagle, and Shane Greenstein; Computer

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