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- October 2021 (Revised September 2022)
- Case
SmartOne: Building an AI Data Business
By: Karim R. Lakhani, Pippa Armerding, Gamze Yucaoglu and Fares Khrais
The case opens in August 2021, as Habib and Shahysta Hassim, husband and wife co-founders of the data labeling company SmartOne, contemplate the strategy of the high growth company. Between 2016 and 2021, SmartOne had kept doubling its size every two years and now,...
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Keywords:
Artificial Intelligence;
Data Labeling;
Entrepreneurship;
Strategy;
Operations;
Business Model;
Growth Management;
Growth and Development Strategy;
AI and Machine Learning;
Africa;
Madagascar;
Europe;
France;
United States
Lakhani, Karim R., Pippa Armerding, Gamze Yucaoglu, and Fares Khrais. "SmartOne: Building an AI Data Business." Harvard Business School Case 622-059, October 2021. (Revised September 2022.)
- August 2008 (Revised September 2008)
- Case
The Flaxil Label (A)
This case focuses on the 2001 negotiation between Mytex Pharmaceuticals and the U.S. Food and Drug Administration (FDA). The outcome of the negotiation would determine the new label for Mytex's blockbuster drug for arthritis, Flaxil. The negotiation is quite...
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Keywords:
Governing Rules, Regulations, and Reforms;
Health Disorders;
Product Launch;
Negotiation Process;
Business and Government Relations;
Safety;
Pharmaceutical Industry
Barron, Greg M. "The Flaxil Label (A)." Harvard Business School Case 909-001, August 2008. (Revised September 2008.)
- February 2021 (Revised May 2021)
- Case
SafeGraph: Selling Data as a Service
By: Ramana Nanda, Abhishek Nagaraj and Allison Ciechanover
Set in January 2021, the CEO of SafeGraph, a four-year-old startup that sold Data as a Service, looked to the future. His aim was to become the most trusted source for data about a physical place. The company provided points of interest (POI) and foot traffic data on...
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Keywords:
Data As A Service;
Monetization;
Pricing;
Business Startups;
Analytics and Data Science;
Consumer Behavior;
Analysis;
Business Model;
Health Pandemics;
Information Industry;
United States
Nanda, Ramana, Abhishek Nagaraj, and Allison Ciechanover. "SafeGraph: Selling Data as a Service." Harvard Business School Case 821-082, February 2021. (Revised May 2021.)
- April 2017
- Article
The Effectiveness of U.S. Energy Efficiency Building Labels
By: Omar Isaac Asensio and Magali A Delmas
Information programs are promising strategies to encourage investments in energy efficiency in commercial buildings. However, the realized effectiveness of these programs has not yet been estimated on a large scale. Here we take advantage of a large sample of monthly...
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Asensio, Omar Isaac, and Magali A Delmas. "The Effectiveness of U.S. Energy Efficiency Building Labels." Art. 17033. Nature Energy 2, no. 4 (April 2017).
- Teaching Interest
Overview
Paul is primarily interested in teaching data science to management students through the case method. This includes technical topics (programming and statistics) as well as higher-level management issues (digital transformation, data governance, etc.) As a research...
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Keywords:
A/B Testing;
AI;
AI Algorithms;
AI Creativity;
Algorithm;
Algorithm Bias;
Algorithmic Bias;
Algorithmic Fairness;
Algorithms;
Analytics;
Application Program Interface;
Artificial Intelligence;
Causality;
Causal Inference;
Computing;
Computers;
Data Analysis;
Data Analytics;
Data Architecture;
Data As A Service;
Data Centers;
Data Governance;
Data Labeling;
Data Management;
Data Manipulation;
Data Mining;
Data Ownership;
Data Privacy;
Data Protection;
Data Science;
Data Science And Analytics Management;
Data Scientists;
Data Security;
Data Sharing;
Data Strategy;
Data Visualization;
Database;
Data-driven Decision-making;
Data-driven Management;
Data-driven Operations;
Datathon;
Economics Of AI;
Economics Of Innovation;
Economics Of Information System;
Economics Of Science;
Forecast;
Forecast Accuracy;
Forecasting;
Forecasting And Prediction;
Information Technology;
Machine Learning;
Machine Learning Models;
Prediction;
Prediction Error;
Predictive Analytics;
Predictive Models;
Analysis;
AI and Machine Learning;
Analytics and Data Science;
Applications and Software;
Digital Transformation;
Information Management;
Digital Strategy;
Technology Adoption
- Article
Detecting Adversarial Attacks via Subset Scanning of Autoencoder Activations and Reconstruction Error
By: Celia Cintas, Skyler Speakman, Victor Akinwande, William Ogallo, Komminist Weldemariam, Srihari Sridharan and Edward McFowland III
Reliably detecting attacks in a given set of inputs is of high practical relevance because of the vulnerability of neural networks to adversarial examples. These altered inputs create a security risk in applications with real-world consequences, such as self-driving...
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Keywords:
Autoencoder Networks;
Pattern Detection;
Subset Scanning;
Computer Vision;
Statistical Methods And Machine Learning;
Machine Learning;
Deep Learning;
Data Mining;
Big Data;
Large-scale Systems;
Mathematical Methods;
Analytics and Data Science
Cintas, Celia, Skyler Speakman, Victor Akinwande, William Ogallo, Komminist Weldemariam, Srihari Sridharan, and Edward McFowland III. "Detecting Adversarial Attacks via Subset Scanning of Autoencoder Activations and Reconstruction Error." Proceedings of the International Joint Conference on Artificial Intelligence 29th (2020).
- 2022
- Working Paper
Machine Learning Models for Prediction of Scope 3 Carbon Emissions
By: George Serafeim and Gladys Vélez Caicedo
For most organizations, the vast amount of carbon emissions occur in their supply chain and in the post-sale processing, usage, and end of life treatment of a product, collectively labelled scope 3 emissions. In this paper, we train machine learning algorithms on 15...
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Keywords:
Carbon Emissions;
Climate Change;
Environment;
Carbon Accounting;
Machine Learning;
Artificial Intelligence;
Digital;
Data Science;
Environmental Sustainability;
Environmental Management;
Environmental Accounting
Serafeim, George, and Gladys Vélez Caicedo. "Machine Learning Models for Prediction of Scope 3 Carbon Emissions." Harvard Business School Working Paper, No. 22-080, June 2022.
- February 1994 (Revised May 1999)
- Case
Manville Corp. Fiber Glass Group (C)
By: Lynn S. Paine and Sarah Gant
Manville Corp.'s senior managers are surprised when Japanese government officials advise them not to go forward with their plan to add a cancer warning label to diatomaceous earth (DE) products sold in Japan. The International Agency for Research on Cancer has ruled...
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Keywords:
Management Teams;
Ethics;
Conflict of Interests;
Health;
Safety;
Cross-Cultural and Cross-Border Issues;
Policy;
Japan
Paine, Lynn S., and Sarah Gant. "Manville Corp. Fiber Glass Group (C)." Harvard Business School Case 394-116, February 1994. (Revised May 1999.)
- December 2003
- Case
Manville Corporation Fiber Glass Group (C) (Abridged)
By: Lynn S. Paine
Manville Corp.'s senior managers are surprised when Japanese government officials advise them not to go forward with their plan to add a cancer warning label to diatomaceous earth (DE) products sold in Japan. The International Agency for Research on Cancer has ruled...
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Keywords:
Risk and Uncertainty;
Moral Sensibility;
Safety;
Government Administration;
Cross-Cultural and Cross-Border Issues;
Decision Choices and Conditions;
Ethics;
Announcements;
Industrial Products Industry;
Japan
Paine, Lynn S. "Manville Corporation Fiber Glass Group (C) (Abridged)." Harvard Business School Case 304-078, December 2003.
- 30 Nov 2009
- Research & Ideas
Tracks of My Tears: Reconstructing Digital Music
At the dawn of the digital music era, record labels went along with a pricing scheme devised by Apple that they are still paying for today. The idea to "unbundle" albums into separate tracks sold for 99 cents each suddenly...
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- 18 Apr 2018
- First Look
First Look at New Research and Ideas, April 18, 2018
and Leslie John Abstract—Governments have proposed text warning labels to decrease consumption of sugary drinks—a contributor to chronic diseases like diabetes. However, they may be less effective than more evocative, graphic warning...
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Keywords:
Sean Silverthorne
- September 2012
- Article
Food Choices of Minority and Low-Income Employees: A Cafeteria Intervention
By: Douglas E. Levy, Jason Riis, Lillian M. Sonnenberg, Susan J. Barraclough and Anne N. Thorndike
Background: Effective strategies are needed to address obesity, particularly among minority and low-income individuals.
Purpose: To test whether a two-phase point-of-purchase intervention improved food choices across racial, socioeconomic (job... View Details
Keywords:
Working Conditions;
Safety;
Governing Rules, Regulations, and Reforms;
Competitive Advantage;
Cost
Levy, Douglas E., Jason Riis, Lillian M. Sonnenberg, Susan J. Barraclough, and Anne N. Thorndike. "Food Choices of Minority and Low-Income Employees: A Cafeteria Intervention." American Journal of Preventive Medicine 43, no. 1 (September 2012): 240–248.
- 01 Nov 2012
- HBS Seminar
Joel Waldfogel, University of Minnesota
- 28 Sep 2010
- First Look
First Look: September 28, 2010
of their corporate governance, placing them within the wider context of the economic and social history of Germany. Based on both quantitative data and archivally based case studies, this book explores how the relationship between the...
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Keywords:
Sean Silverthorne
- 2008
- Thesis
Being B-Boys: Style, Identity, and Respect Among New England and Miami Street Dancers
By: Curtis K. Chan
This study examines the phenomenon of a street dance known as "b-boying" to explore how dancers locate, negotiate, and perform identities, as well as the tensions that occur concomitantly. Drawing on data from participant-observation, interviews, and diverse archival...
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- March 2021
- Case
VideaHealth: Building the AI Factory
By: Karim R. Lakhani and Amy Klopfenstein
Florian Hillen, co-founder and CEO of VideaHealth, a startup that used artificial intelligence (AI) to detect dental conditions on x-rays, spent the early years of his company laying the groundwork for an AI factory. A process for quickly building and iterating on new...
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Keywords:
Artificial Intelligence;
Innovation and Invention;
Disruptive Innovation;
Technological Innovation;
Information Technology;
Applications and Software;
Technology Adoption;
Digital Platforms;
Entrepreneurship;
AI and Machine Learning;
Technology Industry;
Medical Devices and Supplies Industry;
North and Central America;
United States;
Massachusetts;
Cambridge
Lakhani, Karim R., and Amy Klopfenstein. "VideaHealth: Building the AI Factory." Harvard Business School Case 621-021, March 2021.
- 2019
- White Paper
Impact-Weighted Financial Accounts: The Missing Piece for an Impact Economy
By: George Serafeim, T. Robert Zochowski and Jennifer Downing
Reimagining capitalism is an imperative. We need to create a more inclusive and sustainable form of capitalism that works for every person and the planet. Massive environmental damage, growing income and wealth disparity, stress, and depression within developed...
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Keywords:
Impact-Weighted Accounts;
IWAI;
Background;
Economic Systems;
Economy;
Corporate Social Responsibility and Impact;
Measurement and Metrics;
Financial Statements
Serafeim, George, T. Robert Zochowski, and Jennifer Downing. "Impact-Weighted Financial Accounts: The Missing Piece for an Impact Economy." White Paper, Harvard Business School, Boston, MA, September 2019.
- Research Summary
Overview
Grant uses a combination of laboratory and field experiments to harness consumers' cognitive and affective resources to increase their well-being. Consumers make countless daily decisions in the pursuit of happiness -- whether and how to spend or save their money, what...
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- October 2010 (Revised November 2010)
- Background Note
Plavix: Drugs in the Age of Personalized Medicine
By: Richard G. Hamermesh, Mara G. Aspinall and Rachel Gordon
PIavix, one of the world's best selling drugs in 2010, appears to have a limited future. Its patent was due to expire soon, and recently new data had been discovered that indicated that a small subset of the population would be at risk for stroke, heart attack, or even...
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Keywords:
Health Care and Treatment;
Product Positioning;
Business and Government Relations;
Genetics;
Competitive Strategy;
Pharmaceutical Industry
Hamermesh, Richard G., Mara G. Aspinall, and Rachel Gordon. "Plavix: Drugs in the Age of Personalized Medicine." Harvard Business School Background Note 811-001, October 2010. (Revised November 2010.)
- 2017
- Working Paper
Task Selection and Workload: A Focus on Completing Easy Tasks Hurts Long-Term Performance
By: Diwas S. KC, Bradley R. Staats, Maryam Kouchaki and Francesca Gino
How individuals manage, organize, and complete their tasks is central to operations management. Recent research in operations focuses on how under conditions of increasing workload, individuals can increase their service time, up to a point, to complete work more...
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KC, Diwas S., Bradley R. Staats, Maryam Kouchaki, and Francesca Gino. "Task Selection and Workload: A Focus on Completing Easy Tasks Hurts Long-Term Performance." Harvard Business School Working Paper, No. 17-112, June 2017.