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- 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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- Article
Making Small Farms More Sustainable—and Profitable
By: Lino Dias, Robert S. Kaplan and Harmanpreet Singh
Smallholder farms provide a large proportion of food supply in developing economies, but 40% of these farmers live on less than U.S.$2/day and their deforestation produces environmental degradation. With a rapidly growing global population, it is imperative to improve...
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- December 2020 (Revised February 2021)
- Case
Kerry Group: Inspiring Food, Nourishing Life
By: Forest L. Reinhardt, José B. Alvarez, Damien McLoughlin, Tonia Labruyere and Tonia Junker
The Irish company Kerry Group, one of the leading global players in the taste and nutrition industry, wants to ensure its future growth in developing and developed markets. Founded in 1972 as a dairy cooperative, it had grown into a provider of taste and nutrition...
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- 2020
- Book
Healthy Buildings: How Indoor Spaces Drive Performance and Productivity
By: Joseph Allen and John D. Macomber
By the time you reach 80, you will have spent 72 years of your life indoors. Like it or not, humans have become an indoor species. This means that the people who design, build, and maintain our buildings can have a major impact on our health.
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- 2020
- Working Paper
A Framework for Product Impact-Weighted Accounts
By: George Serafeim and Katie Trinh
While there has been significant progress in the measurement of an organization’s environmental and social impacts from its operations, metrics to evaluate the impact of products once they come to market lag far behind. In this paper, we provide a framework for...
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- November 2019 (Revised April 2020)
- Technical Note
The Life Sciences Revolution: A Technical Primer
By: Gary P. Pisano, William J. Anderson, Amitabh Chandra, Clarissa Ceruti and Stephanie Oestreich
For more than two decades, scientific advances have been driving profound changes in drug discovery and the drug industry itself. This case provides an overview and description of these technical and scientific advances. Written for the nonscientific reader, it may be...
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- December 2018
- Case
Corporate Transformation at Merck KGaA, Darmstadt, Germany
By: Joseph B. Fuller, Amy C. Edmondson, Daniela Beyersdorfer and Tonia Labruyere
When Stefan Oschmann became CEO and chairman of the executive board of Merck KGaA, Darmstadt, Germany, in 2016, the company had started its transformation from a mid-tier traditional German industry player to a global modern science and technology player. The...
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- September 2018
- Case
Verisk: Trailblazing in the Big Data Jungle
By: Andrew Wasynczuk, Francesca Gino and Karim Sameh
This case revolves around Verisk Analytics' initiatives to drive innovation throughout the firm's many business verticals. Verisk, originally named ISO, started life as an insurance rating agency in the early 1970s, acting as an intermediary between insurance companies...
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Keywords:
Verisk;
Argus;
Wood Mackenzie;
Insurance;
Energy;
Analytics;
Data;
Big Data;
Acquisitions;
Acquisition Strategy;
Innovation;
Organic Growth;
Innovation Strategy;
Innovation Leadership;
Technological Innovation;
Acquisition;
Growth and Development Strategy;
Analytics and Data Science;
Insurance Industry;
Energy Industry;
Consulting Industry;
United States;
United Kingdom;
New York (state, US);
England
- April 2018
- Supplement
Celgene
By: Malcolm Baker and Emily R. McComb
In February 2011, Adam Koppel, a Managing Director at Brookside Capital, the public equity arm of Bain Capital, must decide whether to increase or exit the firm’s position in Celgene Corporation. News has emerged that raises potential safety concerns associated with...
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- March 2018 (Revised May 2018)
- Case
Celgene
By: Malcolm Baker and Emily McComb
In February 2011, Adam Koppel, a managing director at Brookside Capital, the public equity arm of Bain Capital, must decide whether to increase or exit the firm’s position in Celgene Corporation. News has emerged that raises potential safety concerns associated with...
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- March 2018 (Revised May 2018)
- Supplement
Celgene (B)
By: Malcolm Baker and Emily McComb
Supplements the (A) case.
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- January 2018
- Article
Big Data and Big Cities: The Promises and Limitations of Improved Measures of Urban Life
By: Edward L. Glaeser, Scott Duke Kominers, Michael Luca and Nikhil Naik
New, "big" data sources allow measurement of city characteristics and outcome variables at higher frequencies and finer geographic scales than ever before. However, big data will not solve large urban social science questions on its own. Big data has the most value for...
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- May 2017
- Teaching Plan
Neurotrack and the Alzheimer's Puzzle
By: Richard G. Hamermesh and Carin-Isabel Knoop
Teaching Note for HBS No. 816-072.
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- November 2016
- Case
QuintilesIMS: Biosimilar Marketing in England
By: John A. Quelch and Emily C. Boudreau
QuintilesIMS was a leading healthcare consulting firm best known for its data and information offerings as well as its market research and management consulting services for life science companies. By 2015, the company was expanding beyond the biopharmaceutical...
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- November 2016 (Revised April 2017)
- Case
Basecamp: Pricing
By: Frank Cespedes and Robb Fitzsimmons
A data analyst at Basecamp is evaluating the results of pricing research and its potential implications for the venture’s latest version of its project management software product.
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Keywords:
Pricing;
Entrepreneurial Management;
Data Analysis;
Marketing;
Customer Acquisition;
Customer Retention;
Value Proposition;
Sales Management;
Product Management;
Market Research;
Life Time Value;
Testing;
Entrepreneurship;
Analytics and Data Science;
Customers;
Value;
Sales;
Product Marketing;
United States
- May 2016 (Revised April 2018)
- Case
Building the Digital Manufacturing Enterprise of the Future at Siemens
By: Willy Shih
This case describes the motivation for and the development of Siemens' digital manufacturing enterprise vision, which became the foundation for its implementation of Industrie 4.0. While the effort started with a purely defensive move by Anton Huber, head of the...
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Keywords:
Big Data;
Internet Of Things;
Internet Of Everything;
Industrie 4.0;
Digital Factory;
Digital Enterprise;
Digital Manufacturing;
Manufacturing;
Production Management;
Production Planning;
Computer Software;
Germany;
German Manufacturing;
Machinery and Machining;
Information Technology;
Digital Platforms;
Technological Innovation;
Production;
Supply Chain;
Life Cycle;
Applications and Software;
Information Infrastructure;
Internet and the Web;
Analytics and Data Science;
Manufacturing Industry;
Germany
- 2016
- Book
Antonio Serra and the Economics of Good Government
By: Rosario Patalano and Sophus A. Reinert
Little is known of Antonio Serra except that he wrote his extraordinary 1613 Short Treatise on the Causes That Make Kingdoms Abound in Gold and Silver even in the Absence of Mines in a Neapolitan jail and that he died there soon afterwards. However, the...
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- 2015
- Working Paper
Big Data and Big Cities: The Promises and Limitations of Improved Measures of Urban Life
By: Edward L. Glaeser, Scott Duke Kominers, Michael Luca and Nikhil Naik
New, "big" data sources allow measurement of city characteristics and outcome variables at higher frequencies and finer geographic scales than ever before. However, big data will not solve large urban social science questions on its own. Big data has the most value for...
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- Article
What to Know About Locating in a Cluster
By: Willy C. Shih and Sen Chai
As a study of two industry clusters in Denmark shows, factors that can make clusters attractive—easy people movement and knowledge spillovers—can also make it harder for individual companies to retain proprietary knowledge.
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Keywords:
Clusters;
Clustering;
Competitiveness;
Life Sciences;
Telecommunications;
Science-based;
Research And Development;
Industry Clusters;
Research;
Innovation Strategy;
Innovation and Management;
Geographic Location;
Pharmaceutical Industry;
Biotechnology Industry;
Telecommunications Industry;
Food and Beverage Industry;
Denmark
- March 2015 (Revised February 2017)
- Case
Shanghai: GDP Apostasy
By: George Serafeim
Balancing economic growth alongside environmental sustainability and social inclusion was becoming increasingly important in China. The case describes Shanghai's decision to abandon growth of Gross Domestic Product (GDP) as its primary metric of measuring success....
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Keywords:
China;
Gdp;
Measurement;
Measurement Problems;
Accountability;
Sustainability;
Sustainable Development;
Strategy Execution;
Strategy;
Balanced Scorecard;
Strategy Map;
Macroeconomics;
Measurement and Metrics;
Corporate Accountability;
Accounting;
Environmental Sustainability;
Development Economics;
Corporate Governance;
Shanghai