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  • November 2016 (Revised November 2016)
  • Case

Radial Analytics Probes Post-Acute Care

By: Richard G. Hamermesh and Olivia Hull
Thaddeus Fulford-Jones and Eric Weiss, founders of healthcare technology startup Radial Analytics, have been busy developing a software program designed to save hospitals money and improve patient outcomes by producing customized care plans for patients leaving the... View Details
Keywords: Electronic Medical Records; Electronic Health Records; Data Science; Entrepreneurship; Health Care and Treatment; Business Model; Business Startups; Innovation and Invention; Growth Management; Marketing Strategy; Product Launch; Product Positioning; Science-Based Business; Business Strategy; Health Industry; Technology Industry; Cambridge; Massachusetts
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Hamermesh, Richard G., and Olivia Hull. "Radial Analytics Probes Post-Acute Care." Harvard Business School Case 817-029, November 2016. (Revised November 2016.)
  • 2015
  • Working Paper

Public R&D Investments and Private-sector Patenting: Evidence from NIH Funding Rules

By: Pierre Azoulay, Joshua S. Graff Zivin, Danielle Li and Bhaven N. Sampat
We quantify the impact of scientific grant funding at the National Institutes of Health (NIH) on patenting by pharmaceutical and biotechnology firms. Our paper makes two contributions. First, we use newly constructed bibliometric data to develop a method for flexibly... View Details
Keywords: Economics Of Science; Patenting; Academic Reserach; NIH; Knowledge Spillovers; Patents; Research; Government and Politics
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Azoulay, Pierre, Joshua S. Graff Zivin, Danielle Li, and Bhaven N. Sampat. "Public R&D Investments and Private-sector Patenting: Evidence from NIH Funding Rules." Harvard Business School Working Paper, No. 16-056, October 2015.
  • 2022
  • Article

How to Choose a Default

By: John Beshears, Richard T. Mason and Shlomo Benartzi
We have developed a model for setting a default when a population is choosing among ordered choices—that is, ones listed in ascending or descending order. A company, for instance, might want to set a default contribution rate that will increase employees’ average... View Details
Keywords: Nudge; Choice Architecture; Behavioral Economics; Behavioral Science; Default; Savings; Decision Choices and Conditions; Behavior; Motivation and Incentives
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Beshears, John, Richard T. Mason, and Shlomo Benartzi. "How to Choose a Default." Behavioral Science & Policy 8, no. 1 (2022): 1–15.
  • 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. View Details
Keywords: Health Care; Alzheimer's Disease; Career Path; Life Science Business
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Hamermesh, Richard G., and Carin-Isabel Knoop. "Neurotrack and the Alzheimer's Puzzle." Harvard Business School Teaching Plan 817-140, May 2017.
  • Research Summary

Overview

Associate Professor Yael Grushka-Cockayne's research and teaching activities focus on data science, forecasting, project management, and behavioral decision-making. View Details
Keywords: Data Science; Project Management; Forecasting; Behavior And Behavioral Decision Making
  • 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... View Details
Keywords: Carbon Emissions; Climate Change; Environment; Carbon Accounting; Machine Learning; Artificial Intelligence; Digital; Data Science; Environmental Sustainability; Environmental Management; Environmental Accounting
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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.
  • March 2018 (Revised May 2018)
  • Supplement

Celgene (B)

By: Malcolm Baker and Emily McComb
Supplements the (A) case. View Details
Keywords: Life Sciences; Biotechnology; Public Market Investing; Celgene; Revlimid; Hedge Fund; Growth Stocks; Valuation; Investment; Decision Choices and Conditions; Analysis; Biotechnology Industry
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Baker, Malcolm, and Emily McComb. "Celgene (B)." Harvard Business School Supplement 218-099, March 2018. (Revised May 2018.)
  • 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. View Details
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
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Shih, Willy C., and Sen Chai. "What to Know About Locating in a Cluster." Art. 57117. MIT Sloan Management Review 57, no. 1 (Fall 2015): 104–107.
  • 2000
  • Chapter

Research That Will Break the Code of Change: The Role of Useful Normal Science and Usable Action Science, A Commentary on Van de Ven and Argyris

By: Michael Beer
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Beer, Michael. "Research That Will Break the Code of Change: The Role of Useful Normal Science and Usable Action Science, A Commentary on Van de Ven and Argyris." In Breaking the Code of Change, edited by Michael Beer and Nitin Nohria. Boston: Harvard Business School Press, 2000.
  • February 2014
  • Case

BGI: Data-driven Research

By: Willy Shih and Sen Chai
BGI has the largest installed gene-sequencing capacity in the world, and to Zhang Gengyun, general manager of the Life Sciences Division, this represented an opportunity to apply his training as a plant breeder and his early career work as a biochemist to improving... View Details
Keywords: Genomics; Gene Sequencing; Life Sciences; Plant Breeding; Human Genome Program; Beijing Genomics Institute; BGI; Rice Genome; Technological Innovation; Innovation Strategy; Research; Research and Development; Science; Genetics; Science-Based Business; Strategy; Commercialization; Corporate Strategy; Information Technology; Applications and Software; Agriculture and Agribusiness Industry; Biotechnology Industry; Food and Beverage Industry; China; United States
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Shih, Willy, and Sen Chai. "BGI: Data-driven Research." Harvard Business School Case 614-056, February 2014.
  • August 2019 (Revised February 2020)
  • Teaching Note

Sidewalk Labs: Privacy in a City Built from the Internet Up

By: Leslie John and Mitch Weiss
Email mking@hbs.edu for a courtesy copy.

The case serves as a microcosm of issues of digital privacy: the availability of data – personal data in particular – has tremendous potential to improve people’s lives... View Details
Keywords: Privacy; Privacy By Design; Privacy Regulation; Platforms; Data; Data Security; Behavioral Science; Analytics and Data Science; Safety; Entrepreneurship; Business and Government Relations; Consumer Behavior; Digital Platforms
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John, Leslie, and Mitch Weiss. "Sidewalk Labs: Privacy in a City Built from the Internet Up." Harvard Business School Teaching Note 820-023, August 2019. (Revised February 2020.) (Email mking@hbs.edu for a courtesy copy.)
  • 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... View Details
Keywords: Life Sciences; Biotechnology; Public Market Investing; Celgene; Revlimid; Hedge Fund; Growth Stocks; Valuation; Investment; Decision Choices and Conditions; Analysis
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Baker, Malcolm, and Emily R. McComb. "Celgene." Harvard Business School Spreadsheet Supplement 218-743, April 2018.
  • August 2016 (Revised March 2019)
  • Case

Tom Kalil: Leading Technology & Innovation at the White House

By: Linda A. Hill and Allison J. Wigen
This case explores the role of Tom Kalil as Deputy Director for Technology & Innovation at the White House Office of Science and Technology Policy. With the end of President Obama's Administration drawing near, Kalil and his team of "policy entrepreneurs" must work to... View Details
Keywords: Innovation; Innovation Leadership; Government Innovation; Talent Management; Collaboration; Policy-making; Public Sector Management; Leadership And Managing People; Public-Private Partnerships; Ecosystems; Science And Technology Studies; Public Entrepreneurship; Business And Government; Entrepreneurship; Government and Politics; Leadership; Networks; Partners and Partnerships; Science; Technology; Technology Industry; North and Central America; United States; District of Columbia
Citation
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Hill, Linda A., and Allison J. Wigen. "Tom Kalil: Leading Technology & Innovation at the White House." Harvard Business School Case 417-021, August 2016. (Revised March 2019.)
  • 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... View Details
Keywords: Life Sciences; Biotechnology; Public Market Investing; Celgene; Revlimid; Hedge Fund; Growth Stocks; Valuation; Investment; Decision Choices and Conditions; Analysis; Biotechnology Industry
Citation
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Baker, Malcolm, and Emily McComb. "Celgene." Harvard Business School Case 218-094, March 2018. (Revised May 2018.)
  • August 2017
  • Article

Should Governments Invest More in Nudging?

By: Shlomo Benartzi, John Beshears, Katherine L. Milkman, Cass R. Sunstein, Richard H. Thaler, Maya Shankar, Will Tucker-Ray, William J. Congdon and Steven Galing
Governments are increasingly adopting behavioral science techniques for changing individual behavior in pursuit of policy objectives. The types of “nudge” interventions that governments are now adopting alter people’s decisions without coercion or significant changes... View Details
Keywords: Nudge; Nudge Unit; Choice Architecture; Behavioral Science; Behavioral Economics; Savings; Pension Plan; Education; College Enrollment; Energy; Electricity Usage; Preventive Health; Influenza Vaccination; Flu Shot; Open Materials; Behavior; Governance; Economics; Policy; Power and Influence
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Benartzi, Shlomo, John Beshears, Katherine L. Milkman, Cass R. Sunstein, Richard H. Thaler, Maya Shankar, Will Tucker-Ray, William J. Congdon, and Steven Galing. "Should Governments Invest More in Nudging?" Psychological Science 28, no. 8 (August 2017): 1041–1055.
  • 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... View Details
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
  • December 2005 (Revised October 2013)
  • Case

Fred Khosravi and AccessClosure (A)

By: Richard Hamermesh and Liz Kind
Fred Khosravi is a serial medical device entrepreneur. In his latest venture, he must decide whether to sell now or continue to develop his current product and whether to market it, sell the company, or IPO. View Details
Keywords: Negotiation; Medical Devices; Venture Capital; Life Sciences; Health Care Industry; Healthcare Technology; Healthcare Ventures; Business Startups; Decision Choices and Conditions; Entrepreneurship; Growth and Development Strategy; Medical Devices and Supplies Industry; United States
Citation
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Hamermesh, Richard, and Liz Kind. "Fred Khosravi and AccessClosure (A)." Harvard Business School Case 806-044, December 2005. (Revised October 2013.)
  • April 5, 2023
  • Article

We Need an Operation Warp Speed for Long COVID

By: Esther K. Choo and Scott Duke Kominers
With millions of people affected and at least $1 trillion of economic value at stake, long COVID is our next national health emergency. View Details
Keywords: COVID; COVID-19; COVID-19 Pandemic; Scientific Research; Policy; Health Policy; Innovation; Science; Public Finance; Public Health; Health Disorders; Health Care and Treatment; Human Capital
Citation
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Choo, Esther K., and Scott Duke Kominers. "We Need an Operation Warp Speed for Long COVID." Scientific American (website) (April 5, 2023).
  • January 2017
  • Case

Danaher Corporation, 2007–2017

By: John R. Wells and Gabriel Ellsworth
On July 2, 2016, Danaher Corporation completed the spinoff of Fortive Corporation. The previous day, Danaher’s stock price had reached an all-time high. In 2015, Danaher had decided to split off its test and measurement, fuel and fleet management, and automation... View Details
Keywords: Danaher; Fortive; Larry Culp; Beckman Coulter; Pall; Life Sciences; Diagnostics; Environmental Operations; Water Management; Dental; Testing; Measurement; Fuel; Fleet Management; Automation; Toolmaking; Tools; Disease Management; Continuous Improvement; Toyota Production System; Divestiture; Spinoffs; Spin-off; Networks; Acquisition; Mergers and Acquisitions; Business Conglomerates; Business Divisions; Business Subsidiaries; Business Units; Business Growth and Maturation; Business Model; For-Profit Firms; Joint Ventures; Restructuring; Engineering; Chemicals; Construction; Machinery and Machining; Profit; Revenue; Globalized Firms and Management; Multinational Firms and Management; Health; Health Care and Treatment; Health Disorders; Medical Specialties; Business History; Job Cuts and Outsourcing; Business or Company Management; Growth and Development Strategy; Management Analysis, Tools, and Techniques; Management Practices and Processes; Management Succession; Management Systems; Resource Allocation; Market Entry and Exit; Measurement and Metrics; Logistics; Business Processes; Organizational Change and Adaptation; Public Ownership; Problems and Challenges; Science; Genetics; Natural Environment; Wastes and Waste Processing; Science-Based Business; Opportunities; Strategy; Adaptation; Business Strategy; Competition; Competitive Strategy; Competitive Advantage; Consolidation; Corporate Strategy; Diversification; Expansion; Technology; Software; Technology Networks; Technology Platform; Value; Valuation; Aerospace Industry; Auto Industry; Biotechnology Industry; Chemical Industry; Computer Industry; Construction Industry; Consumer Products Industry; Distribution Industry; Electronics Industry; Food and Beverage Industry; Health Industry; Industrial Products Industry; Information Technology Industry; Manufacturing Industry; Medical Devices and Supplies Industry; Pharmaceutical Industry; Retail Industry; Rubber Industry; Semiconductor Industry; Shipping Industry; Technology Industry; Telecommunications Industry; Utilities Industry; United States; District of Columbia
Citation
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Wells, John R., and Gabriel Ellsworth. "Danaher Corporation, 2007–2017." Harvard Business School Case 717-464, January 2017.
  • March 2019
  • Case

Wattpad

By: John Deighton and Leora Kornfeld
How to run a platform to match four million writers of stories to 75 million readers? Use data science. Make money by doing deals with television and filmmakers and book publishers. The case describes the challenges of matching readers to stories and of helping writers... View Details
Keywords: Platform Businesses; Creative Industries; Publishing; Data Science; Machine Learning; Collaborative Filtering; Women And Leadership; Managing Data Scientists; Big Data; Recommender Systems; Digital Platforms; Information Technology; Intellectual Property; Analytics and Data Science; Publishing Industry; Entertainment and Recreation Industry; Canada; United States; Philippines; Viet Nam; Turkey; Indonesia; Brazil
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Deighton, John, and Leora Kornfeld. "Wattpad." Harvard Business School Case 919-413, March 2019.
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