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- 2019
- Working Paper
Machine Learning Approaches to Facial and Text Analysis: Discovering CEO Oral Communication Styles
By: Prithwiraj Choudhury, Dan Wang, Natalie A. Carlson and Tarun Khanna
We demonstrate how a novel synthesis of three methods—(1) unsupervised topic modeling of text data to generate new measures of textual variance, (2) sentiment analysis of text data, and (3) supervised ML coding of facial images with a cutting-edge convolutional neural... View Details
- January 2018
- Case
Environmental Technology Fund Partners and E-Leather
By: Vikram S. Gandhi and Aldo Sesia
It is 2014 and Environmental Technologies Fund (ETF) Partners, a UK-based venture capital firm, has an opportunity to invest in a privately held UK company that manufactured engineered composition leather extracted from waste leather using an environmentally friendly... View Details
- January 2018
- Case
Viacom: Democratization of Data Science
By: Shane Greenstein and Christine Snively
In two short years, Viacom’s Data Science & Advanced Analytics team built a web platform called Science Central that allowed employees from Viacom’s 20+ cable networks to access television audience insights through three data science apps. In the past, employees would... View Details
- January 2018 (Revised May 2019)
- Case
Adeo Health Science: Turning a Product into a Brand
By: Elizabeth A. Keenan and Jill Avery
For decades, American parents were warned to avoid introducing potential allergens to their babies prior to their first birthday. But two influential clinical studies caused the medical establishment to radically reverse its position. Parents were now warned that... View Details
Keywords: Startup; Health Care; Consumer; Consumer Products; Branding; Distribution; Retailing; Go To Market Strategy; Marketing; Marketing Channels; Marketing Communications; Brands and Branding; Marketing Strategy; Entrepreneurship; Health Care and Treatment; Consumer Products Industry; Health Industry; United States; North America
- 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... View Details
- Article
Mitigating Bias in Adaptive Data Gathering via Differential Privacy
By: Seth Neel and Aaron Leon Roth
Data that is gathered adaptively—via bandit algorithms, for example—exhibits bias. This is true both when gathering simple numeric valued data—the empirical means kept track of by stochastic bandit algorithms are biased downwards—and when gathering more complicated... View Details
- 2018
- Report
The Future of Nuclear Energy in a Carbon-Constrained World: An Interdisciplinary MIT Study
The Future of Nuclear Energy in a Carbon-Constrained World study is the eighth in the MIT Energy Initiative’s "Future of" series, which aims to shed light on a range of complex and important issues involving energy and the environment. A central theme is... View Details
- December 2017
- Teaching Note
Yemeksepeti: Growing and Expanding the Business Model through Data
By: William R. Kerr and Alexis Brownell
Teaching Note for HBS No. 817-095. View Details
- December 2017 (Revised January 2018)
- Case
Alltech
By: David E. Bell and Natalie Kindred
Alltech was a Lexington, Kentucky–based producer of supplements for animal feed, with revenues of over $2 billion (projected to reach $3 billion in 2018), sales in 120 countries, 5,000 employees, and 100 manufacturing plants worldwide. For nearly four decades, Alltech... View Details
Keywords: Alltech; United States; Agribusiness; Agriculture; Animal; Animal Agriculture; Animal Feed; Livestock; Family Business; Vertical Integration; Strategy; Growth; Feed Additives; Feed Supplements; Kentucky; Growth Strategy; Family Businesses; Animal-Based Agribusiness; Acquisition; Business Growth and Maturation; Business Model; Change Management; Trends; Governance; Entrepreneurship; Growth and Development; Intellectual Property; Leadership; Management; Markets; Organizational Culture; Private Ownership; Science; Quality; Risk and Uncertainty; Research; Sales; Agriculture and Agribusiness Industry; Pharmaceutical Industry; United States; Kentucky; Brazil; China
- Article
Rethinking the Profession Formerly Known as Advertising: How Data Science Is Disrupting the Work of Agencies
By: John A. Deighton
The article discusses the notion of advertising as a profession in relation to the impact of digital analytics and data-driven marketing. Topics include the history of internet marketing, the investments of the content-driven internet firms Facebook Inc. and Google... View Details
- November 28, 2017
- Editorial
Active Investing v.2.0
By: Gabriel Karageorgiou and George Serafeim
- November 2017 (Revised June 2019)
- Case
Measuring True Value at Ambuja Cement
By: V. Kasturi Rangan, Suraj Srinivasan and Namrata Arora
The case discusses the measurement of social and environmental impact at Ambuja Cements, one of India’s leading cement companies. Ambuja is a leader in CSR activities and is attempting to quantify its impact, both positive and negative, using the “True Value” framework... View Details
- November 2017
- Case
Passion and Strategy: Novozymes' Embrace of the UN Sustainable Development Goals
By: Andy Zelleke and Emilie Billaud
This case explores the sustainability efforts at Novozymes, the world's largest and oldest producer of industrial enzymes. In 2015, the Danish company became the world’s first company known to have crafted a new corporate strategy based on the United Nations... View Details
Keywords: Corporate Governance; Transformation; Environmental Sustainability; Corporate Social Responsibility and Impact; Mission and Purpose; Business and Shareholder Relations; Business and Stakeholder Relations; Business Strategy; Organizational Culture; Organizational Change and Adaptation; Biotechnology Industry; Europe; Denmark
- 2017
- Working Paper
The Use and Misuse of Patent Data: Issues for Corporate Finance and Beyond
By: Josh Lerner
Patents and citations are powerful tools for understanding innovative activity inside the firm and are increasingly used in corporate finance research. But due to the complexities of patent data collection and the changing spatial and industry composition of innovative... View Details
- October 2017
- Case
Quantopian: A New Model for Active Management
- October 2017 (Revised November 2017)
- Case
NYC311
By: Constantine E. Kontokosta, Mitchell Weiss, Christine Snively and Sarah Gulick
Joe Morrisroe, executive director for NYC311, had some gut instincts but no definitive answer to the question he was just asked by one of the mayor’s deputies: “Are some communities being underserved by 311? How do we know we are hearing from the right people?” Founded... View Details
Keywords: New York City; NYC; 311; NYC311; Big Data; Equal Access; Bias; Data Analysis; Public Entrepreneurship; Urban Informatics; Predictive Analytics; Chief Data Officer; Data Analytics; Cities; City Leadership; Analytics and Data Science; Analysis; Prejudice and Bias; Entrepreneurship; Public Sector; City; Public Administration Industry; New York (city, NY)
- October 2017
- Supplement
Turnaround at Norsk Gjenvinning (B)
By: George Serafeim
The case describes the impact of Norsk Gjenvinning's (NG) transformation efforts on reducing corruption and non-compliance within the Norwegian waste management industry. View Details
- October 2017 (Revised April 2018)
- Case
Improving Worker Safety in the Era of Machine Learning (A)
By: Michael W. Toffel, Dan Levy, Jose Ramon Morales Arilla and Matthew S. Johnson
Managers make predictions all the time: How fast will my markets grow? How much inventory do I need? How intensively should I monitor my suppliers? Which potential customers will be most responsive to a particular marketing campaign? Which job candidates should I... View Details
- October 2017 (Revised October 2022)
- Case
JetBlue: Relevant Sustainability Leadership (A)
By: George Serafeim
In 2017, JetBlue, the airline founded on the mission to “bring humanity back to air travel,” was considering becoming one of the first companies to report its sustainability performance according to the Sustainability Accounting Standards Board (SASB) standards. SASB... View Details
Keywords: Sustainability; Metrics; Leadership And Change Management; Airlines; Innovation; Purpose; ESG; ESG (Environmental, Social, Governance) Performance; Sustainability Reporting; Change Management; Leadership; Financial Reporting; Environmental Sustainability; Mission and Purpose; Reports; Competitive Strategy; Measurement and Metrics; Corporate Social Responsibility and Impact; Air Transportation Industry; United States
- October 2017 (Revised July 2018)
- Case
Data Science at Target
By: Srikant M. Datar and Caitlin N. Bowler
Paritosh Desai joined Target.com in 2013 as VP of Business Intelligence, Analytics & Testing to explore how the retailer could use its relatively small but thriving e-commerce arm to drive sales and win customers. The case explores the technological and organizational... View Details