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- Faculty Publications (599)
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- 2017
- Working Paper
Nowcasting the Local Economy: Using Yelp Data to Measure Economic Activity
By: Edward L. Glaeser, Hyunjin Kim and Michael Luca
Can new data sources from online platforms help to measure local economic activity? Government datasets from agencies such as the U.S. Census Bureau provide the standard measures of economic activity at the local level. However, these statistics typically appear only...
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Glaeser, Edward L., Hyunjin Kim, and Michael Luca. "Nowcasting the Local Economy: Using Yelp Data to Measure Economic Activity." Harvard Business School Working Paper, No. 18-022, September 2017. (Revised October 2017.)
- 2017
- Chapter
Venture Capital Data: Opportunities and Challenges
By: Steven N. Kaplan and Josh Lerner
This paper describes the available data and research on venture capital investments and performance. We comment on the challenges inherent in those data and research as well as possible opportunities to do better.
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Kaplan, Steven N., and Josh Lerner. "Venture Capital Data: Opportunities and Challenges." Chap. 10 in Measuring Entrepreneurial Businesses: Current Knowledge and Challenges. Vol. 75, edited by John Haltiwanger, Erik Hurst, Javier Miranda, and Antoinette Schoar. Studies in Income and Wealth (NBER). Chicago: University of Chicago Press, 2017.
- August 2017 (Revised July 2019)
- Case
GROW: Using Artificial Intelligence to Screen Human Intelligence
By: Ethan Bernstein, Paul McKinnon and Paul Yarabe
Over 10% of all 2017 university graduates in Japan used GROW, an artificial intelligence platform and mobile app developed by Tokyo-based people analytics startup IGS, to recruit for a job. This case puts participants in the shoes of IGS founder and CEO Masahiro...
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Keywords:
Big Data;
Artificial Intelligence;
Talent and Talent Management;
Recruitment;
Selection and Staffing;
Human Resources;
Information Technology;
AI and Machine Learning;
Analytics and Data Science;
Financial Services Industry;
Air Transportation Industry;
Advertising Industry;
Manufacturing Industry;
Technology Industry;
Japan
Bernstein, Ethan, Paul McKinnon, and Paul Yarabe. "GROW: Using Artificial Intelligence to Screen Human Intelligence." Harvard Business School Case 418-020, August 2017. (Revised July 2019.)
- 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...
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Keywords:
Data Science;
Branding;
Data Analytics;
Analytics and Data Science;
Brands and Branding;
Analysis;
Perception;
Planning
Datar, Srikant M., and Caitlin N. Bowler. "Tamarin App: Natural Language Processing." Harvard Business School Case 118-015, August 2017. (Revised December 2018.)
- August 2017 (Revised August 2018)
- Case
Busbud: Building a Data Company
By: Srikant M. Datar, Alistair Croll and Caitlin N. Bowler
The case features the work of LP Maurice (HBS '08) as he decides to take on the fragmented bus travel industry and launch an online business that aggregates and shares bus schedules for routes around the world. His first challenge: finding that the data he needs is...
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Keywords:
Data Science;
Analytics and Data Science;
Business Startups;
Knowledge Acquisition;
Customers;
Measurement and Metrics;
Transportation Industry
Datar, Srikant M., Alistair Croll, and Caitlin N. Bowler. "Busbud: Building a Data Company." Harvard Business School Case 118-011, August 2017. (Revised August 2018.)
- August 2017 (Revised August 2018)
- Case
The Oakland Athletics: Strategy & Metrics for a Budget
By: Srikant M. Datar and Caitlin N. Bowler
This case considers Oakland Athletics General Manager Billy Beane’s data driven and, in baseball circles unconventional, approach to winning games over the duration of the long Major League Baseball season. Beane’s critical approach to crafting strategy within his...
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Keywords:
Data Analysis;
Metrics;
Data Science;
Analytics and Data Science;
Analysis;
Measurement and Metrics;
Competitive Strategy;
Organizational Culture;
Sports Industry
Datar, Srikant M., and Caitlin N. Bowler. "The Oakland Athletics: Strategy & Metrics for a Budget." Harvard Business School Case 118-010, August 2017. (Revised August 2018.)
- June 2017
- Case
Waze Connected Citizens Program
By: Mitchell Weiss and Alissa Davies
Di-Ann Eisnor, Director of Growth at Waze, founded the company’s Connected Citizens Program (CCP), a data-sharing partnership that provided officials with traffic incident and congestion data. Since 2015, her program had enabled officials in Kentucky and elsewhere to...
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Keywords:
Public Entrepreneurship;
Waze;
Public-Private Partnerships;
Scaling Technology Ventures;
Di-Ann Eisnor;
Paige Fitzgerald;
Noam Bardin;
Ehud Shabtai;
Cities;
Traffic;
Crowdsourcing;
API;
Scaling Innovation;
Entrepreneurship;
Public Sector;
Information Technology;
Transportation;
Growth Management;
Transportation Industry;
Israel;
Indonesia;
United States;
Brazil;
Los Angeles;
Kentucky
Weiss, Mitchell, and Alissa Davies. "Waze Connected Citizens Program." Harvard Business School Case 817-035, June 2017.
- May 2017 (Revised March 2018)
- Case
Predicting Consumer Tastes with Big Data at Gap
By: Ayelet Israeli and Jill Avery
CEO Art Peck was eliminating his creative directors for The Gap, Old Navy, and Banana Republic brands and promoting a collective creative ecosystem fueled by the input of big data. Rather than relying on artistic vision, Peck wanted the company to use the mining of big...
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Keywords:
Retailing;
Preference Elicitation;
Big Data;
Predictive Analytics;
Artificial Intelligence;
Fashion;
Marketing;
Marketing Strategy;
Marketing Channels;
Brands and Branding;
Consumer Behavior;
Demand and Consumers;
Analytics and Data Science;
Forecasting and Prediction;
E-commerce;
Apparel and Accessories Industry;
Consumer Products Industry;
Fashion Industry;
Retail Industry;
United States;
Canada;
North America
Israeli, Ayelet, and Jill Avery. "Predicting Consumer Tastes with Big Data at Gap." Harvard Business School Case 517-115, May 2017. (Revised March 2018.)
- Article
Selecting the Right Growth Metrics: Fewer but Better
Keywords:
Supply Chains;
Big Data;
Corporations;
Franchising;
Performance Metrics;
Analytics and Data Science
Schlesinger, Leonard A. "Selecting the Right Growth Metrics: Fewer but Better." Stanford Social Innovation Review (website) (April 21, 2017).
- April 2017
- Teaching Note
Basecamp: Pricing
This Teaching Note accompanies HBS No. 817-067 “Basecamp: Pricing” in which 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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- March 2017 (Revised March 2022)
- Case
Flashion: Art vs. Science in Fashion Retailing
By: Kris Ferreira and Karim R. Lakhani
Kate Wilson, retail analytics manager at Flashion, a fashion flash-sale site, is tasked with developing analytics to optimize pricing for first-exposure products on the site. Many in the industry have relied on years of experience and intuition to determine pricing—can...
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Keywords:
Analytics;
Pricing;
Data;
Service Operations;
Forecasting and Prediction;
Internet and the Web;
Technology Adoption;
Mathematical Methods;
Decision Making;
E-commerce;
Retail Industry;
Fashion Industry;
United States
Ferreira, Kris, and Karim R. Lakhani. "Flashion: Art vs. Science in Fashion Retailing." Harvard Business School Case 617-059, March 2017. (Revised March 2022.)
- March 2017 (Revised November 2017)
- Case
BlackRock (A): Selling the Systems? (with video links)
By: Ranjay Gulati, Jan W. Rivkin and Kelly McNamara
As the case opens in 1999, several key leaders at BlackRock, Inc., then a relatively small asset management firm, are trying to convince CEO Larry Fink and others that the firm should begin to offer Aladdin—its proprietary analytics and trading platform—to other asset...
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Keywords:
Strategy;
Competition;
Information Technology;
Asset Management;
Competitive Strategy;
Financial Services Industry;
United States
Gulati, Ranjay, Jan W. Rivkin, and Kelly McNamara. "BlackRock (A): Selling the Systems? (with video links)." Harvard Business School Multimedia/Video Case 717-484, March 2017. (Revised November 2017.)
- March 27, 2017
- Article
How the Water Industry Learned to Embrace Data
By: Frank V. Cespedes and Amir Peleg
Most current talk about “big data” seems to assume the disintermediation or replacement of physical assets by digital technologies. But a bigger and more impactful trend is the use of online tools to improve physical asset utilization in many traditional off-line...
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Keywords:
Information Technology;
Analytics and Data Science;
Organizational Change and Adaptation;
Utilities Industry
Cespedes, Frank V., and Amir Peleg. "How the Water Industry Learned to Embrace Data." Harvard Business Review (website) (March 27, 2017).
- February 2017 (Revised November 2021)
- Case
Digitalization at Siemens
By: David J. Collis and Tonia Junker
The case discusses the digitalization strategy of Siemens AG, a German-based company operating in manufacturing and electronics. The increasing impact of digital technologies on all of its business units had prompted CEO Joe Kaeser and his team to put digitalization at...
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Keywords:
Company Management;
Digital Technologies;
Corporate Strategy;
Competition;
Information Technology;
Information Infrastructure;
Manufacturing Industry;
Electronics Industry
Collis, David J., and Tonia Junker. "Digitalization at Siemens." Harvard Business School Case 717-428, February 2017. (Revised November 2021.)
- February 2017 (Revised August 2018)
- Case
Sarah Powers at Automated Precision Products
By: Jeffrey T. Polzer, Michael Norris, Julia Kelley and Kristina Tobio
In 2017, Sarah Powers, VP of Sales at an automation hardware firm, is trying to understand why some members of her sales team have been underperforming. She is tasked with analyzing her firm’s email and calendar data to try to find relationships between communications...
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Keywords:
People Analytics;
Sales Attainment;
Communication Networks;
Data;
Human Resources;
Business Processes;
Sales;
Communication;
Analytics and Data Science;
Analysis;
Industrial Products Industry;
Manufacturing Industry;
United States
Polzer, Jeffrey T., Michael Norris, Julia Kelley, and Kristina Tobio. "Sarah Powers at Automated Precision Products." Harvard Business School Case 417-072, February 2017. (Revised August 2018.)
- February 2017
- Teaching Note
Oversight Systems
By: Frank Cespedes
This Teaching Note accompanies the case, set in May 2016, which discusses sales strategy and channel partnerships at Oversight Systems, an early stage software firm that developed analytics for organizations to monitor their data for errors, fraud, and operational...
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- February 2017 (Revised April 2018)
- Case
Shopkick: The Power of Shopper Data
By: John Deighton, Allison Ciechanover and Mike Horia Todorescu
Keywords:
Big Data;
Mobile App;
Marketing;
Mobile and Wireless Technology;
Analytics and Data Science
Deighton, John, Allison Ciechanover, and Mike Horia Todorescu. "Shopkick: The Power of Shopper Data." Harvard Business School Case 517-069, February 2017. (Revised April 2018.)
- February 2017
- Case
Yemeksepeti: Growing and Expanding the Business Model through Data
By: William R. Kerr, Gamze Yucaoglu and Eren Kuzucu
In October 2016, Nevzat Aydin, co-founder and CEO of Yemeksepeti, the Turkish online food-ordering company, was looking over the company's quarterly results and projections for the upcoming year with his management team. It had been almost a year and a half since Aydin...
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Keywords:
Entrepreneurial Management;
Entrepreneurial Ventures;
Turkey;
Big Data;
Customer Focused Organization;
Service Management;
Continuous Improvement;
Data Analysis;
Internet;
Growth Strategy;
Technological Change;
Information Systems;
Entrepreneurship;
Corporate Strategy;
Analytics and Data Science;
Analysis;
Customer Focus and Relationships;
Emerging Markets;
Service Operations;
Competitive Advantage;
Performance Improvement;
Internet and the Web;
Growth and Development Strategy;
Information Technology;
Value Creation;
Food and Beverage Industry;
Turkey
Kerr, William R., Gamze Yucaoglu, and Eren Kuzucu. "Yemeksepeti: Growing and Expanding the Business Model through Data." Harvard Business School Case 817-095, February 2017.
- February 2017
- Case
GE Digital
By: Rajiv Lal and Scott Johnson
Known for manufacturing industrial equipment, GE has decided to invest in software and analytics capabilities to become a digital industrial company. They have also created a software platform that they hope will power the Industrial Internet. GE executives forecasted...
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Keywords:
GE;
General Electric;
Manufacturing;
Industrial Internet;
Wind Power;
Digital Manufacturing;
Renewable Energy;
Energy;
Innovation and Management;
Innovation Strategy;
Organizational Change and Adaptation;
Organizational Culture;
Applications and Software;
Growth and Development Strategy;
Transformation;
Green Technology Industry;
Technology Industry;
Manufacturing Industry;
North America
Lal, Rajiv, and Scott Johnson. "GE Digital." Harvard Business School Case 517-063, February 2017.
- February 2017 (Revised June 2017)
- Case
ExxonMobil: Business as Usual? (A)
By: George Serafeim, Shiva Rajgopal and David Freiberg
Climate change was becoming an important societal and business issue as more governments were introducing climate change related regulations and investors became increasibly worried about stranded assets within oil and gas firms. In September 2016, the U.S. Securities...
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Keywords:
Oil & Gas;
Oil Prices;
Oil Companies;
Asset Impairment;
Predictive Analytics;
Sustainability;
Environmental Impact;
Innovation;
Disclosure;
Accounting;
Valuation;
Climate Change;
Renewable Energy;
Environmental Sustainability;
Financial Reporting;
Energy Industry
Serafeim, George, Shiva Rajgopal, and David Freiberg. "ExxonMobil: Business as Usual? (A)." Harvard Business School Case 117-046, February 2017. (Revised June 2017.)