Publications

December 1991 (Revised November 1993)
Case

U.S. Bank of Washington

A vice president of the U.S. Bank of Washington, a subsidiary of U.S. Bancorp, is asked to review a $6.5 million loan request from the Redhook Ale Brewery, a Seattle-based microbrewery. The case provides an understanding of the U.S. commercial banking industry and the... View Details

Keywords: Cash Flow; Financing and Loans; Financial Statements; Commercial Banking; Banking Industry; Seattle

02 Dec 2015
HBS Seminar

Fabian Waldinger, Associate Professor, University of Warwick, Department of Economics

July 16, 2015
Article

How Small Businesses Can Fend Off Hackers

By: Lou Shipley

If you wanted to hack a business, which one would you pick: A Fortune 500 company with a large digital-security budget and a team dedicated to protecting its cyberassets? Or a small enterprise that doesn’t employ a single IT security specialist? Security breaches at... View Details

Keywords: Hack; Data Security; Small Business; Analytics and Data Science; Safety; Information Technology; Cybersecurity

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28 Feb 2019
HBS Seminar

Lori Rosenkopf, Wharton, University of Pennsylvania

March 2019
Case

HOPI: Turkey's Shopping Companion

By: Sunil Gupta, Donald Ngwe and Gamze Yucaoglu

The case opens in 2017 as Onur Erbay, CEO of HOPI, a multi-vendor loyalty platform, is contemplating a critical decision. The case chronicles the origins of Boyner Group, the parent company of HOPI and a major retailer in Turkey, and development of retail and customer... View Details

Keywords: Loyalty Programs; Multi-vendor Platform; Retail; Big Data; Customer Relationship Management; Mobile and Wireless Technology; Business Model; Analytics and Data Science; Competitive Strategy; Decision Making; Applications and Software; Digital Platforms; Technology Industry; Retail Industry; Turkey

10 Sep 2019
News

KabbageⓇ Launches the Only Interactive Index Analyzing Revenue Trends of U.S. Small Businesses

February 2021
Tutorial

T-tests: Theory and Practice

By: Michael Parzen, Natalie Epstein, Chiara Farronato and Michael Toffel

This video provides an introduction to hypothesis testing, sampling, t-tests, and p-values. It provides examples of A/B testing and t-testing to assess whether difference between two groups are statistically significant. This video can be assigned in conjunction with... View Details

Keywords: Data Analysis; Data Analytics; Experiment Design; Experimentation; Analytics and Data Science; Analysis

June 2020
Article

In Generous Offers I Trust: The Effect of First-offer Value on Economically Vulnerable Behaviors

By: M. Jeong, J. Minson and F. Gino

Negotiation scholarship espouses the importance of opening a bargaining situation with an aggressive offer, given the power of first offers to shape concessionary behavior and outcomes. In our research, we identify a surprising consequence to this common prescription.... View Details

Keywords: Attribution; Interpersonal Interaction; Judgment; Social Interaction; Inference; Open Data; Open Materials; Preregistered; Negotiation Offer; Strategy; Behavior; Interpersonal Communication; Trust; Outcome or Result

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August 2002 (Revised September 2002)
Background Note

Financial Analysis of Microsoft

By: William A. Sahlman

Contains a detailed analysis of Microsoft's financial performance from 1985 to 2001. During this time, Microsoft improved its profitability and cash flow generation--changes that led to a dramatic rise in valuation. Also addresses the issue of determining how much... View Details

Keywords: Business Ventures; Analysis; Financial Condition

17 Apr 2006
Research & Ideas

Resisting the Seductions of Success

resources described in earlier chapters [of my book]—having a good dream, a sound moral code, or unsettling role models—matters at all if leaders cannot resist the flow of success. Tony's story is set in the... View Details

Keywords: by Joseph L. Badaracco Jr.; Entertainment & Recreation; Information; Publishing

Research Summary

Airline Schedule Disruptions

Increasing congestion and frequent schedule disruptions throughout the National Air Transportation System, both at airports and en route, have led to significant flight and passenger delays. Professor Fearing's primary research focus is on measuring and reducing... View Details

Keywords: Performance Measurement; Air Transportation; Traffic Flow Management; Air Transportation Industry

June 1992 (Revised June 1993)
Case

Crystal Meadows of Tahoe, Inc.

By: William J. Bruns Jr.

An introductory case in cash flow analysis and the preparation of statements of cash flows. Based on the 1991 income statement and balance sheet at a ski resort company, the case provides additional information which allows a student to prepare both a direct and an... View Details

Keywords: Cash Flow; Financial Statements

April 2013
Case

Managing with Analytics at Procter & Gamble

By: Thomas H. Davenport, Marco Iansiti and Alain Serels

Senior management at P&G has put a strong emphasis on using data to make "better, smarter, real-time business decisions." The Global Business Services (GBS) organization has developed tools, systems and processes to provide managers throughout P&G with direct access to... View Details

Keywords: Analytics; Data Management; Forecasting; Shared Services; Procter ＆ Gamble; Laundry Detergent; Information Management; Forecasting and Prediction; Information Technology; Mathematical Methods; Consumer Products Industry; North America

Article

Uninformed Consent

By: Leslie K. John

Companies want access to more and more of your personal data—from where you are to what’s in your DNA. Can they unlock its value while respecting consumers’ privacy? View Details

Keywords: Personal Data; Privacy; Customers; Analytics and Data Science; Ethics; Governing Rules, Regulations, and Reforms

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March 2022 (Revised January 2025)
Technical Note

Linear Regression

By: Iavor I. Bojinov, Michael Parzen and Paul Hamilton

This note provides an overview of linear regression for an introductory data science course. It begins with a discussion of correlation, and explains why correlation does not necessarily imply causation. The note then describes the method of least squares, and how to... View Details

Keywords: Data Science; Linear Regression; Mathematical Modeling; Mathematical Methods; Analytics and Data Science

2012
Working Paper

The Spatial Diffusion of Technology

By: Diego A. Comin, Mikhail Dmitriev and Esteban Rossi-Hansberg

We empirically study technology diffusion across countries and over time. We find significant evidence that technology diffuses slower to locations that are farther away from adoption leaders. This effect is stronger across rich countries and also when measuring... View Details

Keywords: Economic Growth; Knowledge Dissemination; Technology Adoption

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September 2020 (Revised June 2023)
Exercise

Artea: Designing Targeting Strategies

By: Eva Ascarza and Ayelet Israeli

This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and targeting. Parts (B),(C),(D) Introduce algorithmic bias. The... View Details

January 2023
Supplement

Apple: Privacy vs. Safety (B)

By: Henry McGee, Nien-hê Hsieh and Christian Godwin

In 2020, as the COVID-19 pandemic swept across the globe, Apple and Google partnered to develop a contact tracing application that would collect information about users infected with the disease and notify those who they had been in contact with. While Apple/Google’s... View Details