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August 2018 (Revised September 2018)
Case

Predicting Purchasing Behavior at PriceMart (A)

By: Srikant M. Datar and Caitlin N. Bowler

This case follows VP of Marketing, Jill Wehunt, and analyst Mark Morse as they tackle a predictive analytics project to increase sales in the Mom & Baby unit of a nationally recognized retailer, PriceMart. Wehunt observed that in the midst of the chaos that surrounded... View Details

Keywords: Data Science; Analytics and Data Science; Analysis; Consumer Behavior; Forecasting and Prediction

August 2018 (Revised September 2018)
Supplement

Predicting Purchasing Behavior at PriceMart (B)

By: Srikant M. Datar and Caitlin N. Bowler

Supplements the (A) case. In this case, Wehunt and Morse are concerned about the logistic regression model overfitting to the training data, so they explore two methods for reducing the sensitivity of the model to the data by regularizing the coefficients of the... View Details

Keywords: Data Science; Analytics and Data Science; Analysis; Customers; Household; Forecasting and Prediction

August 2018 (Revised April 2019)
Case

Chateau Winery (A): Unsupervised Learning

By: Srikant M. Datar and Caitlin N. Bowler

This case follows Bill Booth, marketing manager of a regional wine distributor, as he applies unsupervised learning on data about his customers’ purchases to better understand their preferences. Specifically, he uses the K-means clustering technique to identify groups... View Details

Keywords: Clustering; Data Science; Analytics and Data Science; Customers; Marketing; Analysis

August 2018 (Revised April 2019)
Supplement

Chateau Winery (B): Supervised Learning

By: Srikant M. Datar and Caitlin N. Bowler

This case builds directly on “Chateau Winery (A).” In this case, Bill Booth, marketing manager of a regional wine distributor, shifts to supervised learning techniques to try to predict which deals he should offer to customers based on the purchasing behavior of those... View Details

Keywords: Data Science; Clustering; Analytics and Data Science; Customers; Marketing; Analysis

August 2018 (Revised September 2018)
Case

LendingClub (A): Data Analytic Thinking (Abridged)

By: Srikant M. Datar and Caitlin N. Bowler

LendingClub was founded in 2006 as an alternative, peer-to-peer lending model to connect individual borrowers to individual investor-lenders through an online platform. Since 2014 the company has worked with institutional investors at scale. While the company assigns... View Details

Keywords: Data Science; Data Analytics; Investing; Loans; Investment; Financing and Loans; Analytics and Data Science; Analysis; Forecasting and Prediction; Business Model

August 2018 (Revised September 2018)
Supplement

LendingClub (B): Decision Trees & Random Forests

By: Srikant M. Datar and Caitlin N. Bowler

This case builds directly on the LendingClub (A) case. In this case students follow Emily Figel as she builds two tree-based models using historical LendingClub data to predict, with some probability, whether borrower will repay or default on his loan.
... View Details

Keywords: Data Science; Data Analytics; Decision Trees; Investment; Financing and Loans; Analytics and Data Science; Analysis; Forecasting and Prediction

August 2018 (Revised September 2018)
Supplement

LendingClub (C): Gradient Boosting & Payoff Matrix

By: Srikant M. Datar and Caitlin N. Bowler

This case builds directly on the LendingClub (A) and (B) cases. In this case students follow Emily Figel as she builds an even more sophisticated model using the gradient boosted tree method to predict, with some probability, whether a borrower would repay or default... View Details

Keywords: Data Analytics; Data Science; Investment; Financing and Loans; Analytics and Data Science; Analysis; Forecasting and Prediction

August 2018 (Revised February 2022)
Case

Lexoo: Building a Long-Lasting Platform

By: Chiara Farronato and Elena Corsi

Daniel van Binsbergen, Lexoo’s CEO, and web developer Chris O’Sullivan, CTO, had set up Lexoo, a UK legal marketplace, to help small and medium enterprises (SME) find legal advice at low prices. Lexoo had recently invested in a new vertical focused on larger companies.... View Details

Keywords: Marketplaces; Legal Services; Growth Strategy; Technology Ventures; Service Operations; Digital Platforms; Marketplace Matching; Growth and Development Strategy; Legal Services Industry; United Kingdom

August 2018 (Revised January 2021)
Case

Sundial Brands: Leading Through Transitions

By: Lynda M. Applegate and Ashley Parker

August 2018 (Revised April 2019)
Case

Fair Value Accounting at Berkshire Hathaway Inc. (A)

By: Jonas Heese, Suraj Srinivasan, Francois Brochet and Christine Johnson

In May 2018, Berkshire Hathaway announced an unprecedented loss of more than $1 billion for the first quarter of 2018. Warren Buffett blamed this loss on the new accounting rules for equity securities which he criticized. In the case ‘Fair Value Accounting at Berkshire... View Details

Keywords: Equity Securities; FASB; Fair Value Accounting; Governing Rules, Regulations, and Reforms; Financial Services Industry

August 2018
Case

Christine Lagarde

By: Julie Battilana, Carin-Isabel Knoop, Vanessa Ampelas and Noemie Assenat

For a modular presentation of the same material, please see “Christine Lagarde (A): A French Prime Minister Calls” (HBS No. 419-017), “Christine Lagarde (B): Being a Public Servant” (HBS No. 419-018), and “Christine Lagarde (C): Managing the IMF” (HBS No. 419-019).... View Details

Keywords: Change; Personal Development and Career; Power and Influence; Leadership; Gender; Leading Change

August 2018
Case

Christine Lagarde (A): A French Prime Minister Calls

By: Julie Battilana and Carin-Isabel Knoop

This case covers formative events and influences in Christine Lagarde’s childhood and her trajectory from studying political science and law to heading the world’s largest law firm. As she prepares to transition back to practice in 2005, the new Prime Minister of... View Details

Keywords: Personal Development and Career; Power and Influence; Decision Making

August 2018
Case

Christine Lagarde (B): Being a Public Servant

By: Julie Battilana and Carin-Isabel Knoop

This case covers the career of Christine Lagarde from 2005 to 2011 after she joins the French Government. After serving several grueling years as Finance Minister during the financial crisis that started in 2007/2008, she is being considered as the next Managing... View Details

Keywords: Personal Development and Career; Government and Politics; Financial Crisis; Power and Influence

August 2018
Case

Christine Lagarde (C): Managing the IMF

By: Julie Battilana and Carin-Isabel Knoop

This case covers the career of Christine Lagarde from 2011 to 2018 as she takes the helm of a troubled multilateral organization during a time of deepening economic turmoil. As the first female leader of the International Monetary Fund (IMF), and as a non-economist,... View Details

Keywords: Personal Development and Career; Power and Influence; Change Management; Global Range; Gender; Equality and Inequality; Climate Change

2020
Working Paper

Incentive Power and Knowledge Sharing Among Employees: Evidence from the Field

By: Wei Cai, Susanna Gallani and Jee-Eun Shin

There is consensus, both in the literature and in practice, about knowledge sharing within organizations being a key determinant of success. However, organizations struggle to sustain employees’ engagement in knowledge sharing. One challenge lies in the fact that,... View Details

Keywords: Organizational Knowledge Sharing; Employee Driven Innovation; Innovation Appropriability; Contract Design; High-powered Incentives; Low-powered Incentives; Incentives; Pay-for-Performance; Rank-and-file; Employees; Knowledge Sharing; Innovation and Invention; Motivation and Incentives; Creativity; Performance

Article

Why Work Requirements Hurt the Poor

By: Scott Duke Kominers

Keywords: Social Issues; Welfare; United States

Article

The Impact of the 'Open' Workspace on Human Collaboration

By: Ethan Bernstein and Stephen Turban

Organizations’ pursuit of increased workplace collaboration has led managers to transform traditional office spaces into “open,” transparency-enhancing architectures with fewer walls, doors, and other spatial boundaries, yet there is scant direct empirical research on... View Details

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August 2018
Teaching Note

IguanaFix

By: Frank V. Cespedes and Thomas Eisenmann

Teaching Note for HBS No. 817-056. IguanaFix, based in Argentina, is a platform business that connects consumers with home improvement contractors. The founders are evaluating growth options and an investment offer. The case focuses on scaling issues for a venture... View Details

Keywords: Entrepreneurial Marketing; Home Improvement Services; Marketing Management; Scaling; Entrepreneurship; Marketing; Sales; Digital Platforms; Growth and Development Strategy

August 2018 (Revised September 2019)
Case

Magnus Resch: Transforming the Art Market Through Transparency

By: Henry McGee and Sarah Mehta

Economist and entrepreneur Magnus Resch was on a mission to make the art market more transparent. To that end, in 2014, he began building the Magnus app, which catalogued the price and transaction history of millions of works of art. Users could download the app, take... View Details

Keywords: Art Market; Transparency; Art Pricing; Business Startups; Decision Making; Innovation Strategy; Culture; Business Strategy; Mobile Technology; Fine Arts Industry; Information Technology Industry

August 2018
Teaching Note

Magpie: Developing and Using Buyer Personas

By: Frank V. Cespedes

Teaching Note for HBS No. 818-013. Magpie is a startup with a platform that allows publishers to natively tag the products discussed in their content and thus allows consumers to purchase those products without needing to leave that publisher’s web page. A key aspect... View Details

Keywords: Buying Process; Marketing; Sales; Distribution Channels; Segmentation; Entrepreneurship; Social Media; Consumer Products Industry; Fashion Industry; United States

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