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- February 2021
- Tutorial
Getting Started in R Cloud Studio
By: Chiara Farronato and Caleb Kwon
This video provides an introduction to the free programming language R using an online cloud version of RStudio, which is the most popular editor and interface for writing and executing R code. The video begins by providing a brief background of R and RStudio and...
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- January 2021 (Revised January 2021)
- Case
THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)
By: Jill Avery, Ayelet Israeli and Emma von Maur
THE YES, a multi-brand shopping app launched in May 2020 offered a new type of buying experience for women’s fashion, driven by a sophisticated algorithm that used data science and machine learning to create and deliver a personalized store for every shopper, based on...
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Keywords:
data;
Data Analytics;
Artificial Intelligence;
Ai;
Ai Algorithms;
Ai Creativity;
Fashion;
Retail;
Retail Analytics;
Digital Marketing;
E-commerce;
E-commerce Strategy;
Platform;
Platforms;
Marketing Strategy;
Brands And Branding;
Consumer Behavior;
Big Data;
Preference Elicitation;
Preference Prediction;
Predictive Analytics;
App Development;
Marketing Channels;
"marketing Analytics";
Advertising;
Mobile App;
Mobile Marketing;
Apparel;
Online Advertising;
Referral Rewards;
Referrals;
Female Ceo;
Female Entrepreneur;
Female Protagonist;
data And data Sets;
Analysis;
Creativity;
Marketing Strategy;
Brands And Branding;
Consumer Behavior;
Demand And Consumers;
Forecasting And Prediction;
online Advertising;
online Technology;
Mobile Technology;
Fashion Industry;
Retail Industry;
Apparel And Accessories Industry;
Consumer Products Industry;
United States
- January 2021
- Case
Amazon Shopper Panel: Paying Customers for Their Data
By: Eva Ascarza and Ayelet Israeli
This case introduces a new Amazon program that has consumers upload their receipts from transactions outside of Amazon, in exchange for money. Through the discussion, the case aims to exlpore issues in customers’ privacy in the digital age, the value of customers’ own...
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Keywords:
Data Analytics;
Data Privacy;
Data Management;
"marketing Analytics";
Marketing Communication;
Marketing Research;
Data-driven Management;
E-commerce;
E-commerce Strategy;
Ethical Decision Making;
Crm;
Consumer Protection;
Targeted Advertising;
Targeted Policies;
Data Ownership;
Marketing;
Research;
Marketing Communications;
data And data Sets;
Management;
Customer Relationship Management;
Ethics;
Retail Industry;
Technology Industry;
United States
- January 2021 (Revised January 2021)
- Supplement
E-Commerce Analytics for CPG Firms (A): Estimating Sales
By: Ayelet Israeli and Fedor (Ted) Lisitsyn
The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for...
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- January 2021
- Supplement
E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer
By: Ayelet Israeli and Fedor (Ted) Lisitsyn
The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for...
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Keywords:
Data Analysis;
Data Analytics;
Cpg;
Consumer Packaged Goods (cpg);
Online Channel;
Retail;
Retail Analytics;
Retailing Industry;
data;
Data Sharing;
Ecommerce;
Assortment Optimization;
Assortment Planning;
data And data Sets;
Retention;
Retail Industry;
Consumer Products Industry;
United States
- January 2021 (Revised January 2021)
- Supplement
E-Commerce Analytics for CPG Firms (C): Free Delivery Terms
By: Ayelet Israeli and Fedor (Ted) Lisitsyn
The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for...
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Keywords:
data;
Data Analysis;
Data Analytics;
Data Sharing;
Cpg;
Consumer Packaged Goods (cpg);
Delivery Planning;
Customer Lifetime Value;
Online Channel;
Retail;
Retail Analytics;
Retailing Industry;
Ecommerce;
Grocery;
Grocery Delivery;
Margins;
Retention;
data And data Sets;
Retention;
Retail Industry;
Consumer Products Industry;
United States
- January 2021
- Article
Machine Learning for Pattern Discovery in Management Research
By: Prithwiraj Choudhury, Ryan Allen and Michael G. Endres
Supervised machine learning (ML) methods are a powerful toolkit for discovering robust patterns in quantitative data. The patterns identified by ML could be used for exploratory inductive or abductive research, or for post-hoc analysis of regression results to detect...
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Keywords:
Machine Learning;
Supervised Machine Learning;
Induction;
Abduction;
Exploratory Data Analysis;
Pattern Discovery;
Decision Trees;
Random Forests;
Neural Networks;
Roc Curve;
Confusion Matrix;
Partial Dependence Plots
Choudhury, Prithwiraj, Ryan Allen, and Michael G. Endres. "Machine Learning for Pattern Discovery in Management Research." Strategic Management Journal 42, no. 1 (January 2021): 30–57.
- December 2020
- Case
Komatsu and Smart Construction
By: Rajiv Lal, David J. Collis and Akiko Saito
Komatsu, Japan's leading construction equipment manufacturer, is considering investing in a digital platform "Smart Construction" that will digitise the entire work process on a construction site, allowing for substantial reductions in cost and time while improving...
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- Article
Soul and Machine (Learning)
By: Davide Proserpio, John R. Hauser, Xiao Liu, Tomomichi Amano, Burnap Alex, Tong Guo, Dokyun (DK) Lee, Randall Lewis, Kanishka Misra, Eric Schwarz, Artem Timoshenko, Lilei Xu and Hema Yoganarasimhan
Machine learning is bringing us self-driving cars, medical diagnoses, and language translation, but how can machine learning help marketers improve marketing decisions? Machine learning models predict extremely well, are scalable to “big data,” and are a natural fit to...
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Keywords:
Machine Learning;
Marketing Applications;
Knowledge;
Technological Innovation;
Core Relationships;
Marketing
Proserpio, Davide, John R. Hauser, Xiao Liu, Tomomichi Amano, Burnap Alex, Tong Guo, Dokyun (DK) Lee, Randall Lewis, Kanishka Misra, Eric Schwarz, Artem Timoshenko, Lilei Xu, and Hema Yoganarasimhan. "Soul and Machine (Learning)." Marketing Letters 31, no. 4 (December 2020): 393–404.
- Article
Healthy Buildings in 2070
By: John D. Macomber and Joseph G. Allen
Fifty years seems a very long time in the future for most industries. Not so in buildings and real estate; built structures routinely last decades if not hundreds of years, as long as they are economically competitive. Any discussion of the 50-year future has to...
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Keywords:
Health & Wellness;
Real Estate;
Architectural Innovation;
Public Health;
Health;
Buildings And Facilities;
Well-being
Macomber, John D., and Joseph G. Allen. "Healthy Buildings in 2070." The Bridge 50, no. S (Winter 2020): 11–14. (Special 50th Anniversary Issue edited by Ronald M. Latanision.)
- 2020
- Working Paper
Biased Sampling of Early Users and the Direction of Startup Innovation
By: Ruiqing Cao, Rembrand Koning and Ramana Nanda
Using data from a prominent online platform for launching new digital products, we document that the composition of the platform's ‘beta testers’ on the day a new product is launched has a systematic and persistent impact on the venture's success. Specifically, we use...
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Keywords:
Online Platforms;
User Research;
Market Platforms;
Business Startups;
Product Launch;
Gender
Cao, Ruiqing, Rembrand Koning, and Ramana Nanda. "Biased Sampling of Early Users and the Direction of Startup Innovation." Harvard Business School Working Paper, No. 21-059, November 2020.
- 2020
- Working Paper
Flight to Safety: How Economic Downturns Affect Talent Flows to Startups
By: Shai Benjamin Bernstein, Richard Townsend and Ting Xu
This paper investigates how economic downturns affect the flow of human capital to startups. Using proprietary data from AngelList Talent, we study how individuals’ online job searches and applications changed during the emergence of the COVID-19 crisis. We find that...
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Keywords:
Startup Labor Market;
Flight To Safety;
Covid-19;
Recession;
Business Startups;
Human Capital;
Business Cycles;
Health Pandemics
Bernstein, Shai Benjamin, Richard Townsend, and Ting Xu. "Flight to Safety: How Economic Downturns Affect Talent Flows to Startups." Harvard Business School Working Paper, No. 21-045, September 2020.
- September 2020
- Article
Customer Supercharging in Experience-Centric Channels
By: David R. Bell, Santiago Gallino and Antonio Moreno
We conjecture that for online retailers, experience-centric offline store formats do not simply expand market coverage, but rather, serve to significantly amplify future positive customer behaviors, both online and offline. We term this phenomenon “supercharging” and...
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Keywords:
Retail Operations;
Marketing-operations Interface;
Omnichannel Retailing;
Experience Attributes;
Quasi-experimental Methods;
Operations;
online Technology;
Marketing Channels;
Consumer Behavior;
Retail Industry
Bell, David R., Santiago Gallino, and Antonio Moreno. "Customer Supercharging in Experience-Centric Channels." Management Science 66, no. 9 (September 2020).
- August 2020
- Supplement
Migros Turkey: Scaling Online Operations (B)
By: Antonio Moreno and Gamze Yucaoglu
The case opens in February 2020 as Ozgur Tort and Mustafa Bartin, CEO and chief large-format and online retail officer of Migros Ticaret A.S. (Migros), Turkey’s oldest and one of its largest supermarket chains, are looking over the results of the fulfillment pilot the...
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Keywords:
Grocery;
Business Model;
Strategy;
Technology Platform;
Information Technology;
Technology Adoption;
Value Creation;
Globalization;
Competition;
Expansion;
Logistics;
Profit;
Resource Allocation;
Corporate Strategy;
Retail Industry;
Turkey
Moreno, Antonio, and Gamze Yucaoglu. "Migros Turkey: Scaling Online Operations (B)." Harvard Business School Supplement 621-027, August 2020.
- 2020
- Working Paper
A Little Help from My Friends: How Receiving Assistance Affects Participation in Online Knowledge-Sharing Communities
By: Eunkwang Seo, Frank Nagle and Sonali K. Shah
Online knowledge-sharing communities are important arenas for the development and exchange of knowledge; both firm participation and sponsorship in communities are increasing, as is scholarly interest in understanding how interactions between members shape subsequent...
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Keywords:
Online Communities;
Knowledge Development;
Innovation;
Reciprocity;
Knowledge Sharing;
Networks;
Innovation And Invention;
Interpersonal Communication
Seo, Eunkwang, Frank Nagle, and Sonali K. Shah. "A Little Help from My Friends: How Receiving Assistance Affects Participation in Online Knowledge-Sharing Communities." Harvard Business School Working Paper, No. 21-026, August 2020.
- 2020
- Working Paper
The Impact of Price on Firm Reputation
By: Michael Luca and Oren Reshef
While a business's reputation can impact its pricing, prices can also impact its reputation. To explore the effect of prices on reputation, we investigate daily data on menu prices and online ratings from a large rating and ordering platform. We find that a price...
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Luca, Michael, and Oren Reshef. "The Impact of Price on Firm Reputation." Harvard Business School Working Paper, No. 20-128, June 2020. (Revised December 2020.)
- 2020
- Working Paper
Digitization and the Demand for Physical Works: Evidence from the Google Books Project
By: Abhishek Nagaraj and Imke Reimers
The digital era promised to deliver a centralized repository of all pre-existing knowledge through mass digitization. However, concerns about cannibalizing demand for physical works have led publishers and authors to block the realization of this vision. We investigate...
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Nagaraj, Abhishek, and Imke Reimers. "Digitization and the Demand for Physical Works: Evidence from the Google Books Project." Working Paper, June 2020.
- April 2020 (Revised August 2020)
- Case
CredEx Fintech: Business Model Transformation During the Digital Era
By: Laura Huang, Raphael Amit and Xu Han
Founded in 2010, CredEx has been a fast and constant innovator in the microfinance industry in China. Tang Xia, CEO and co-founder of CredEx, has led the company through a number of profound business model innovations in response to external environment changes, which...
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Keywords:
Digitization;
Fintech;
Business Model;
Innovation And Invention;
Transformation;
Microfinance;
Organizational Change And Adaptation
Huang, Laura, Raphael Amit, and Xu Han. "CredEx Fintech: Business Model Transformation During the Digital Era." Harvard Business School Case 420-080, April 2020. (Revised August 2020.)
- 2020
- Working Paper
Hunting for Talent: Firm-Driven Labor Market Search in America
By: Rembrand Koning, Sharique Hasan and Ines Black
Research suggests that increased digitization of the labor market combined with the changing demand for skill has altered the job-search process. In this article, we argue that these changes have led to increased investments in firm-driven search for talent (or...
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Keywords:
Hiring;
Referrals;
Outbound Recruiting;
Labor Markets;
Selection And Staffing;
Networks;
Recruitment;
Strategy;
United States
Koning, Rembrand, Sharique Hasan, and Ines Black. "Hunting for Talent: Firm-Driven Labor Market Search in America." SSRN Working Paper Series, No. 3576498, April 2020.
- 2020
- Working Paper
Working (From Home) During a Crisis: Online Social Contributions by Workers During the Coronavirus Shock
By: Prithwiraj Choudhury, Wesley W. Koo and Xina Li
Prior research has documented that during mortality-related crises workers face psychic costs and are motivated to make social contributions. In addition, management practices that encourage workers to make social contributions during a crisis create value for firms....
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Keywords:
Crisis;
Social Contributions;
Work From Home (wfh);
Cannot Work From Home (cwfh);
Social Distancing;
Online Communities;
Coronavirus;
Covid-19;
Health Pandemics;
Employees;
Working Conditions;
online Technology;
Crisis Management
Choudhury, Prithwiraj, Wesley W. Koo, and Xina Li. "Working (From Home) During a Crisis: Online Social Contributions by Workers During the Coronavirus Shock." Harvard Business School Working Paper, No. 20-096, March 2020. (Revised April 2020.)
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