Publications

December 2017
Supplement

Data-Driven Manufacturing: The Kutesmart System

By: Willy C. Shih

This supplementary video shows the Kutesmart System at Redcollar Group. It is an example of a mass customization system that is data-driven, but is predominantly based on manual operations. It is offered as a contrast to highly automated data-driven manufacturing. View Details

Keywords: Data-driven Manufacturing; Clothing; Bespoke Manufacturing; Production; Manufacturing Industry; Apparel and Accessories Industry; China

June 2023 (Revised September 2023)
Simulation

Managing the Customer Journey Marketing Simulation: Adobe's Data-Driven Operating Model (DDOM)

By: Sunil Gupta, Rajiv Lal and Celine Chammas

Adobe started monitoring Annual Recurring Revenue (ARR), one of its primary metrics, when it shifted from selling its software in a box to selling the software as a subscription-based cloud service. They wanted to know when, where, and how much to invest in marketing.... View Details

Keywords: Customer Acquisition; Customer Journey; Marketing Strategy; Marketing; Customer Focus and Relationships; Budgets and Budgeting

01 Sep 2015
News

Data-Driven Diligence

Illustration by QuickHoney On the surface, there is seemingly nothing sexy about a startup that sells foam mattresses online. But in January 2014, David Coats (MBA 1992) and Trevor Kienzle (MBA 1991) made a significant seed-round investment anyway after just 12 days.... View Details

Keywords: Francis Storrs

Article

Online Experimentation: Benefits, Operational and Methodological Challenges, and Scaling Guide

By: Iavor Bojinov and Somit Gupta

In the past decade, online controlled experimentation, or A/B testing, at scale has proved to be a significant driver of business innovation. The practice was first pioneered by the technology sector and, more recently, has been adopted by traditional companies... View Details

Keywords: A/B Testing; Experimentation; Data-driven Culture; Product Development; Innovation and Invention; Digital Transformation

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24 Jul 2019
Blog Post

Data-Driven and in Demand

job, she realized that there was something missing—she knew that she needed more to give her career an edge. “I could sense an increasing appetite for data and data-driven managerial decision-making,” says Ho. “I felt that this was a... View Details

23 May 2016
News

The Biggest Challenges of Data-Driven Manufacturing

April 2023
Case

Fizzy Fusion: When Data-Driven Decision Making Failed

By: Michael Parzen, Eddie Lin, Douglas Ng and Jessie Li

This is a case about a fictional New York beverage company called Fizzy Fusion. The business is facing supply chain and inventory management challenges with its new product, SparklingSip. Despite seeking help from a data science consulting firm, the machine learning... View Details

Keywords: Supply Chain Management; Production; Risk and Uncertainty; Analytics and Data Science; Food and Beverage Industry

2019
Book

Operations in an Omnichannel World

By: Santiago Gallino and Antonio Moreno

The world of retailing has changed dramatically in the past decade. Sales originating at online channels have been steadily increasing, and even for sales transacted at brick-and-mortar channels, a much larger fraction of sales is affected by online channels in... View Details

Keywords: Omnichannel; Omnichannel Retail; Retail; Operations; Management; Supply Chain Management; Business Model; Organizational Change and Adaptation

Find at Harvard

24 Feb 2022
News

Why Becoming a Data-Driven Organization Is So Hard

24 Jun 2019
Blog Post

Chloe Ho, MBA 2019: Data-Driven and In Demand

job, she realized that there was something missing—she knew that she needed more to give her career an edge. “I could sense an increasing appetite for data and data-driven managerial decision-making,” says Ho. “I felt that this was a... View Details

Keywords: Technology

14 May 2021
News

A Data-Driven Approach to Identifying — and Retaining — Top Employees

2018
Working Paper

Forecasting Airport Transfer Passenger Flow Using Real-Time Data and Machine Learning

By: Xiaojia Guo, Yael Grushka-Cockayne and Bert De Reyck

Problem definition: In collaboration with Heathrow Airport, we develop a predictive system that generates quantile forecasts of transfer passengers’ connection times. Sampling from the distribution of individual passengers’ connection times, the system also produces... View Details

Keywords: Quantile Forecasts; Regression Tree; Copula; Passenger Flow Management; Data-driven Operations; Forecasting and Prediction; Data and Data Sets

SSRN

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January 2012 (Revised March 2013)
Case

Ctrip: Scientifically Managing Travel Services

By: David A. Garvin and Nancy Hua Dai

Ctrip is a $437 million Chinese on-line travel services company with a scientific, data driven approach to management. The case explores Ctrip's founding and early growth, its expansion into multiple market segments including hotel reservations, air ticketing, leisure... View Details

Keywords: Scientific Management; Data-driven Management; Management; Expansion; Business Growth and Maturation; Market Entry and Exit; Mathematical Methods; Business Processes; Information Management; Travel Industry; China

03 Mar 2020
News

From Disruption to Collision: The New Competitive Dynamics

14 May 2018
Research & Ideas

Amazon vs. Whole Foods: When Cultures Collide

critics referred to the store as “Whole Paycheck.” The acquisition was initially met positively by Wall Street, amid hopes that Amazon’s data-driven mindset might be just the thing to enable Whole Foods to scale up and add more stores... View Details

Keywords: by Michael Blanding; Food & Beverage

Teaching Interest

Overview

Paul is primarily interested in teaching data science to management students through the case method. This includes technical topics (programming and statistics) as well as higher-level management issues (digital transformation, data governance, etc.) As a research... View Details

Keywords: A/B Testing; AI; AI Algorithms; AI Creativity; Algorithm; Algorithm Bias; Algorithmic Bias; Algorithmic Fairness; Algorithms; Analytics; Application Program Interface; Artificial Intelligence; Causality; Causal Inference; Computing; Computers; Data Analysis; Data Analytics; Data Architecture; Data As A Service; Data Centers; Data Governance; Data Labeling; Data Management; Data Manipulation; Data Mining; Data Ownership; Data Privacy; Data Protection; Data Science; Data Science And Analytics Management; Data Scientists; Data Security; Data Sharing; Data Strategy; Data Visualization; Database; Data-driven Decision-making; Data-driven Management; Data-driven Operations; Datathon; Economics Of AI; Economics Of Innovation; Economics Of Information System; Economics Of Science; Forecast; Forecast Accuracy; Forecasting; Forecasting And Prediction; Information Technology; Machine Learning; Machine Learning Models; Prediction; Prediction Error; Predictive Analytics; Predictive Models; Analysis; AI and Machine Learning; Analytics and Data Science; Applications and Software; Digital Transformation; Information Management; Digital Strategy; Technology Adoption

February 2022
Case

Cleveland Clinic Abu Dhabi: Leading Through the Fog of the COVID-19 Pandemic

By: Linda A. Hill and Emily Tedards

As COVID-19 began to take lives, destroy healthcare systems, and shut down economies across the globe, Dr. Rakesh Suri, Chief Executive Officer of Cleveland Clinic Abu Dhabi, and his executive team adapted their leadership to instill the new levels of agility and... View Details

August 2018 (Revised February 2023)
Case

Hubble Contact Lenses: Data Driven Direct-to-Consumer Marketing

By: Jill Avery and Ayelet Israeli

As its Series A extension round approaches, the founders of Hubble, a subscription-based, social-media fueled, direct-to-consumer (DTC) brand of contact lenses, are reflecting on the marketing strategies that have taken them to a valuation of $200 million and debating... View Details