Forecasting Demand - Publications - Faculty & Research - Harvard Business School

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2011
Working Paper

The Flexible Substitution Logit: Uncovering Category Expansion and Share Impacts of Marketing Instruments

By: Qiang Liu, Thomas J. Steenburgh and Sachin Gupta

Different instruments are relevant for different marketing objectives (category demand expansion or market share stealing). To help brand managers make informed marketing mix decisions, it is essential that marketing mix models appropriately measure the different... View Details

Keywords: Decision Choices and Conditions; Forecasting and Prediction; Investment; Brands and Branding; Marketing Strategy; Demand and Consumers; Mathematical Methods

March 1996
Case

African Communications Group

Describes the opportunities that confront the African Communications Group, an entrepreneurial organization that plans to introduce a wireless pay-phone system in Tanzania. Provides a foundation for the analysis of value creation and of value capture. The possibility... View Details

Keywords: Value Creation; Competition; Entrepreneurship; Forecasting and Prediction; Wireless Technology; Telecommunications Industry; Tanzania

May 2017
Case

Four Products: Predicting Diffusion (2017)

By: John Gourville

One job of product managers, marketers, strategic planners, and other corporate executives is to predict what the demand will be for a new product. This task is easier for certain classes of new products than for others. For new consumer package goods, for instance,... View Details

Keywords: Diffusion Processes; Product Adoption; Forecasting and Prediction; Product; Product Launch; Marketing

October 2023 (Revised January 2024)
Case

Ball: EVA Driving the World's Leading Can Manufacturer (A)

By: Jonas Heese and Susan Pinckney

The case describes Ball’s multi decade history of using Economic Value Added to drive decision making and workforce compensation. In 2016, the company acquired Rexam PLC and became the world’s leading metal beverage container company. Consumer demand for varied... View Details

January 2006 (Revised August 2006)
Case

Four Products: Predicting Diffusion (2006)

By: John T. Gourville

One of the critical tasks in the marketing of new innovations is predicting demand and rates of diffusion for those products. Focuses on four innovative products from different domains. Although one can speculate on the scope and rate of diffusion for each of these... View Details

Keywords: Forecasting and Prediction; Innovation and Invention; Product Launch; Demand and Consumers; Technology Adoption

20 Feb 2007
First Look

First Look: February 20, 2007

(forthcoming) Abstract Abarbanell and Lehavy (2006) examine the effect of distributional properties of earnings and forecast data used by researchers who investigate 'Street' earnings. They perform a large number of analyses, and... View Details

Keywords: Martha Lagace

Article

Competition for Scarce Resources

By: Peter Eso, Volker Nocke and Lucy White

We model a downstream industry where firms compete to buy capacity in an upstream market that allocates capacity efficiently. Although downstream firms have symmetric production technologies, we show that industry structure is symmetric only if capacity is sufficiently... View Details

Keywords: Competitive Strategy; Natural Environment; Technology; Production; Business Cycles; Forecasting and Prediction; Cost; Demand and Consumers; Industry Structures; Performance Capacity

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July 2019 (Revised May 2021)
Case

Acelerex

By: John R. Wells and Benjamin Weinstock

In early 2019, Randell Johnson, Founder and Chief Executive of Acelerex, was reflecting on the company’s first year of rapid growth and the challenges of scaling the business that lay ahead. Acelerex was riding the waves of change taking place in electrical power grids... View Details

Keywords: Energy; Energy Sources; Growth Management; Expansion; Global Strategy; Cash Flow; Energy Industry; Web Services Industry; Consulting Industry

Teaching Interest

Decision Making Under Uncertainty

By: David E. Bell

Many of the decisions we face are made complicated by having uncertain consequences: how should I set my inventory when I don’t know what demand will be, should I refinance my mortgage when rates might go lower, how big a bet shall I make in a new business, and so... View Details

April 2008
Case

Four Products: Predicting Diffusion (2008)

By: John T. Gourville

An updated "Four Products" case. This 2008 version includes: sliced peanut butter, foldable bicycle tires, high-end wooden puzzles, and artificial dirt for thoroughbred race tracks. These four products form the basis to assess the drivers of new product adoption. In... View Details

Keywords: Forecasting and Prediction; Innovation and Invention; Product Marketing; Demand and Consumers; Adoption

March–April 2023
Article

Market Segmentation Trees

By: Ali Aouad, Adam Elmachtoub, Kris J. Ferreira and Ryan McNellis

Problem definition: We seek to provide an interpretable framework for segmenting users in a population for personalized decision making. Methodology/results: We propose a general methodology, market segmentation trees (MSTs), for learning market... View Details

Keywords: Decision Trees; Computational Advertising; Market Segmentation; Analytics and Data Science; E-commerce; Consumer Behavior; Marketplace Matching; Marketing Channels; Digital Marketing

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July 2024
Case

Jacqueline Cook at Vendasta: Debating an IPO

By: Reza Satchu, Tom Quinn and Andrew Kosc

In May 2021, after a surge in demand for digital services that prompted high valuations for startups across the Canadian tech sector, Saskatchewan-based Vendasta entered the final stages of the initial public offering (IPO) process. COO Jacqueline Cook had invested her... View Details

Forthcoming
Article

Human-Algorithm Collaboration with Private Information: Naïve Advice Weighting Behavior and Mitigation

By: Maya Balakrishnan, Kris Ferreira and Jordan Tong

Even if algorithms make better predictions than humans on average, humans may sometimes have private information which an algorithm does not have access to that can improve performance. How can we help humans effectively use and adjust recommendations made by... View Details

Keywords: AI and Machine Learning; Analytics and Data Science; Forecasting and Prediction; Digital Marketing

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2019
Book

The Age of Surveillance Capitalism: The Fight for a Human Future at the New Frontier of Power

By: Shoshana Zuboff

In this masterwork of original thinking and research, Shoshana Zuboff provides startling insights into the phenomenon that she has named surveillance capitalism. The stakes could not be higher: a global architecture of behavior modification threatens human nature in... View Details

Keywords: Consumer Profiling; Consumer Behavior; Forecasting and Prediction; Information Technology; Power and Influence; Ethics; Society; Transformation

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26 Apr 2016
First Look

April 26

https://www.hbs.edu/faculty/Pages/item.aspx?num=49804 Economic Transition and Private-Sector Labor Demand: Evidence from Urban China By: Iyer, Lakshmi, Xin Meng, Nancy Qian, and Xiaoxue Zhao Abstract—This paper studies the policy determinants of economic transition and... View Details

Keywords: Sean Silverthorne

12 Jul 2011
First Look

First Look: July 12

debt issuers deteriorates during credit booms, and that this deterioration forecasts low excess returns to corporate bondholders. The key insight is that changes in the pricing of credit risk disproportionately affect the financing costs... View Details

Keywords: Carmen Nobel

July–August 2013
Article

A Joint Model of Usage and Churn in Contractual Settings

By: Eva Ascarza and Bruce G.S. Hardie

As firms become more customer-centric, concepts such as customer equity come to the fore. Any serious attempt to quantify customer equity requires modeling techniques that can provide accurate multiperiod forecasts of customer behavior. Although a number of researchers... View Details

Keywords: Churn; Retention; Contractual Settings; Access Services; Hidden Markov Models; RFM; Latent Variable Models; Customer Value and Value Chain; Consumer Behavior

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13 Apr 2010
First Look

First Look: April 13

demanding that middle- and lower-level managers redo their forecasts, plans, and budgets. In some cases, top executives simply acquiesce to increasingly unrealistic analyst forecasts and adopt them as the... View Details

Keywords: Martha Lagace

May 2007
Article

Aspects of Endowment: A Query Theory of Value Construction

By: Eric Johnson, Gerald Häubl and Anat Keinan

How do people judge the monetary value of objects? One clue is provided by the typical endowment study (D. Kahneman, J. L. Knetsch, & R. H. Thaler, 1991), in which participants are randomly given either a good, such as a coffee mug, that they may later sell ("sellers")... View Details

Keywords: Profit; Forecasting and Prediction; Theory; Valuation; Loss; Ownership; Decision Choices and Conditions

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January–February 2023
Article

Data-Driven COVID-19 Vaccine Development for Janssen

By: Dimitris Bertsimas, Michael Lingzhi Li, Xinggang Liu, Jennings Xu and Najat Khan

The COVID-19 pandemic has spurred extensive vaccine research worldwide. One crucial part of vaccine development is the phase III clinical trial that assesses the vaccine for safety and efficacy in the prevention of COVID-19. In this work, we enumerate the first... View Details

Keywords: COVID-19; Health Testing and Trials; Forecasting and Prediction; AI and Machine Learning; Research; Pharmaceutical Industry

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