Preference Measurement - Publications - Faculty & Research - Harvard Business School

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August 2014
Technical Note

Conjoint Analysis: A Do it Yourself Guide

By: Elie Ofek and Olivier Toubia

Conjoint Analysis has become one of the most commonly used quantitative market research methods. It has been successfully employed across a wide variety of industries to quantify consumer preferences for products and services. This technical note is intended to provide... View Details

Keywords: Market Research; Conjoint Analysis; Consumer Preferences; Segmentation; Product Development; Demand Measurement; Demand and Consumers; Analysis; Markets

2021
Working Paper

Most Individuals Prefer to Compromise among Competing Normative Principles of Taxation

By: Itai Sher and Matthew C. Weinzierl

We use a novel survey to gather direct and indirect evidence on how individuals reconcile their simultaneous support for opposing normative principles when forming their policy preferences. Our evidence suggests that, when choosing policy, a minority (approximately... View Details

Keywords: Normative Principles; Taxation; Policy; Attitudes; Measurement and Metrics

Forthcoming
Article

The Rise of Remote Work: Evidence on Productivity and Preferences from Firm and Worker Surveys

By: Alexander Bartik, Zoë Cullen, Edward L. Glaeser, Michael Luca and Christopher Stanton

Drawing on surveys of small business owners and employees, we present three main findings about the evolution of remote work after the onset of COVID-19. First, uptake of remote work was abrupt and widespread in jobs suitable for telework according to the task-based... View Details

Keywords: COVID-19; Remote Work; Health Pandemics; Jobs and Positions; Demographics; Surveys

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29 Aug 2022
Op-Ed

Income Inequality Is Rising. Are We Even Measuring It Correctly?

these two additional measurements, they may end up with trousers that fit them better. For retailers, the goal is to devise measures that capture the variability in people’s preferences well enough, while... View Details

Keywords: by Jon M. Jachimowicz, Kristin Blesch, and Oliver P. Hauser

2020
Working Paper

Social Interactions in Pandemics: Fear, Altruism, and Reciprocity

By: Laura Alfaro, Ester Faia, Nora Lamersdorf and Farzad Saidi

In SIR models, homogeneous or with a network structure, infection rates are assumed to be exogenous. However, individuals adjust their behavior. Using daily data for 89 cities worldwide, we document that mobility falls in response to fear, as approximated by Google... View Details

Keywords: Social Interactions; Pandemics; Mobility; Cities; SIR Networks; Social Preferences; Social Planner; Targeted Policies; Health Pandemics; Interpersonal Communication; Behavior; Policy

2022
Working Paper

Heterogeneity of Gain-Loss Attitudes and Expectations-Based Reference Points

By: Pol Campos-Mercade, Lorenz Goette, Thomas Graeber, Alex Kellogg and Charles Sprenger

Existing tests of reference-dependent preferences assume universal loss aversion. This paper examines heterogeneity in gain-loss attitudes, and explores its implications for identifying models of the reference point. In two experimental settings we measure gain-loss... View Details

Keywords: Reference-dependent Preferences; Rational Expectations; Personal Equilibrium; Endowment Effect; Expectations-based Reference Points

Article

Search-Based Peer Firms: Aggregating Investor Perceptions Through Internet Co-Searches

By: Charles M.C. Lee, Paul Ma and Charles C.Y. Wang

Applying a "co-search" algorithm to Internet traffic at the SEC's EDGAR website, we develop a novel method for identifying economically-related peer firms and for measuring their relative importance. Our results show that firms appearing in chronologically adjacent... View Details

Keywords: Peer Firm; EDGAR Search Traffic; Revealed Preference; Co-search; Industry Classification; Perception; Internet and the Web; Investment

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2014
Working Paper

Search-Based Peer Firms: Aggregating Investor Perceptions Through Internet Co-Searches

By: Charles M.C. Lee, Paul Ma and Charles C.Y. Wang

Applying a "co-search" algorithm to Internet traffic at the SEC's EDGAR web-site, we develop a novel method for identifying economically-related peer firms and for measuring their relative importance. Our results show that firms appearing in chronologically adjacent... View Details

Keywords: Peer Firm; EDGAR Search Traffic; Revealed Preference; Co-search; Industry Classification; Analytics and Data Science; Internet and the Web; Mathematical Methods; Corporate Finance

September 2021 (Revised December 2021)
Case

STARZPLAY: Shooting for the Stars

By: Elie Ofek, Marco Bertini and Alpana Thapar

In mid-2021, Maaz Sheikh, cofounder and CEO of STARZPLAY, a Dubai-based subscription video on demand (SVOD) provider that catered to the Middle East and North Africa region, was wrestling with how to find the right balance between continued subscriber growth and... View Details

February 1995 (Revised June 1999)
Case

Chemical Bank: Implementing the Balanced Scorecard

By: Robert S. Kaplan and Norman Klein

The retail bank division of Chemical Bank faces declining margins and increased competition in its credit and deposit gathering and processing business. It wishes to implement a new strategy to become a preferred financial service provider to target customer groups.... View Details

Keywords: Balanced Scorecard; Adoption; Growth and Development Strategy; Communication Strategy; Customer Relationship Management; Management Systems; Performance Evaluation; Banks and Banking; Measurement and Metrics; Banking Industry

March 1990 (Revised June 1993)
Case

Analog Devices, Inc.: The Half-Life System

By: Robert S. Kaplan

The company has committed to major improvements in quality, cost, and on-time delivery performance. Despite strong senior management support, however, the actual rate of improvement was disappointing until a new measurement philosophy was introduced. The new approach... View Details

Keywords: Quality; Performance Improvement; Earnings Management; Financial Reporting; Organizational Change and Adaptation; Performance Productivity; Business or Company Management; Cost Management; Measurement and Metrics; Management Teams; Semiconductor Industry

2011
Article

Strike Three: Discrimination, Incentives, and Evaluation

By: Christopher Parsons, J. Sulaeman, M. Yates and D. Hamermesh

Major League Baseball umpires express their racial/ethnic preferences when they evaluate pitchers. Strikes are called less often if the umpire and pitcher do not match race/ethnicity, but mainly where there is little scrutiny of umpires. Pitchers understand the... View Details

Keywords: Wages; Motivation and Incentives; Prejudice and Bias; Ethnicity; Race; Performance Productivity; Sports; Sports Industry

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The Dynamic Advertising Effect of Collegiate Athletics

I measure the spillover effect of intercollegiate athletics on the quantity and quality of applicants to institutions of higher education in the United States, popularly known as the "Flutie Effect." I treat athletic success as a stock of goodwill that decays over... View Details

2023
Working Paper

'De Gustibus' and Disputes about Reference Dependence

By: Thomas Graeber, Pol Campos-Mercade, Lorenz Goette, Alexandre Kellogg and Charles Sprenger

Existing tests of reference-dependent preferences assume universal loss aversion. This paper examines the implications of heterogeneity in gain-loss attitudes for such tests. In experiments on labor supply and exchange behavior we measure gain-loss attitudes and then... View Details

Keywords: Behavioral Economics; Decision Choices and Conditions; Forecasting and Prediction

June 2004
Article

A Catering Theory of Dividends

By: Malcolm Baker and Jeffrey Wurgler

We propose that the decision to pay dividends is driven by prevailing investor demand for dividend payers. Managers cater to investors by paying dividends when investors put a stock price premium on payers, and by not paying when investors prefer nonpayers. To test... View Details

Keywords: Dividends; Catering; Financial Instruments; Investment Return; Business and Shareholder Relations

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March 2024 (Revised July 2024)
Case

AMC: The Zero Revenue Case

By: C. Fritz Foley and Donal O'Cofaigh

The onset of the Covid-19 pandemic put theatre company AMC’s already perilous financial situation under even further strain. The company’s high levels of debt resulted in a monthly cash-burn which left it facing an imminent Chapter-11 filing in the absence of... View Details

Keywords: Ethics; Insolvency and Bankruptcy; Public Equity; Stock Shares; Health Pandemics; Entertainment and Recreation Industry

2025
Working Paper

Threat and Assimilation: Evidence from Refugees in Germany

By: Philipp Jaschke, Sulin Sardoschau and Marco Tabellini

This paper studies the effects of local threat on the cultural assimilation and economic integration of refugees, exploiting plausibly exogenous variation in their allocation across German regions between 2013 and 2016. We use representative survey data and... View Details

Keywords: Assimilation; Threat Hypothesis; Migration; Cultural Change; Refugees; Culture; Identity; Germany

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28 Jul 2008
Research & Ideas

Making the Decision to Franchise (or not)

challenge of serving customers with different preferences and behaviors when that model is stretched across multiple markets." As a starting point in their research, the authors focused on the organizational decision to franchise or not... View Details

Keywords: by Julia Hanna; Retail

2008
Working Paper

CPC/CPA Hybrid Bidding in a Second Price Auction

By: Benjamin Edelman and Hoan Lee

We develop a model of online advertising in which each advertiser chooses from multiple advertising measurement metrics—paying either for each click on its ads (CPC), or for each purchase that follows an ad-click (CPA). Our analysis extends classic auction results by... View Details

Keywords: Online Advertising; Auctions; Bids and Bidding; Measurement and Metrics; Quality; Mathematical Methods; Web Sites

Zero-Sum Frames: The Paradox of Worker Satisfaction and Financial Firm Performance

Despite extensive research on how worker satisfaction positively affects the financial performance of firms, we know little about how firms’ measurement and reporting of financial performance affects the satisfaction of workers. Through multiple field experiments,... View Details

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