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    • Events  (7)
  • Faculty Publications  (72)
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  • August 2004
  • Background Note

Interpretation of Elasticity Calculations

Explains when to apply the conventional and midpoint elasticity theorems and how to interpret the results. View Details
Keywords: Markets; Economics
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Yin, Pai-Ling. "Interpretation of Elasticity Calculations." Harvard Business School Background Note 705-412, August 2004.
  • October 2020
  • Article

The Elasticity of Science

By: Kyle Myers
This paper identifies the degree to which scientists are willing to change the direction of their work in exchange for resources. Data from the National Institutes of Health are used to estimate how scientists respond to targeted funding opportunities. Inducing a... View Details
Keywords: Scientists; Funding; Research; Change
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Myers, Kyle. "The Elasticity of Science." American Economic Journal: Applied Economics 12, no. 4 (October 2020): 103–134.
  • January 2019
  • Article

Wage Elasticities in Working and Volunteering: The Role of Reference Points in a Laboratory Study

By: Christine L. Exley and Stephen J. Terry
We experimentally test how effort responds to wages—randomly assigned to accrue to individuals or to a charity—in the presence of expectations-based reference points or targets. When individuals earn money for themselves, higher wages lead to higher effort with... View Details
Keywords: Reference Points; Wage Elasticities; Labor Supply; Effor; Volunteering; Prosocial Behavior; Wages; Motivation and Incentives; Nonprofit Organizations; Behavior
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Exley, Christine L., and Stephen J. Terry. "Wage Elasticities in Working and Volunteering: The Role of Reference Points in a Laboratory Study." Management Science 65, no. 1 (January 2019): 413–425.
  • November 2007
  • Article

Measuring Consumer and Competitive Impact with Elasticity Decompositions

Marketing investments are designed to change consumer behavior in ways that help goods compete in the marketplace. Previous research has focused on using elasticity decompositions to measure how these investments affect either consumer decision making or competing... View Details
Keywords: Decision Choices and Conditions; Investment Return; Marketing Strategy; Consumer Behavior; Measurement and Metrics; Mathematical Methods; Competitive Advantage
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Steenburgh, Thomas J. "Measuring Consumer and Competitive Impact with Elasticity Decompositions." Journal of Marketing Research (JMR) 44, no. 4 (November 2007): 636–646.
  • 2025
  • Working Paper

Tax Elasticities of Top Donors: Evidence from Family Foundations

By: Simon Essig Aberg
High net-worth donors who give through a family foundation or donor-advised fund constitute the fastest growing segment of charitable giving in the United States. Using a novel database of foundation tax filings, I document facts about top donors, estimate how they... View Details
Keywords: Philanthropy and Charitable Giving; Taxation; Motivation and Incentives
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Essig Aberg, Simon. "Tax Elasticities of Top Donors: Evidence from Family Foundations." Working Paper, June 2025.
  • 05 Jul 2006
  • Working Paper Summaries

Measuring Consumer and Competitive Impact with Elasticity Decompositions

Keywords: by Thomas J. Steenburgh; Advertising
  • 2005
  • Working Paper

Measuring Consumer and Competitive Impact with Elasticity Decompositions

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Steenburgh, Thomas J. "Measuring Consumer and Competitive Impact with Elasticity Decompositions." Harvard Business School Working Paper, No. 05-074, May 2005. (Revised February 2006.)
  • 26 Mar 2013
  • Working Paper Summaries

How Elastic Are Preferences for Redistribution? Evidence from Randomized Survey Experiments

Keywords: by Ilyana Kuziemko, Michael I. Norton, Emmanuel Saez & Stefanie Stantchev
  • Article

How Elastic Are Preferences for Redistribution? Evidence from Randomized Survey Experiments

By: Ilyana Kuziemko, Michael I. Norton, Emmanuel Saez and Stefanie Stantcheva
We analyze randomized online survey experiments providing interactive, customized information on U.S. income inequality, the link between top income tax rates and economic growth, and the estate tax. The treatment has large effects on views about inequality but only... View Details
Keywords: Income; Taxation; Economic Growth; United States
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Kuziemko, Ilyana, Michael I. Norton, Emmanuel Saez, and Stefanie Stantcheva. "How Elastic Are Preferences for Redistribution? Evidence from Randomized Survey Experiments." American Economic Review 105, no. 4 (April 2015): 1478–1508.
  • May 2012
  • Article

Adding Bricks to Clicks: Predicting the Patterns of Cross-Channel Elasticities over Time

By: Jill Avery, Thomas J. Steenburgh, John Deighton and Mary Caravella
The authors propose a conceptual framework to explain whether and when the introduction of a new retail store channel helps or hurts sales in existing direct channels. A conceptual framework separates short- and long-term effects by analyzing the capabilities of a... View Details
Keywords: Marketing; Channels; Channels Of Distribution; Distribution; Retailing; Channel Management; Channel Migration; Multichannel Retailing; Framework; Customers; Marketing Channels; Sales; Internet and the Web; Demand and Consumers; Competency and Skills; Distribution Channels; E-commerce; Retail Industry; United States
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Avery, Jill, Thomas J. Steenburgh, John Deighton, and Mary Caravella. "Adding Bricks to Clicks: Predicting the Patterns of Cross-Channel Elasticities over Time." Journal of Marketing 76, no. 3 (May 2012): 96–111.
  • 2010
  • Working Paper

Cheaper by the Dozen: Using Sibling Discounts at Catholic Schools to Estimate the Price Elasticity of Private School Attendance

By: Susan Dynarski, Jonathan Gruber and Danielle Li
The effect of vouchers on sorting between private and public schools depends upon the price elasticity of demand for private schooling. Estimating this elasticity is empirically challenging because prices and quantities are jointly determined in the market for private... View Details
Keywords: Price; Religion; Entrepreneurship; Education
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Dynarski, Susan, Jonathan Gruber, and Danielle Li. "Cheaper by the Dozen: Using Sibling Discounts at Catholic Schools to Estimate the Price Elasticity of Private School Attendance." Harvard Business School Working Paper, No. 16-054, October 2015.
  • 21 Dec 2015
  • Working Paper Summaries

Wage Elasticities in Working and Volunteering: The Role of Reference Points in a Laboratory Study

Keywords: by Christine Exley & Stephen Terry
  • November 1983
  • Article

On the Problems of Applying Ramsey Pricing to the Railroad Industry with Uncertain Demand Elasticities

By: William B. Tye and Dutch Leonard
Keywords: Problems and Challenges; Price; Risk and Uncertainty; Rail Industry
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Tye, William B., and Dutch Leonard. "On the Problems of Applying Ramsey Pricing to the Railroad Industry with Uncertain Demand Elasticities." Transportation Research Part A: General 17, no. 6 (November 1983).
  • 2021
  • Article

Designing, Not Checking, for Policy Robustness: An Example with Optimal Taxation

By: Benjamin B. Lockwood, Afras Sial and Matthew C. Weinzierl
Economists typically check the robustness of their results by comparing them across plausible ranges of parameter values and model structures. A preferable approach to robustness—for the purposes of policymaking and evaluation—is to design policy that takes these... View Details
Keywords: Optimal Taxation; Income Tax; Social Welfare; Elasticity; Income; Taxation; Policy
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Lockwood, Benjamin B., Afras Sial, and Matthew C. Weinzierl. "Designing, Not Checking, for Policy Robustness: An Example with Optimal Taxation." Tax Policy and the Economy 35 (2021).
  • 2020
  • Working Paper

Is Accounting Useful for Forecasting GDP Growth? A Machine Learning Perspective

By: Srikant Datar, Apurv Jain, Charles C.Y. Wang and Siyu Zhang
We provide a comprehensive examination of whether, to what extent, and which accounting variables are useful for improving the predictive accuracy of GDP growth forecasts. We leverage statistical models that accommodate a broad set of (341) variables—outnumbering the... View Details
Keywords: Big Data; Elastic Net; GDP Growth; Machine Learning; Macro Forecasting; Short Fat Data; Accounting; Economic Growth; Forecasting and Prediction; Analytics and Data Science
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Datar, Srikant, Apurv Jain, Charles C.Y. Wang, and Siyu Zhang. "Is Accounting Useful for Forecasting GDP Growth? A Machine Learning Perspective." Harvard Business School Working Paper, No. 21-113, December 2020.
  • Working Paper

The Long-Run Dynamics of Electricity Demand: Evidence from Municipal Aggregation

By: Tatyana Deryugina, Alexander MacKay and Julian Reif
Economic theory suggests that demand is more elastic in the long run relative to the short run, but evidence on the empirical relevance of this phenomenon is scarce. We study the dynamics of residential electricity demand by exploiting price variation arising from a... View Details
Keywords: Energy; Demand and Consumers; Price; Policy; Mathematical Methods
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Deryugina, Tatyana, Alexander MacKay, and Julian Reif. "The Long-Run Dynamics of Electricity Demand: Evidence from Municipal Aggregation." NBER Working Paper Series, No. 23483, October 2017.
  • 2022
  • Working Paper

On the Estimation of Demand-Based Asset Pricing Models

By: Philippe van der Beck
A growing literature uses portfolio holdings data to quantify the impact of investor demand on equilibrium prices via counterfactual experiments. The key parameter in relating demand and equilibrium prices is investors’ elasticity of demand with respect to the price.... View Details
Keywords: Price; Investment Portfolio; Institutional Investing; Financial Instruments
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van der Beck, Philippe. "On the Estimation of Demand-Based Asset Pricing Models." Swiss Finance Institute Research Paper Series, No. 22-67, May 2022.
  • 2009
  • Other Unpublished Work

Heterogeneous Technology Diffusion and Ricardian Trade Patterns

By: William R. Kerr
This study tests the importance of Ricardian technology differences for international trade. The developed panel includes both emerging and advanced economies, and particular attention is devoted to the variation exploited in empirical tests. The elasticity of export... View Details
Keywords: Trade; Immigration; Competitive Advantage; Integration; Technology; United States
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Kerr, William R. "Heterogeneous Technology Diffusion and Ricardian Trade Patterns". 2009.
  • November 2019
  • Case

Gillette: Cutting Prices to Regain Share

By: Benjamin C. Esty and Daniel Fisher
After losing market share to low-priced competitors such as Harry’s and Dollar Shave Club for several years, Gillette decided to fight back by launching new products and increasing advertising. When these efforts failed to stem the losses, Gillette decided to cut the... View Details
Keywords: Marketing Strategy; Product Positioning; Business Strategy; Competition; Price; Public Equity; Retail Industry; Consumer Products Industry; United States
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Esty, Benjamin C., and Daniel Fisher. "Gillette: Cutting Prices to Regain Share." Harvard Business School Case 720-378, November 2019.
  • 2019
  • Working Paper

Large-Scale Demand Estimation with Search Data

By: Tomomichi Amano, Andrew Rhodes and Stephan Seiler
In many online markets, traditional methods of demand estimation are difficult to implement because assortments are very large and individual products are sold infrequently. At the same time, data on consumer search (i.e., browsing) behavior are often available and are... View Details
Keywords: High-dimensional Data; Demand Estimation; Consideration Sets; Consumer Search
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Amano, Tomomichi, Andrew Rhodes, and Stephan Seiler. "Large-Scale Demand Estimation with Search Data." Harvard Business School Working Paper, No. 19-022, September 2018. (Revised June 2019. Stanford University Research Paper, No. 18-36, 8-20 2018.)
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