Targeted Policies - Publications - Faculty & Research - Harvard Business School

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June 2023
Simulation

Artea Dashboard and Targeting Policy Evaluation

By: Ayelet Israeli and Eva Ascarza

Companies deploy A/B experiments to gain valuable insights about their customers in order to answer strategic business problems. In marketing, A/B tests are often used to evaluate marketing interventions intended to generate incremental outcomes for the firm. The Artea... View Details

2020
Working Paper

Targeting for Long-Term Outcomes

By: Jeremy Yang, Dean Eckles, Paramveer Dhillon and Sinan Aral

Decision makers often want to target interventions so as to maximize an outcome that is observed only in the long term. This typically requires delaying decisions until the outcome is observed or relying on simple short-term proxies for the long-term outcome. Here we... View Details

Keywords: Targeted Marketing; Optimization; Churn Management; Marketing; Customer Relationship Management; Policy; Learning; Outcome or Result

September 2020 (Revised June 2023)
Exercise

Artea: Designing Targeting Strategies

By: Eva Ascarza and Ayelet Israeli

This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and targeting. Parts (B),(C),(D) Introduce algorithmic bias. The... View Details

July–August 2024
Article

Doing More with Less: Overcoming Ineffective Long-Term Targeting Using Short-Term Signals

By: Ta-Wei Huang and Eva Ascarza

Firms are increasingly interested in developing targeted interventions for customers with the best response, which requires identifying differences in customer sensitivity, typically through the conditional average treatment effect (CATE) estimation. In theory, to... View Details

Keywords: Long-run Targeting; Heterogeneous Treatment Effect; Statistical Surrogacy; Customer Churn; Field Experiments; Consumer Behavior; Customer Focus and Relationships; AI and Machine Learning; Marketing Strategy

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May 2013
Supplement

Kinyuseisaku: Monetary Policy in Japan (C)

By: Laura Alfaro and Hilary White

Assuming office in December 2012, Prime Minister Shinzo Abe was determined to revive Japan's stagnating economy through an ambitious plan known as 'Abenomics.' Under the guidance of the newly appointed governor of the central bank, Haruhiko Kuroda, the Bank of Japan... View Details

Keywords: Japan; Inflation Targeting; Inflation; Abenomics; Monetary Policy; Stimulus; Quantitative Easing; Government Bonds; Macroeconomics; Inflation and Deflation; Money; Economic Slowdown and Stagnation; Japan

September 2023
Supplement

Design and Evaluation of Targeted Interventions

By: Eva Ascarza

Targeted interventions serve as a pivotal tool in business strategy, streamlining decisions for enhanced efficiency and effectiveness. This note delves into two central facets of such interventions: first, the design of potent decision guidelines, or targeting... View Details

Keywords: Marketing; Design; Business Strategy; Policy; Retail Industry; Apparel and Accessories Industry; Technology Industry; Financial Services Industry; Telecommunications Industry

15 Mar 2018
Working Paper Summaries

Targeted Price Controls on Supermarket Products

Keywords: by Alberto Cavallo and Diego Aparicio; Food & Beverage

November 1975 (Revised September 1992)
Background Note

Communications Policy

Introductory note on communications policy for use in first year marketing. Focuses on: Target selection; message delineation; communications intensity; alternative communications; means and media; economics of communications decisions; and need for consistency in... View Details

Keywords: Communication Strategy

October 2023 (Revised February 2024)
Technical Note

Design and Evaluation of Targeted Interventions

By: Eva Ascarza and Ta-Wei (David) Huang

Targeted interventions serve as a pivotal tool in business strategy, streamlining decisions for enhanced efficiency and effectiveness. This note delves into two central facets of such interventions: first, the design of potent decision guidelines, or targeting... View Details

Keywords: Marketing; Customer Relationship Management; Analysis; Design; Business Strategy; Retail Industry; Apparel and Accessories Industry; Technology Industry; Financial Services Industry; Telecommunications Industry

November 2023 (Revised February 2025)
Background Note

Corporate Climate Targets

By: Willy C. Shih, Michael W. Toffel and Kelsey Carter

Companies that are addressing climate change by mitigating their greenhouse gas emissions often set reduction targets. This note describes several types of widely used carbon reduction targets, including carbon neutral, science based, net zero, real zero, and carbon... View Details

Keywords: Corporate Sustainability; Environmental Strategy; Climate Risk; Target-setting; Climate Change; Environmental Sustainability; Corporate Accountability; Policy; Measurement and Metrics; Strategic Planning; Social Issues; Corporate Social Responsibility and Impact

May 2024
Article

Housing Policies and Energy Efficiency Spillovers in Low and Moderate Income Communities

By: Omar Isaac Asensio, Olga Churkina, Becky D. Rafter and Kira E O'Hare

Housing policies address the human dimensions of increasing urban density, but their energy and sustainability implications are hard to measure due to challenges with siloed civic data. This is especially critical when evaluating policies targeting low- and... View Details

Keywords: Energy Efficiency; Public Policy; Climate Change; Energy Conservation; Housing; Analytics and Data Science; Policy; Income; Environmental Sustainability; Real Estate Industry; United States

Article

Eliminating Unintended Bias in Personalized Policies Using Bias-Eliminating Adapted Trees (BEAT)

By: Eva Ascarza and Ayelet Israeli

An inherent risk of algorithmic personalization is disproportionate targeting of individuals from certain groups (or demographic characteristics such as gender or race), even when the decision maker does not intend to discriminate based on those “protected”... View Details

Keywords: Algorithm Bias; Personalization; Targeting; Generalized Random Forests (GRF); Discrimination; Customization and Personalization; Decision Making; Fairness; Mathematical Methods

January 2009 (Revised July 2009)
Case

Targanta Therapeutics: Hitting a Moving Target

By: Arthur A. Daemmrich

This case explores regulatory, product testing, and business strategy at Targanta Therapeutics, a biotech company preparing its first new drug application to the FDA. In October 2007, Mark Leuchtenberger, president and CEO of Targanta—which has just held a successful... View Details

Keywords: Decision Choices and Conditions; Entrepreneurship; Governing Rules, Regulations, and Reforms; Health Testing and Trials; Product Development; Business and Government Relations; Business Strategy; Biotechnology Industry; Pharmaceutical Industry

April 2017 (Revised March 2024)
Case

Making Target the Target: Boycotts and Corporate Political Activity

By: Nien-hê Hsieh and Victor Wu

Through the challenges facing Target, the case examines ways in which corporations can become involved in political and legislative debates and processes, ranging from campaign contributions to lobbying to political activism. In 2016, Target CEO Brian Cornell must... View Details

March 2018
Teaching Note

Making Target the Target: Boycotts and Corporate Political Activity (A) and (B)

By: Nien-hê Hsieh and Victor Wu

Through the challenges facing Target, the case examines the ways in which corporations can become involved in political and legislative debates and processes, ranging from campaign contributions to lobbying. In 2016, Target CEO Brian Cornell must determine how to... View Details

2024
Working Paper

The Consequences of Export Controls in Target Countries

By: Xueyue Liu, Yu Liu and Jaya Y. Wen

Export controls are a common instrument of national security, but their economic consequences are not well understood. This paper evaluates how these controls affect firm performance and adaptation in targeted countries. We use variation in a 2007 US policy,... View Details

Keywords: National Security; Trade; Business and Government Relations; Policy; Performance Productivity; Adaptation

2022
Working Paper

Distributional Consequences of Monetary Policy Across Races: Evidence from the U.S. Credit Register

By: Laura Alfaro, Ester Faia and Camelia Minoiu

We examine the consequences of monetary policy on racial disparities, focusing on the role of bank lending to firms through collateral and selection channels. Leveraging comprehensive loan-level data from the U.S. credit register (Y-14Q) of the Federal Reserve, we show... View Details

Keywords: Monetary Policy Transmission; Inequity; Credit Registry; Wealth; Collateral Channel; Selection; Racial Disparity; Racial Inequality; Equality and Inequality; Banks and Banking; Credit; Governing Rules, Regulations, and Reforms; Banking Industry; United States

2024
Working Paper

Personalization and Targeting: How to Experiment, Learn & Optimize

By: Aurelie Lemmens, Jason M.T. Roos, Sebastian Gabel, Eva Ascarza, Hernan Bruno, Elea McDonnell Feit, Brett Gordon, Ayelet Israeli, Carl F. Mela and Oded Netzer

Personalization has become the heartbeat of modern marketing. Advances in causal inference and machine learning enable companies to understand how the same marketing action can impact the choices of individual customers differently. This article provides an academic... View Details

Keywords: Personalization; Targeting; Experiments; Observational Studies; Policy Implementation; Policy Evaluation; Customization and Personalization; Marketing Strategy; AI and Machine Learning

July 2009
Teaching Note

Targanta Therapeutics: Hitting a Moving Target (TN)

By: Arthur A. Daemmrich

Teaching Note for [709002]. View Details

Keywords: Governing Rules, Regulations, and Reforms; Product Development; Business Strategy; Initial Public Offering; Mergers and Acquisitions; Policy; Selection and Staffing; Health Testing and Trials; Resource Allocation; Biotechnology Industry

February 2004 (Revised March 2010)
Case

Brazil 2003: Inflation Targeting and Debt Dynamics

By: Laura Alfaro, Rafael M. Di Tella and Ingrid Vogel

In October 2002, Brazilians elected a left-wing president, Luis Inacio Lula da Silva, for the first time in that country's history. As markets faltered in response, Lula sought to reaffirm his commitment to fiscal discipline, a floating exchange rate, and inflation... View Details

Keywords: Economy; Inflation and Deflation; Money; Borrowing and Debt; Policy; Emerging Markets; Brazil

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