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Does Old-Age Social Security Help Children? The Impact of Social Security on Grandchild Resources

By Lucie Schmidt, Lara Shore-Sheppard, and Tara Watson

òòò½Íø Papers and Proceedings, May 2025

Though Social Security is typically considered a program to support retirees, nearly one in ten children live in a home reporting Social Security income, twice as many as traditional cash welfare. We use the sharp increase in eligibility for Social Securi...

Economic Measurement Lost in a Random Forest? A Case Study of Employment Data

By Abe Dunn, Eric English, Kyle Hood, Lowell Mason, and Brian Quistorff

òòò½Íø Papers and Proceedings, May 2025

Big data and machine learning (ML) offer transformative potential for economic measurement. This study evaluates the use of alternative employment data from a payroll processor to improve on timely measures of regional employment estimates, comparing ML m...

From Online Job Postings to Economic Insights: A Machine Learning Approach to Structuring Naturally Occurring Data

By Tatjana Dahlhaus, Reinhard Ellwanger, Gabriela Galassi, and Pierre-Yves Yanni

òòò½Íø Papers and Proceedings, May 2025

This paper develops a matched vacancy-company dataset by combining daily Canadian online job postings with smartphone-derived visits to points of interest. To address inconsistencies in company names, we enhance natural language processing algorithms for ...

Extracting Statistical Relationships from Observational Data: Predicting with Full or Partial Information

By Guillaume R. ¹ó°ù鳦³ó±ð³Ù³Ù±ð, Emanuel Vespa, and Sevgi Yuksel

òòò½Íø Papers and Proceedings, May 2025

Decision-makers sometimes rely on past data to learn statistical relationships between variables. However, when predicting a target variable, they must adjust how they aggregate past information depending on the observables available. If agents have infor...

Real and Assumed Information

By Ned Augenblick, Matthew Backus, Andrew T. Little, and Don A. Moore

òòò½Íø Papers and Proceedings, May 2025

We consider a simplified version of the model in Augenblick et. al (2025), in which people use models to translate data into beliefs and predictions. We posit that they make correct inferences given a model but not unconditionally, forgetting model uncert...

Restructuring the Rate Base

By Steve Cicala

òòò½Íø Papers and Proceedings, May 2025

While electricity market restructuring appears to have lowered generation costs, it does not seem to have benefitted consumers. Where did the savings go? This paper evaluates whether the downstream T&D utilities that remained rate regulated capitalize...

Heterogeneous Agent Models

By ´¡²âÅŸ±ð ݳ¾°ù´Ç³ó´Ç°ù´ÇÄŸ±ô³Ü

òòò½Íø Papers and Proceedings, May 2025

Heterogeneous agent models have become central to modern macroeconomic research, often replacing the representative agent framework. However, what is core for these frameworks is the use of microfoundations that involve optimizing behavior. The strength o...

Economics in the Age of Algorithms

By Sendhil Mullainathan

òòò½Íø Papers and Proceedings, May 2025

The rise of algorithms, particularly machine learning, does more than impact the economy. These tools offer new empirical methods. They enable new kinds of interventions. And foundational theories must be changed to account for them. Economics is, at its ...

Are Loans to Minority-Owned Firms Mispriced?

By William D. Bradford, Chunbei Wang, Magnus Lofstrom, and Michael Verchot

òòò½Íø Papers and Proceedings, May 2025

We use survey data on small business loans granted in 2022 and 2023 to explore racial disparities in the terms of loans to small firms. Similar data have not been available since the 2003 Survey of Small Business Finances. We find that for Hispanic-, Asia...