CREAT: Census Research Exploration and Analysis Tool

It's Where You Work: Increases In Earnings Dispersion Across Establishments And Individuals In The U.S.

September 2014

Working Paper Number:

CES-14-33

Abstract

This paper links data on establishments and individuals to analyze the role of establishments in the increase in inequality that has become a central topic in economic analysis and policy debate. It decomposes changes in the variance of ln earnings among individuals into the part due to changes in earnings among establishments and the part due to changes in earnings within-establishments and finds that much of the 1970s-2010s increase in earnings inequality results from increased dispersion of the earnings among the establishments where individuals work. It also shows that the divergence of establishment earnings occurred within and across industries and was associated with increased variance of revenues per worker. Our results direct attention to the fundamental role of establishment-level pay setting and economic adjustments in earnings inequality.

Document Tags and Keywords

Keywords Keywords are automatically generated using KeyBERT, a powerful and innovative keyword extraction tool that utilizes BERT embeddings to ensure high-quality and contextually relevant keywords.

By analyzing the content of working papers, KeyBERT identifies terms and phrases that capture the essence of the text, highlighting the most significant topics and trends. This approach not only enhances searchability but provides connections that go beyond potentially domain-specific author-defined keywords.
:
endogeneity, payroll, earnings, employed, employ, employee, labor, proprietor, establishment, heterogeneity, profit, revenue, wages productivity, salary, effect wages, workers earnings, earner, compensation, earnings workers, earnings growth, earnings inequality

Tags Tags are automatically generated using a pretrained language model from spaCy, which excels at several tasks, including entity tagging.

The model is able to label words and phrases by part-of-speech, including "organizations." By filtering for frequent words and phrases labeled as "organizations", papers are identified to contain references to specific institutions, datasets, and other organizations.
:
Bureau of Labor Statistics, Metropolitan Statistical Area, Ordinary Least Squares, National Bureau of Economic Research, Harvard University, Office of Management and Budget, Financial, Insurance and Real Estate Industries, Business Services, Current Population Survey, Longitudinal Business Database, 1990 Census, Social Security, Economic Census, North American Industry Classification System, Longitudinal Employer Household Dynamics

Similar Working Papers Similarity between working papers are determined by an unsupervised neural network model know as Doc2Vec.

Doc2Vec is a model that represents entire documents as fixed-length vectors, allowing for the capture of semantic meaning in a way that relates to the context of words within the document. The model learns to associate a unique vector with each document while simultaneously learning word vectors, enabling tasks such as document classification, clustering, and similarity detection by preserving the order and structure of words. The document vectors are compared using cosine similarity/distance to determine the most similar working papers. Papers identified with 🔥 are in the top 20% of similarity.

The 10 most similar working papers to the working paper 'It's Where You Work: Increases In Earnings Dispersion Across Establishments And Individuals In The U.S.' are listed below in order of similarity.