CREAT: Census Research Exploration and Analysis Tool

Estimating the Relationship between Employer-Provided Health Insurance, Worker Mobility, and Wages

September 2002

Written by: Martha Stinson

Working Paper Number:

tp-2002-23

Abstract

In this paper, a joint model of wages, hazard of a job ending, and probability of holding employer-provided health insurance is estimated, taking account of unobservable person and job characteristics. A unique data source, the 1990 and 1996 SIPP Panels linked to SSA administrative job histories, enables the identification of random person and job effects and the correlation of these effects across the three equations. The explicit modeling of this correlation produces consistent estimates of the effect of tenure on wages and the effect of health insurance on mobility. Substantial levels of job-lock and significant annual returns to seniority are found. Increasing the job-specific probability of obtaining employerprovided health insurance from 60% to 63%, or increasing the job-specific hourly wage rate by $.80, are both associated with an equivalent decrease in the hazard of the job ending. However, the dollar value of the wage benefit is substantially higher.

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.
:
econometric, employee, employ, insurance, salary, medicare, medicaid, insurance employer, pension, uninsured, insured

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.
:
Internal Revenue Service, Social Security Administration, Survey of Income and Program Participation, Cornell University, Social Security, National Institute on Aging, Alfred P Sloan Foundation, Longitudinal Employer Household Dynamics, Cornell Institute for Social and Economic Research, LEHD Program, Computer Assisted Personal Interview, W-2

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 'Estimating the Relationship between Employer-Provided Health Insurance, Worker Mobility, and Wages' are listed below in order of similarity.