CREAT: Census Research Exploration and Analysis Tool

Differences in Job Growth and Persistence in Services and Manufacturing

March 2000

Working Paper Number:

CES-00-04

Abstract

Employment flows in services have greatly exceeded those in manufacturing over the recent decade. We examine these differences and their variation over establishment sizes and types. We test three hypotheses which have been offered to explain these differences: (1) that the difference in behavior of single and multi-unit establishments accounts for much of the difference in the net and gross growth rates of jobs in services and manufacturing; (2) that relative wage differences have a disparate effect on employment growth for services and manufacturing, and (3) that the rates of persistence (or retention) of new jobs are higher in multi-unit establishments than in single unit firms, and similar between the sectors after controlling for this. We find that it is primarily the underlying differences in establishment age and size distributions that account for the substantial differences in the average gross and net job flow rates of the two sectors, and that relative wage differences have a similar effect on employment growth in services and manufacturing.

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, industrial, payroll, manufacturing, growth, employ, employee, proprietorship, labor, sector, proprietor, firm growth, recession, employment growth, industry growth, establishment, industry employment, worker, employment flows, gdp, employment dynamics, wage industries, labor statistics, layoff, growth employment, job growth

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.
:
Department of Commerce, Bureau of Labor Statistics, Standard Industrial Classification, Longitudinal Research Database, Center for Economic Studies, New York Times, Organization for Economic Cooperation and Development

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 'Differences in Job Growth and Persistence in Services and Manufacturing' are listed below in order of similarity.