A Comparison of Employee Benefits Data from the MEPS-IC and Form 5500
September 2008
Working Paper Number:
CES-08-32
Abstract
This paper compares data on employers\u2019 health and pension offerings from the two sources: publicly available administrative data from Form 5500 filings and survey data from the Insurance Component of the Medical Expenditure Panel Survey (MEPS-IC). The basic findings are that the 5500 filings cover too few health plans to be very useful as a substitute or supplement to the MEPS-IC measure of whether or not employers offer health insurance. The pension information in the 5500 filings is potentially more useful as a supplement to the MEPSIC for research purposes where additional pension information would be useful in studying employers\u2019 decisions to offer health insurance.
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.
:
payroll,
survey,
respondent,
expenditure,
insurance,
retirement,
enrollment,
saving,
irs,
coverage,
health,
healthcare,
pension,
filing,
insured,
health insurance,
insurance coverage,
insurance plans,
filed
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,
Medical Expenditure Panel Survey,
Employer Identification Numbers,
North American Industry Classification System,
Agency for Healthcare Research and Quality,
Census Bureau Business Register
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 'A Comparison of Employee Benefits Data from the MEPS-IC and Form 5500' are listed below in order of similarity.
-
Working PaperDescribing the Form 5500-Business Register Match
January 2003
Working Paper Number:
tp-2003-05
View Full Paper PDF
-
Working PaperNew Uses of Health and Pension Information
January 2002
Working Paper Number:
tp-2002-03
View Full Paper PDF
-
Working PaperUsing the MEPS-IC to Study Retiree Health Insurance
April 2006
Working Paper Number:
CES-06-13
This paper discusses using the restricted-access Medical Expenditure Panel Survey- Insurance Component (MEPS-IC) to study employer-sponsored retiree health insurance (RHI). This topic is particularly interesting given current events such as the aging of baby boomers, rising health care costs, new prescription drug coverage under Medicare, and changes in accounting standards for reporting liabilities related to RHI offerings. Consequently, employers are grappling with an aging workforce, evaluating Medicare subsidies to employers for offering retiree drug plans, facing rising premium costs as a result of rising health care costs, and trying to show profitability on financial reports. This paper provides technical information on using the MEPS-IC to study RHI and points out data issues with some of the measures in the database. Descriptive statistics are provided to illustrate the types of retiree estimates possible using the MEPS-IC and to show some of the trends in this subject area. Not surprising, these estimates show that employer offers of RHI have declined, greater numbers of retirees are enrolling in these plans, and expenditures for employer-sponsored RHI have been rising.View Full Paper PDF
-
Working PaperUsing Census Business Data to Augment the MEPS-IC
December 2005
Working Paper Number:
CES-05-26
This paper has two aims: first to describe methods, issues, and outcomes involved in matching data from the Insurance Component of the Medical Expenditure Panel Survey (MEPSIC) to other business microdata collected by the U.S. Census Bureau, and second to present some simple results that illustrate the usefulness of such combined data. We present the results of linking the MEPS-IC with data from the 1997 Economic Censuses (EC), but also discuss other possible sources of business data. An issue in any linkage is whether the linked sample remains representative and large enough to be useful. The EC data are attractive because, given the survey's broad coverage and large sample, most of the MEPS-IC sample can be matched to it. We use the combined EC/MEPS-IC data to construct productivity measures that are useful auxiliary data in examining employers' health insurance offering decisions.View Full Paper PDF
-
Working PaperIntroducing the Medical Expenditure Panel Survey-Insurance Component with Administrative Records (MEPS-ICAR): Description, Data Construction Methodology, and Quality Assessment
August 2022
Working Paper Number:
CES-22-29
This report introduces a new dataset, the Medical Expenditure Panel Survey-Insurance Component with Administrative Records (MEPS-ICAR), consisting of MEPS-IC survey data on establishments and their health insurance benefits packages linked to Decennial Census data and administrative tax records on MEPS-IC establishments' workforces. These data include new measures of the characteristics of MEPS-IC establishments' parent firms, employee turnover, the full distribution of MEPS-IC workers' personal and family incomes, the geographic locations where those workers live, and improved workforce demographic detail. Next, this report details the methods used for producing the MEPS-ICAR. Broadly, the linking process begins by matching establishments' parent firms to their workforces using identifiers appearing in tax records. The linking process concludes by matching establishments to their own workforces by identifying the subset of their parent firm's workforce that best matches the expected size, total payroll, and residential geographic distribution of the establishment's workforce. Finally, this report presents statistics characterizing the match rate and the MEPS-ICAR data itself. Key results include that match rates are consistently high (exceeding 90%) across nearly all data subgroups and that the matched data exhibit a reasonable distribution of employment, payroll, and worker commute distances relative to expectations and external benchmarks. Notably, employment measures derived from tax records, but not used in the match itself, correspond with high fidelity to the employment levels that establishments report in the MEPS-IC. Cumulatively, the construction of the MEPS-ICAR significantly expands the capabilities of the MEPS-IC and presents many opportunities for analysts.View Full Paper PDF
-
Working PaperEmployer-Provided Benefit Plans, Workforce Composition and Firm Outcomes
January 2005
Working Paper Number:
tp-2005-01
What do firms gain by offering benefits? Economists have proposed two payoffs: (i) benefits may be a more cost-effective form of compensation than wages for employees facing high marginal tax rates, and (ii) benefits may attract a more stable, skilled workforce. Both should improve firm outcomes, but we have little evidence on this matter. This paper exploits a rich new dataset to examine how firm productivity and survival are related to benefit offering, and finds that benefit-offering firms have higher productivity and higher survival rates. Differences in firm and workforce characteristics explain some but not all of the differences in outcomes.View Full Paper PDF
-
Working PaperHealth Insurance and Productivity: Evidence from the Manufacturing Sector
September 2009
Working Paper Number:
CES-09-27
This paper examines the relationship between employer-sponsored offers of health insurance and establishments' labor productivity. Our empirical work is based on unique plant level data that links the 1997 and 2002 Medical Expenditure Panel Survey-Insurance Component with the 1992, 1997, and 2002 Census of Manufactures. These linked data provide information on employer-provided insurance and productivity. We find that health insurance offers are positively associated with levels of establishments' labor productivity. These findings hold for all manufacturers as well as those with fewer than 100 employees. Our preliminary results also show a drop in health care costs from the 75th to the 25th percentile would increase the probability of a plant offering insurance by 1.5-2.0 percent in both 1997 and 2002. The results from this paper provide encouraging and new empirical evidence on the benefits employers may reap by offering health insurance to workers.View Full Paper PDF
-
Working PaperModeling Single Establishment Firm Returns to the 2007 Economic Census
September 2011
Working Paper Number:
CES-11-28
The Economic Census is one of the most important activities that the U.S. Census Bureau performs. It is critical for updating firm ownership/structure and industry information for a large number of businesses in the Census Bureau's Business Register, impacting most other economic programs. Also, it feeds into Bureau of Economic Analysis products, such as benchmark inputoutput accounts and Gross Domestic Product. The overall check-in rate for the 2007 Economic Census was just over 86%. Establishments owned by multi-location companies returned over 90% of their forms, as compared to the roughly two million single-establishment firms sampled in the Census that returned just over 80%. We model the check-in rate for single-establishment firms by using a large number of variables that might be correlated with whether or not a firm returns a form in the Economic Census. These variables are broadly categorized as the characteristics of firms, measures of external factors, and features of the survey design. We use the model for two purposes. First, by including many of the factors that may be correlated with returns we aim to focus limited advertising and outreach resources to low-return segments of the population. Second, we use the model to investigate the efficacy of an unplanned intervention expected to increase return rates: using certified mailing for one of the form follow-ups.View Full Paper PDF
-
Working PaperOlder Workers' Access to Employer-Sponsored Retiree Health Insurance, 2000-2004
April 2007
Working Paper Number:
CES-07-12
Using a multivariate framework, we analyze recent trends in employer provision of retiree health insurance (RHI), eligibility for new retirees, and retiree contribution requirements. We also explore whether local labor market characteristics such as the unemployment rate influence RHI provision. Finally, we examine whether the Medicare Modernization Act (MMA) was associated with diverging trends in RHI access for Medicare-eligible and early retirees. Data come for the Medical Expenditure Panel Survey'Insurance Component (MEPS-IC). We find that, while RHI provision to existing retirees remained stable, eligibility for new retirees declined, and contribution requirements increased between 2000 and 2004. The local labor market had no effect on RHI provision. While early retiree coverage was more common than coverage for Medicare-eligible retirees, we did not find a divergence subsequent to MMA. These results suggest growing financial instability for retirees, both because RHI contribution requirements increased, and because businesses dropped coverage for new retirees.View Full Paper PDF
-
Working PaperHealth-Related Research Using Confidential U.S. Census Bureau Data
August 2008
Working Paper Number:
CES-08-21
Economic studies on health-related issues have the potential to benefit all Americans. The approaches for dealing with the growth of health care costs and health insurance coverage are ever changing and information is needed on their efficacy. Research on health-related topics has been conducted for about a decade at the Census Bureau\u2019s Center for Economic Studies and the Research Data Centers. This paper begins by describing the confidential business and demographic Census Bureau data products used in this research. The discussion continues with summaries of nearly 30 papers, including how this work has benefited the Census Bureau and its research findings. Some focus on data linkages and assessing data quality, while others address important questions in the employer, public, and individual insurance markets. This research could not have been accomplished with public-use data. The newly available data from the Agency for Healthcare Research and Quality and National Center for Health Statistics, as well as additional Census Bureau data now available in the Research Data Centers are also discussed.View Full Paper PDF
