Occupational Wages

**Overview**
Information on HECM (Home Equity Conversion Mortgage) Single Family Portfolio Snapshot, Healthcare Professional Jobs Salaries and Healthcare Assistant Jobs Salaries

**Description**
The Home Equity Conversion Mortgage (HECM) is the Federal Housing Administration's (FHA) reverse mortgage program which enables families to withdraw some of the equity in their homes. Occupational wage dataset is based on the Occupational Employment Statistics (OES) survey that captures over 50,000 businesses. This particular data set is on healthcare practitioners and technical occupation. The other data set in this series include healthcare support occupations.

**Benefits**
- Useful for public and private healthcare organizations administration and human resources management. can be useful for the researchers who analyze aspects related to human resources from the health industry.

**License Information**
The use of John Snow Labs datasets is free for personal and research purposes. For commercial use please subscribe to the [Data Library](https://www.johnsnowlabs.com/marketplace/) on John Snow Labs website. The subscription will allow you to use all John Snow Labs datasets and data packages for commercial purposes.

**Included Datasets**
- [Connecticut Sales and Use Tax per Town](https://www.johnsnowlabs.com/marketplace/connecticut-sales-and-use-tax-per-town)
- This dataset shows the sales and use tax data, by quarter, by town, disaggregated by North America Industrial Classification (NAICS) groups by the Department of Revenue Services.
- [HECM Single Family Portfolio Snapshot](https://www.johnsnowlabs.com/marketplace/hecm-single-family-portfolio-snapshot)
- This dataset shows the HECM (Home Equity Conversion Mortgage) Single Family Portfolio Snapshot. The Home Equity Conversion Mortgage (HECM) is Federal Housing Administration's (FHA) reverse mortgage program which enables families to withdraw some of the equity in their homes.
- [Health Professionals And Assistants Job Salaries](https://www.johnsnowlabs.com/marketplace/health-professionals-and-assistants-job-salaries)
- This occupational wage dataset is based on Occupational Employment Statistics (OES) survey that captures 52,000 businesses. This particular dataset is on healthcare practitioners, technical occupation and healthcare support occupation. The other data set in this series include healthcare support occupations.
- [Health Professionals Job Salaries](https://www.johnsnowlabs.com/marketplace/health-professionals-job-salaries)
- [Healthcare Assistant Jobs Salaries](https://www.johnsnowlabs.com/marketplace/healthcare-assistant-jobs-salaries)
- [Wayne County Tax Auction Results](https://www.johnsnowlabs.com/marketplace/wayne-county-tax-auction-results)
- This dataset shows the list of winning bids on Detroit parcels in the 2017 Wayne County Tax Foreclosure Auction.

**Data Engineering Overview**
**We deliver high-quality data**
- Each dataset goes through 3 levels of quality review
- 2 Manual reviews are done by domain experts
- Then, an automated set of 60+ validations enforces every datum matches metadata & defined constraints
- Data is normalized into one unified type system
- All dates, unites, codes, currencies look the same
- All null values are normalized to the same value
- All dataset and field names are SQL and Hive compliant
- Data and Metadata
- Data is available in both CSV and Apache Parquet format, optimized for high read performance on distributed Hadoop, Spark & MPP clusters
- Metadata is provided in the open Frictionless Data standard, and its every field is normalized & validated
- Data Updates
- Data updates support replace-on-update: outdated foreign keys are deprecated, not deleted

**Our data is curated and enriched by domain experts**

Each dataset is manually curated by our team of doctors, pharmacists, public health & medical billing experts:
- Field names, descriptions, and normalized values are chosen by people who actually understand their meaning
- Healthcare & life science experts add categories, search keywords, descriptions and more to each dataset
- Both manual and automated data enrichment supported for clinical codes, providers, drugs, and geo-locations
- The data is always kept up to date – even when the source requires manual effort to get updates
- Support for data subscribers is provided directly by the domain experts who curated the data sets
- Every data source’s license is manually verified to allow for royalty-free commercial use and redistribution.

**Need Help?**
If you have questions about our products, contact us at [[e-mail]](mailto:[e-mail]).