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Workforce Estimation Model

Core LMI Metadata

This dataset is offered via the Core LMI API. The metadata for this Core LMI API dataset is below.

Attribute	Description
Dataset ID	`EMSI.ww.WorkforceEstimationV2`
Dataset URL	`https://agnitio.emsicloud.com/meta/dataset/EMSI.ww.WorkforceEstimationV2/{version}`

Area Aggregation Path

The area aggregation path refers to the hierarchy that shows how data is aggregated, starting from the lowest-level geography and progressing to the highest-level geography.

The levels in the aggregation path include:

		Aggregation Path
		1	2	3	4
Level	1	Nation	Metropolitan US	Nation	Metropolitan US
	2	State	MSA	State	MSA
	3	County	County	County	County
	4	Zip Code	Zip Code	Census Tract	Census Tract

Datasets with lower granularity aggregates only up to Level 1

Versions

2025.1

http://agnitio.emsicloud.com/meta/dataset/EMSI.ww.WorkforceEstimationV2/2025.1

Metrics

[
{
  "name": "Estimate"
},
{
  "name": "LowEstimate"
},
{
  "name": "HighEstimate"
},
{
  "name": "HighEstimateDiff"
},
{
  "name": "LowEstimateDiff"
},
{
  "name": "InvalidEstimate"
}
]

Dimensions

[
{
  "name": "Occupation",
  "levelsStored": [
     "2",
     "3",
     "4",
     "5"
  ]
},
{
  "name": "Area",
  "levelsStored": [
     "2"
  ]
}
]

Attributes

{
"countryCode": "ww",
"datarun": "2025.1",
"releaseDate": "2025-05-13",
"currentYear": "2023",
"maxYearInclusive": "2023",
"minYearInclusive": "2023",
"lot": "7.0.0",
"description": "\n        # Workforce Estimation Model\n\n        - [Knowledge Base](https://kb.lightcast.io/en/articles/8582979-workforce-estimation-model-wemo)\n        - [Release Notes](https://kb.lightcast.io/en/articles/9252367-global-data-release-notes)\n        ",
"displayName": "Workforce Estimation",
"name": "WorkforceEstimationV2",
"path": "WorkforceEstimationV2",
"type": "dataset",
"onlyIdentityMapping": "[OccID,AreaID]",
"levelsStored_AreaID": "[1:[2],2:[2]]",
"levelsStored_OccID": "[1:[2,3,4,5]]"
}