📘
Ready to use this data? See the Core LMI reference documentation to get started.

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]]"
}