Toggle navigation

    Variable Documentation

  • Home
  • About
    • National Environmental Database
    • Urban Design For Health
    • Robert Wood Johnson Foundation
    • Contact Us
  • Explore
    • Explore Location
    • Compare Locations
  • Documentation
    • Built Environment
      • Employment Mix
      • Fatal Crashes - Peds
      • Intersection Density
      • Job Access - Transit
      • Rail Stations
      • Retail Access
    • Natural Environment
      • Developed Open Space
      • Ozone Concentration
      • PM 2.5 Concentration
      • Superfund Site Proximity
      • Tree Canopy
    • Social Environment
      • Auto Ownership
      • Demographic Index
      • Educational Attainment
      • Housing and Transport Cost
      • Low Income
      • Population
      • Population Density

 

Employment Mix

The 8-tier employment entropy (or mix) is a measure of the diversity of different types of employment at a location. Employment mix examines the variety and evenness of the distribution of jobs in different sectors. The proximity of varying job types to one another is an important factor in quantifying the employment diversity or uniformity of a location.

DATA DEVELOPMENT

The employment mix uses eight job classification types including: 1) retail, 2) office, 3) industrial, 4) service, 5) entertainment, 6) education, 7) healthcare and 8) public administration. Total job counts and classification types were provided from the Longitudinal Employer-Household Dynamics (LEHD) database furnished by the Census Bureau. The entropy denominator uses observed existing employment types within each Census block group.

Formula: 

  • 8-tier employment entropy = -E/ (ln (N))

Where:

  • E= (Retail Jobs/Total Jobs)*ln(Retail Jobs/Total Jobs) + (Office Jobs/Total Jobs)*ln(Office Jobs/Total Jobs) + (Industrial Jobs/Total Jobs)*ln(Industrial Jobs/Total Jobs) + (Service Jobs/ Total Jobs)*ln(Service Jobs/Total Jobs) + (Entertainment Jobs/Total Jobs)*ln(Entertainment Jobs/Total Jobs) + (Education Jobs/Total Jobs)*ln(Education Jobs/Total Jobs) + (Healthcare Jobs/Total Jobs)*ln(Healthcare Jobs/Total Jobs) + (Public Administration Jobs/Total Jobs)*ln(Public Administration Jobs/Total Jobs)

  •  N= number of the employment types with employment > 0.

The MSA level value is the unweighted mean of the values of all block groups in the MSA. 

INDICATOR CALCULATION

This indicator was calculated by U.S. Environmental Protect Agency (EPA) using data from the sources listed below.

DATA SOURCES

  • U.S. EPA Smart Location Database, 2013.
  • Census Bureau, LEHD, 2014.

RELATED PUBLICATIONS

  • Cevero, R. & Kockelman, K. (1997). Travel Demand & the 3 Ds: Density, Diversity & Design. Transportation Research Part D: Transport & Environment 2, 3, 199-219.

ADDITIONAL RESOURCES

  •   U.S. EPA Smart Location Database Version 2.0 User Guide