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LABOR MARKET DATA ANALYSISSeptember 19, 2026·4 min read

Beyond the Employer’s Address: A Guide to Census Workforce Geography

Where should an employer partnership draw its students—from communities near the college, neighborhoods around the worksite, or people moving between jobs? That question deserves attention before a college treats the employer’s address as the center of its recruitment area. Census workforce products can separate questions about residence, workplace, and job mobility while keeping regional evidence distinct from a company’s hiring commitments.

Residence and workplace: start with LODES

The U.S. Census Bureau’s LEHD Origin-Destination Employment Statistics (LODES), used by OnTheMap, are available for download.[1] LODES files are state-based and organized into Origin-Destination, Residence Area Characteristics, and Workplace Area Characteristics, all at census block geographic detail.[1]

For partnership planning, treat those file types as different starting points: the connection between residence and workplace, the residential side of the question, and the workplace side. Begin with a choice: explore employment connections for residents of a proposed service area, or examine the residential geography associated with a proposed workplace area?

Describe the resulting analysis as context around a worksite—not as a map of a named employer’s employees. That distinction keeps a useful geographic question from becoming an unsupported company-specific claim.

The Census page lists LODES availability for most states for 2002–2023.[1] Display the observation year alongside every map. For a proposed recruitment area crossing state lines, check the relevant state files and compare the same observation year rather than assuming uniform coverage.

Job mobility: a different question from residence

Job-to-Job Flows (J2J) is a set of statistics on job mobility in the United States.[1] Its measures include job-to-job transition rates, hires and separations to and from employment, earnings changes due to job change, and characteristics of origin and destination jobs for job-to-job transitions.[1] J2J statistics are available at national, state, and metropolitan area levels and by worker and firm characteristics.[1]

Use J2J when the employer conversation turns from where people live to movement between jobs. Ask whether a proposed partnership is intended for people entering employment or for employed workers seeking a different job, then consider which mobility measures would help frame that discussion.

The distinction is between a geographic connection and an employment transition: a residence-to-workplace question should not be treated as interchangeable with a job-to-job question. College leaders should also resist carrying the geographic precision of a LODES analysis into their interpretation of broader J2J results.

Industry context: where QWI fits

The Quarterly Workforce Indicators (QWI) include employment, job creation, earnings, and other measures of employment flows.[1] QWI are reported by firm characteristics—including geography, industry, age, and size—and worker demographics, including sex, age, education, race, and ethnicity.[1] Available QWI geographies include national, state, metropolitan and micropolitan areas, counties, and Workforce Investment Board areas.[1] According to the Census page, national QWIs are released as Beta.[1]

For an employer partnership, use QWI to frame an industry question rather than a company question. Compare the same industry measure across counties to explore the regional setting of a proposed program while keeping the measure and observation period consistent.

Do not interpret an industry employment total as a count of openings available to graduates, or an industry earnings measure as a partner’s wage offer. QWI’s value here is to make the surrounding employment context more specific without assigning regional characteristics to an individual business.

Regional context and employer commitments

Organize the partnership discussion around two separate records: a regional profile and an employer agreement. Use the profile to state the question, geography, observation period, and Census product used. Use the agreement to establish whom the employer intends to recruit, what training it needs, and what hiring commitments it is willing to make.

College teams should ask: Which communities does the partnership intend to reach? Is the opportunity aimed at residents entering employment or workers changing jobs? What evidence would establish that the employer’s proposed roles match the training?

Treat these Census product descriptions as a guide to choosing an analysis—not as findings about any local workforce or partnership outcome. The useful division of labor is straightforward: use regional statistics to sharpen questions about where opportunity might connect with learners, and employer-specific evidence to establish what the partner is prepared to offer.

Sources and methodology

Sources are listed with publication or access dates so time-sensitive claims can be checked against their evidence. Local program decisions should still be validated against employer demand, learner interest, costs, and institutional capacity.

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