How many primary jobs are located in a Texas ZIP?
Use workplace_primary_jobs to measure primary-job relationships located in the geography.
Question catalog
What can the Texas mobility backbone answer?
A comprehensive, public-facing catalog separates questions the LODES backbone answers now, questions enabled by the copied consumer profile, future historical analysis, and questions that require another governed source.
How many employed residents are associated with the ZIP?
Use resident_primary_jobs to describe the resident primary-worker base.
Is the ZIP primarily a work destination or a residential workforce exporter?
Compare workplace jobs, resident workers, net commuter balance, and the jobs-to-resident-worker ratio.
How many jobs appear to be filled by workers coming from outside the ZIP?
Use estimated inbound primary workers when the same-ZIP job measure is available.
How many resident workers appear to leave the ZIP for work?
Use estimated outbound primary workers when the same-ZIP job measure is available.
Which Texas ZIPs attract the most workers?
Rank positive net commuter inflow across the selected governed ZIP layer.
Which Texas ZIPs send the most workers elsewhere?
Rank the most negative net commuter balances.
Which ZIPs retain the largest share of resident workers locally?
Rank resident_self_containment_rate.
Which job centers rely most heavily on commuters from outside?
Rank inbound_share_of_workplace_jobs.
Which ZIPs have substantially more jobs than resident workers?
Use jobs_to_resident_worker_ratio with sensible minimum-job and minimum-resident thresholds.
Which small-residential ZIPs function as major employment destinations?
Identify high workplace-job counts paired with small resident-worker bases.
Which places behave like downtown employment centers?
Use high workplace jobs, strong net inflow, and high inbound dependence as a screening pattern.
Which places behave like medical districts, airports, industrial corridors, or commercial centers?
Use mobility signatures as evidence, then add governed place and industry context before assigning a public place type.
How does workplace activity change the economic meaning of a place beyond its residential count?
Use daytime employment activity as a distinct layer; do not rename it daytime population.
Which ZIPs have the greatest workplace local-capture rates?
Rank workplace_local_capture_rate to see where local residents fill a larger share of local jobs.
Which ZIPs are gaining or losing employment gravity over time?
Requires governed historical LODES years aligned to the same geography and measure definitions.
Where might commuter movement place the greatest pressure on transportation infrastructure?
Use inbound-worker volume, outbound-worker volume, and net commuter balance as a screening layer.
Which employment centers depend most heavily on inbound workers?
Use inbound volume and inbound share together.
Which residential communities export large workforces each day?
Use outbound worker estimates and negative commuter balance.
Where might cross-district transportation connections matter most?
Compare district-level commuter dependence and resident-worker export patterns.
How many vehicles move through a corridor?
LODES cannot answer this alone; integrate governed TxDOT traffic and roadway evidence.
How many people are physically present at a given time?
LODES primary-job relationships are not a real-time presence count.
Which Texas House districts contain the largest employment centers?
Rank Texas House District Labor Mobility by workplace primary jobs.
Which Texas Senate districts import the most workers?
Rank Texas Senate District Labor Mobility by positive commuter balance or inbound volume.
Which state legislative districts function primarily as bedroom communities?
Identify low jobs-to-resident-worker ratios and negative commuter balances.
Which districts have the largest mismatch between residents and jobs?
Rank the absolute or signed difference between workplace jobs and resident workers.
Where might transportation infrastructure have the greatest economic importance?
Use legislative mobility as a screening layer for job-center dependence and workforce movement.
How would U.S. congressional districts compare?
Build a separate and explicitly labeled U.S. Congressional District Labor Mobility product.
Which ZIPs have unusually high lottery retailer activity relative to residential population?
Use the copied consumer-economy profile fields with ACS population context.
Are high-lottery-activity ZIPs also importing large numbers of workers?
Join lottery-related fields with LODES net inflow and workplace jobs.
Could daytime employment activity help explain commercial behavior that population alone cannot?
Compare resident population, workplace jobs, business activity, and consumer indicators without claiming causation.
How does purchasing power compare with workplace gravity?
Use ACS income and household measures alongside LODES mobility.
Which employment centers also have strong Texas business activity?
Use the TXST ZIP business-score enrichment with workplace-job concentration.
Which ZIPs have the strongest Commercial Gravity?
Requires a governed scoring method that combines resident, daytime, business, movement, and consumer layers.
How much do workers actually spend in the ZIP?
LODES does not provide retail, restaurant, credit-card, or hospitality spending.
How much tourism visitation occurs in the ZIP?
Integrate governed tourism, hotel, attraction, or mobility evidence.
What is actual store foot traffic?
Requires dedicated foot-traffic, pedestrian, or cellphone-mobility evidence.
How many lottery tickets are sold?
Winning claims and linked retailers are not lottery ticket sales.
How much restaurant or bar spending occurs?
Integrate TABC and other governed hospitality-spending sources; LODES alone cannot answer it.
What are the real-time movement patterns?
Requires time-sensitive vehicle, transit, pedestrian, or cellphone mobility data.
Turn a question into a governed Texas ranking, profile, or report.
The interface distinguishes what the current backbone supports from what must wait for historical LODES, TxDOT, TABC, tourism, spending, or real-time mobility evidence.