The Five Series You Should Track Per Market

Real estate is fundamentally a bet on people. People need housing where they live and work. The data series that capture where people are moving and where they are working tell you more about your 5-year refi outcome than any property-level analysis.

Series 1: BLS Quarterly Census Of Employment And Wages (QCEW)

What it measures: actual employment counts by county, updated quarterly with a 6-month lag.

Why it matters: actual paychecks, not estimates. The QCEW is built from state unemployment insurance filings, so it covers virtually every covered employee in the country.

How to use it: pull 3 years of quarterly data for your target county. Calculate year-over-year growth. Sustained growth above 1.5 percent annually is a positive signal. Watch trend, not single quarters.

Source: bls.gov/cew

Series 2: BLS Local Area Unemployment Statistics (LAUS)

What it measures: monthly unemployment rate and labor force by metro and county.

Why it matters: a rising unemployment rate signals weakening job market, which precedes rent softness by 9 to 18 months.

How to use it: track the trend over 24 months. A rate below the national average that is stable or falling is a green light. A rising trend even from a low base is a yellow flag.

Source: bls.gov/lau

Series 3: Census Bureau Annual Population Estimates

What it measures: total population by county and metro, with breakdowns of net domestic migration, net international migration, and natural increase.

Why it matters: you can grow population through migration or births. Migration matters more for rental demand because new arrivals do not yet own homes.

How to use it: look at the most recent annual estimate. Domestic migration positive plus international migration positive equals a strong rental demand signal. Domestic migration negative means people are leaving your market for better opportunities elsewhere - that is the bad signal.

Source: census.gov/programs-surveys/popest

Series 4: Census Building Permits Survey

What it measures: residential construction permits issued, monthly, by metro.

Why it matters: future supply. Today's permits become tomorrow's deliveries.

How to use it: pull 24 months of multifamily permits. Divide annual permits by total metro multifamily inventory. Healthy: under 3 percent. Concerning: above 5 percent. Severe oversupply risk: above 7 percent.

Source: census.gov/construction/bps

Series 5: ACS Median Household Income

What it measures: median income by county and metro, updated annually with a 1 to 2 year lag.

Why it matters: people pay rent from income. A market with rising incomes can support rent growth. A market with stagnant or declining incomes will see flat rents at best.

How to use it: track 5 years of trend. Sustained income growth above 3 percent annually is a tailwind. Below national inflation is a headwind.

Source: data.census.gov

Putting Together A Market Scorecard

For each candidate market, score on a 1 to 5 scale:

| Metric | Best Case (5) | Worst Case (1) |

|---|---|---|

| 3-year job growth | Above 6% | Negative |

| Unemployment rate trend | Falling | Rising |

| Net domestic migration | Above +0.5% | Negative |

| Construction pipeline | Below 3% | Above 7% |

| Income growth | Above 4% | Negative |

A market scoring 20 to 25 across the five metrics is investable. Below 15 should be skipped regardless of how attractive individual deals look.

What These Series Do Not Tell You

These macro metrics are necessary but not sufficient. They tell you whether the market is healthy enough to invest in. They do not tell you which submarket within that metro is the right one. For submarket selection, layer in crime data, school ratings, transit access, and on-the-ground walkthroughs.

The macro data filters out bad markets. The on-the-ground work selects the right block.

Frequency Of Review

Macro indicators do not move every week. Review quarterly. The pattern matters more than the latest data point. A market that scored well across four straight quarters is a stronger signal than one that scored well in a single quarter you happened to look at.

Free Tools That Aggregate These Series

  • **Federal Reserve FRED:** fred.stlouisfed.org. Combines BLS, Census, and other federal data with charting tools.
  • **Census Reporter:** censusreporter.org. Easier ACS data exploration.
  • **BLS Beta Map Tool:** beta.bls.gov/maps. Visual unemployment and employment maps.

You do not need to buy data services to do good market analysis. The federal government publishes everything you need. The advantage goes to investors who actually look at the numbers, not the ones with the most expensive subscriptions.