HUMANITYVECTOR

USA · snapshot 2026-10-19 00:23 UTC · data to 2026-08-01

US housing construction

Is US home building recovering, and what is holding it back?

US housing starts was 1,275 thousands of units, seasonally adjusted annual rate in 2026-08-01, down 1.2 percent over one year, a move at the 6th percentile of its one-year changes.

DerivedModeledPrimary metric page

Section 1 of 9

What changed?

Observed and derived series only. Changes are latest minus the value one, five and ten years earlier.

AI narrative Modeled

US housing starts stood at 1275 thousands of units seasonally adjusted annual rate in 2026-08-01 [obs:410402], down 16 thousands of units or 1.2 percent from 1291 thousands one year earlier at the 6th percentile of one-year changes [obs:169872]. Building permits reached 1403 thousands of units [obs:410506], up 56 thousands or 4.2 percent from 1347 thousands one year earlier [obs:164603]. Residential construction spending was 894597 millions of dollars [obs:410934], down 4.8 percent from one year earlier [obs:182533].

Written by grok-4.3 over the numbers in this snapshot only, validated against them (every figure and cited id had to be in the snapshot), run 9cd0ceb8, prompt 1.0.0. It adds no facts.

Primary series

US housing starts

Observed

Privately owned housing units started, annual rate.

1,275 thousands of units, seasonally adjusted annual rate

2026-08-01

60 points, 2021-09-01 to 2026-08-01, 1,182 to 1,807 thousands of units, seasonally adjusted annual rate1,1821,8072021-09-012026-08-01
SpanFromChangePercentile
1 period1,309 (2026-07-01)-34 (-2.6%)25th
1 year1,291 (2025-08-01)-16 (-1.2%)6th of 799
5 years1,596 (2021-08-01)-321 (-20.1%)49th of 751
10 years1,171 (2016-08-01)104 (+8.9%)10th of 691
United States · 812 observations since 1959-01-01 · obs 410402
Supporting series

US building permits

Observed

Permits lead starts by one to three months.

1,403 thousands of units, seasonally adjusted annual rate

2026-08-01

60 points, 2021-09-01 to 2026-08-01, 1,347 to 1,923 thousands of units, seasonally adjusted annual rate1,3471,9232021-09-012026-08-01
SpanFromChangePercentile
1 period1,433 (2026-07-01)-30 (-2.1%)36th
1 year1,347 (2025-08-01)56 (+4.2%)21st of 787
5 years1,740 (2021-08-01)-337 (-19.4%)44th of 739
10 years1,201 (2016-08-01)202 (+16.8%)16th of 679
United States · 800 observations since 1960-01-01 · obs 410506
Observed

Residential construction spending.

894,597 millions of dollars, seasonally adjusted annual rate

2026-08-01

60 points, 2021-09-01 to 2026-08-01, 831,558 to 986,455 millions of dollars, seasonally adjusted annual rate831,558986,4552021-09-012026-08-01
SpanFromChangePercentile
1 period884,995 (2026-07-01)9,602 (+1.1%)69th
1 year940,035 (2025-08-01)-45,438 (-4.8%)36th of 283
5 years821,402 (2021-08-01)73,195 (+8.9%)9th of 235
10 years487,744 (2016-08-01)406,853 (+83.4%)60th of 175
United States · 296 observations since 2002-01-01 · obs 410934

Section 2 of 9

How unusual is it?

The primary series against its own stored history (features_v1 rarity and surprise).

AI narrative Modeled

The latest starts value sits at the 31th percentile of the series history [obs:169229] [obs:169676]. The one-year change ranks at the 25th percentile of past changes with robust z of -0.3725 and one period since a larger move [obs:169872].

Written by grok-4.3 over the numbers in this snapshot only, validated against them (every figure and cited id had to be in the snapshot), run 9cd0ceb8, prompt 1.0.0. It adds no facts.

Derived
Latest value percentile
31st of 811 values
Latest change percentile
25th of 810 changes
Robust z of latest change
-0.37
Largest move
1 period since a larger move
Record level
no
Previous comparable move
2026-07-01: -130 thousands of units, seasonally adjusted annual rate (obs 410401, 410400)
Prior maximum
2,494 (1972-01-01, obs 169229)
Prior minimum
478 (2009-04-01, obs 169676)
Derived from the stored series; percentiles are rank percentiles with ties split.

Section 3 of 9

Why might it be happening?

Documented mechanisms, statistical model drivers, hypotheses and unknowns are kept apart.

AI narrative Modeled

Documented mechanism: a higher policy rate raises borrowing cost which reduces construction financing and residential building [mechanism:7006539d-a8a2-4038-86d0-112809badec4]. Statistical model drivers are not separated in the packet. Hypotheses are not listed. Unknowns: construction labour availability is not stored as a series; local permitting and zoning constraints do not appear in national totals.

Written by grok-4.3 over the numbers in this snapshot only, validated against them (every figure and cited id had to be in the snapshot), run 9cd0ceb8, prompt 1.0.0. It adds no facts.

Reviewed

Documented mechanisms

Statistical

Model-supported drivers

Modeled

No active forecast for this topic records driver contributions (the champion may be a baseline with no drivers).

Candidate or hypothesized relationships

Hypotheses

No candidate or hypothesized relationship touches this topic's entities.

Not settled by stored data

Unknowns

  • Construction labour availability is not stored as a series.
  • Local permitting and zoning constraints do not appear in national totals.

Section 4 of 9

What has not changed?

Fundamentals judged against the 10th to 90th percentile band of their own year-over-year changes (or of their levels when the history is short).

AI narrative Modeled

US unemployment rate at 4.2 percent shows year-over-year change inside the 10th to 90th percentile band of -1.1 to 1.7 percent [obs:411088]. Average hourly earnings at 37.81 dollars per hour show year-over-year change inside the 10th to 90th percentile band of 0.44 to 1.47 dollars [obs:410816]. Nonfarm payroll employment at 159044 thousands shows year-over-year change inside the 10th to 90th percentile band of -1112.3 to 3450.9 thousands [obs:410852].

Written by grok-4.3 over the numbers in this snapshot only, validated against them (every figure and cited id had to be in the snapshot), run 9cd0ceb8, prompt 1.0.0. It adds no facts.

SeriesLatestBasisNormal band (p10 to p90)Historical rangeReading
US unemployment rate Observed
Unemployment rate; household income supports demand.
4.2 percent
2026-09-01, obs 411088
year-over-year change -0.2 (-4.5%)
931 past changes
-1.1 to 1.72.5 (1953-05-01) to 14.8 (2020-04-01)
since 1948-01-01; latest at the 22nd percentile of levels
within its normal band
US average hourly earnings, all private employees Observed
Average hourly earnings.
37.81 US dollars per hour
2026-09-01, obs 410816
year-over-year change 1.11 (+3.0%)
234 past changes
0.44 to 1.4720.04 (2006-03-01) to 37.81 (2026-09-01)
since 2006-03-01; latest at the 100th percentile of levels
within its normal band
US nonfarm payroll employment Observed
Nonfarm payrolls.
159,044 thousands of persons
2026-09-01, obs 410852
year-over-year change 496 (+0.3%)
1040 past changes
-1,112.3 to 3,450.929,923 (1939-01-01) to 159,044 (2026-09-01)
since 1939-01-01; latest at the 100th percentile of levels
within its normal band

Section 5 of 9

What absorbs the shock?

Each buffer names the series or graph entity that evidences it, or says it is not measured.

AI narrative Modeled

Financing buffers are evidenced by the federal funds effective rate at 3.75 percent [obs:410817] and 10-year Treasury yield at 5.1 percent [obs:415578]. Inventory of homes for sale is not measured. Substitution for softwood lumber lists 0 substitutes. Imports of lumber and fixtures are not ingested. Demand elasticity is not measured.

Written by grok-4.3 over the numbers in this snapshot only, validated against them (every figure and cited id had to be in the snapshot), run 9cd0ceb8, prompt 1.0.0. It adds no facts.

Observed

3.75 percent · 2026-09-01 · yoy -11.1% · obs 410817

The policy rate; mortgage rates follow with a lag.

Observed

5.1 percent · 2026-10-15 · yoy +25.9% · obs 415578

The 10-year yield anchors mortgage pricing.

Inventory

Not measured

No stored series evidences this buffer.

Homes for sale and months of supply are not ingested.

Substitution

Softwood lumber

graph

The graph records no substitute for this entity.

Substitutes recorded on the graph for framing materials.

Imports

Not measured

No stored series evidences this buffer.

Lumber and fixture imports are not ingested.

Demand elasticity

Not measured

No stored series evidences this buffer.

Rate sensitivity of buyers is not measured here.

Section 6 of 9

What response is underway?

Capacity pipeline, corporate pulses, capital spending and production series, with their year-over-year change.

AI narrative Modeled

Residential construction spending shows year-over-year change of -4.8 percent [obs:410934]. Cement production shows year-over-year change of -1.2 percent [obs:263553]. Nonfarm payroll employment shows year-over-year change of 0.3 percent [obs:410852]. No modeled capacity pipeline values are given.

Written by grok-4.3 over the numbers in this snapshot only, validated against them (every figure and cited id had to be in the snapshot), run 9cd0ceb8, prompt 1.0.0. It adds no facts.

GroupSeriesLatestYear earlierChange
Capital spendingUS residential construction spending Observed894,597 millions of dollars, seasonally adjusted annual rate (2026-08-01, obs 410934)940,035 (2025-08-01)-45,438 (-4.8%)
ProductionCement production Observed84,000 thousand metric tons (2025, obs 263553)85,000 (2024)-1,000 (-1.2%)
WorkforceUS nonfarm payroll employment Observed159,044 thousands of persons (2026-09-01, obs 410852)158,548 (2025-09-01)496 (+0.3%)

The US pipeline and response measures are on the capacity page; bottleneck assessments are on bottlenecks.

Section 7 of 9

Scenarios

Base is the champion model's point estimate; upside and downside are the bounds of its 80 percent interval. No probability beyond the interval's own is assigned.

AI narrative Modeled

At the 12-month horizon the model last_value estimates base case 1275 thousands of units with 80 percent interval 1158 to 1387 [forecast:6e11beba-0f1b-40e2-a7c0-cae478cf3e04]. At the 6-month horizon the same model estimates base case 1275 thousands with 80 percent interval 1143 to 1390 [forecast:ca67a30e-9325-4d40-80b4-dce1d9c11a68]. The model assigns 10 percent probability to values below the lower bound and 10 percent above the upper bound in each case.

Written by grok-4.3 over the numbers in this snapshot only, validated against them (every figure and cited id had to be in the snapshot), run 9cd0ceb8, prompt 1.0.0. It adds no facts.

12 month horizon · target 2027-08-01

US housing starts

Modeled
60 observed points to 2026-08, then 1 forecast with 80 percent intervals1,1581,4831,8072021-092022-052023-012023-092024-052025-012025-092026-052027-08
Solid: observed (thousands of units, seasonally adjusted annual rate). Dashed and shaded: model point estimates and 80 percent intervals from empirical residual quantiles. Filled dot: the record on this page. Green or red dot: the realised value, inside or outside its interval.

Base case

1,275 thousands of units, seasonally adjusted annual rate

The point estimate: the model's central path.

Upside

1,386.82 thousands of units, seasonally adjusted annual rate

Upper bound of the interval: what would need to go better than the central path.

Downside

1,158.22 thousands of units, seasonally adjusted annual rate

Lower bound of the interval: what would need to go worse than the central path.

The model assigns 80 percent to the interval; the site assigns no other probability.

Falsifiers and assumptions
  • If the first published value of us-housing-starts (USA) for 2027-08 is below 1,158 thousands of units, seasonally adjusted annual rate or above 1,387 thousands of units, seasonally adjusted annual rate, the 80 percent interval is falsified.
  • The model assigns a 10 percent probability to a value below 1,158 thousands of units, seasonally adjusted annual rate and a 10 percent probability to a value above 1,387 thousands of units, seasonally adjusted annual rate; interval misses should occur about one time in five over many forecasts, and a run of misses well above that rate falsifies the calibration.
  • Assumption: No structural break in us-housing-starts between the data cutoff and the target period.
  • Assumption: The source keeps publishing the series on the same definition; a rebasing or redefinition invalidates the comparison.
  • Assumption: The most recent value is the best available guess: recent changes carry no persistent information.
Record 6e11beba · last_value (baseline is champion) · data cutoff 2026-10-01 00:03 UTC · created 2026-10-01 00:03 UTC · USA
6 month horizon · target 2027-02-01

US housing starts

Modeled
60 observed points to 2026-08, then 1 forecast with 80 percent intervals1,1431,4751,8072021-092022-052023-012023-092024-052025-012025-092026-052027-02
Solid: observed (thousands of units, seasonally adjusted annual rate). Dashed and shaded: model point estimates and 80 percent intervals from empirical residual quantiles. Filled dot: the record on this page. Green or red dot: the realised value, inside or outside its interval.

Base case

1,275 thousands of units, seasonally adjusted annual rate

The point estimate: the model's central path.

Upside

1,389.72 thousands of units, seasonally adjusted annual rate

Upper bound of the interval: what would need to go better than the central path.

Downside

1,142.78 thousands of units, seasonally adjusted annual rate

Lower bound of the interval: what would need to go worse than the central path.

The model assigns 80 percent to the interval; the site assigns no other probability.

Falsifiers and assumptions
  • If the first published value of us-housing-starts (USA) for 2027-02 is below 1,143 thousands of units, seasonally adjusted annual rate or above 1,390 thousands of units, seasonally adjusted annual rate, the 80 percent interval is falsified.
  • The model assigns a 10 percent probability to a value below 1,143 thousands of units, seasonally adjusted annual rate and a 10 percent probability to a value above 1,390 thousands of units, seasonally adjusted annual rate; interval misses should occur about one time in five over many forecasts, and a run of misses well above that rate falsifies the calibration.
  • Assumption: No structural break in us-housing-starts between the data cutoff and the target period.
  • Assumption: The source keeps publishing the series on the same definition; a rebasing or redefinition invalidates the comparison.
  • Assumption: The most recent value is the best available guess: recent changes carry no persistent information.
Record ca67a30e · last_value (baseline is champion) · data cutoff 2026-10-01 00:03 UTC · created 2026-10-01 00:03 UTC · USA

Section 8 of 9

What to watch

Each indicator is a stored series with a numeric threshold; the reading says which side of it the latest value sits on.

AI narrative Modeled

US building permits at 1403 thousands show year-over-year percent 4.1574 above threshold 0 with status easing [obs:410506]. US housing starts at 1275 thousands show year-over-year percent -1.2393 below threshold 0 with status worsening [obs:410402]. Federal funds effective rate at 3.75 percent is below threshold 4 with status easing [obs:410817]. 10-year Treasury yield at 5.1 percent is above threshold 4 with status worsening [obs:415578].

Written by grok-4.3 over the numbers in this snapshot only, validated against them (every figure and cited id had to be in the snapshot), run 9cd0ceb8, prompt 1.0.0. It adds no facts.

Observed
Year over year: +4.2% (2026-08-01)Threshold: 0%

On the easing side of the threshold · rising confirms easing

Permits turning up year over year lead starts.

obs 410506, 164603 · United States
Observed
Year over year: -1.2% (2026-08-01)Threshold: 0%

On the worsening side of the threshold · rising confirms easing

Starts rising year over year confirm the recovery in the metric itself.

obs 410402, 169872 · United States
Observed
Level: 3.75 percent (2026-09-01)Threshold: 4 percent

On the easing side of the threshold · falling confirms easing

A policy rate below 4 percent has historically coincided with stronger building.

obs 410817 · United States
Observed
Level: 5.1 percent (2026-10-15)Threshold: 4 percent

On the worsening side of the threshold · falling confirms easing

The 10-year yield below 4 percent brings mortgage rates toward the range that clears more buyers.

obs 415578 · United States

Section 9 of 9

Forecast track record

Backtests are rolling-origin, out of sample; live evaluations compare published forecasts with the realised values.

AI narrative Modeled

For the 6-month horizon the champion last_value model shows backtest MAE 91.119 over 42 cutoffs and 80 percent interval coverage 83 percent with skill versus last value 0 percent and no live evaluations yet. For the 12-month horizon the same model shows backtest MAE 87.000 over 36 cutoffs and 80 percent interval coverage 97 percent with skill versus last value 0 percent and no live evaluations yet.

Written by grok-4.3 over the numbers in this snapshot only, validated against them (every figure and cited id had to be in the snapshot), run 9cd0ceb8, prompt 1.0.0. It adds no facts.

ForecastChampionBacktest MAESkill vs last value80% coverageLive evaluations
us-housing-starts:USA:6last_value91.12 over 42 cutoffs0%+83%none yet
us-housing-starts:USA:12last_value87 over 36 cutoffs0%+97%none yet

The full scorecard is at /forecasts/scorecard.

Provenance

Snapshot
53 · 2026-10-19 00:23 UTC · navigator_view_v1+navigator_topics_v1
Gaps stated
0
AI narrative
grok-4.3, run 9cd0ceb8-9341-427d-a28b-0a90a6655109, prompt 1.0.0, 17 ids cited
Earlier snapshots
45 (2026-10-12 00:12 UTC), 37 (2026-10-05 00:12 UTC), 29 (2026-09-28 00:13 UTC), 21 (2026-09-21 00:13 UTC), 13 (2026-09-14 00:15 UTC), 5 (2026-09-07 22:35 UTC)

Every value on this page is a stored observation (obs ids shown), a forecast record, a mechanism or a relationship row, or a percentile computed from those the same way the relevance engine computes its features. Series the config references but the site does not store are listed as gaps under their section, never filled in.