HUMANITYVECTOR

US total public debt outstanding · United States · as of 2026-10-15

US total public debt outstanding (United States) rose 0.15% in 2026-10-15, an unusually large daily move

US total public debt outstanding for United States was 40,388,317,675,072 US dollars in 2026-10-15, up 59,087,847,531 US dollars (+0.15%) from 40,329,229,827,541 in 2026-10-14; that change ranks in the 97th percentile of daily changes recorded since 1993-04-01.

DerivedCandidateMetric page
What changed

US total public debt outstanding

40.39TUS dollars+0.15%
Latest
40.39T in 2026-10-15 obs 415603
Previous
40.33T in 2026-10-14 obs 415604
Change
+59.09B US dollars
History
8414 observations, 1993-04-01 to 2026-10-15
40 points, 2026-08-19 to 2026-10-15
How unusual

Against its own history

Robust z
12.34
Change percentile
97th of 8412 earlier absolute changes
Value percentile
100th of earlier values
Median change
869.17M (scale 4.72B, mad)
Second difference
73.74B (z 7.93)
Slope divergence
1.71
Rarity
last larger move 9 periods ago (2026-10-01); new series high
Confidence and status

Record

Relevance
0.408
Confidence
68%
Status
published
Discovered
2026-10-19 00:21 UTC
Expires
2026-11-18 00:21 UTC
Model
relevance_v1+insight_text_v1
Validation
passed
Causal level
candidate

Candidate: no reviewed relationship supports a causal reading. Agreement among metrics is co-movement, not cause.

Why now

Relevance components

Derived
Statistical surprise0.99 × 0.18 = 0.178
Acceleration0.83 × 0.12 = 0.099
Breadth0.67 × 0.16 = 0.107
Graph centrality0.00 × 0.18 = 0.000
Forecast impactnot wired, 0 × 0.14
Bottleneck impactnot wired, 0 × 0.10
Historical rarity0.30 × 0.08 = 0.024
Public attentionnot wired, 0 × 0.04
Relevance0.408
  • Statistical surprise: the latest change of +59,087,847,531 US dollars is 12.3 robust standard deviations from the median daily change (8412 earlier changes), at the 97th percentile of absolute changes. Component 0.99, weight 0.18, contribution 0.178.
  • Acceleration: second-difference z 7.9; short-versus-long slope divergence 1.71. Component 0.83, weight 0.12, contribution 0.099.
  • Breadth: 2 of 3 related metrics (same category, Resilience) moved in the same direction as of their latest periods; 1 moved the other way. Component 0.67, weight 0.16, contribution 0.107.
  • Graph centrality: no graph entity carries a centrality value for this metric yet, so it reads 0. Component 0.00, weight 0.18, contribution 0.000.
  • Historical rarity: the last larger move was 9 periods ago, in 2026-10-01; the value is a new series high (window 20 years). Component 0.30, weight 0.08, contribution 0.024.
  • Forecast impact: not wired yet; reads 0. Component 0.00, weight 0.14, contribution 0.000.
  • Bottleneck impact: not wired yet; reads 0. Component 0.00, weight 0.10, contribution 0.000.
  • Public attention: not wired yet; reads 0. Component 0.00, weight 0.04, contribution 0.000.

Relevance (relevance_v1) is the weighted sum of the components: 0.408, against a candidate threshold of 0.30.

Explanation

What changed and how unusual it is

Derived

What changed. The latest current observation for US total public debt outstanding, United States, is 40,388,317,675,072 US dollars for 2026-10-15 (obs 415603). The previous period, 2026-10-14, recorded 40,329,229,827,541 US dollars (obs 415604). The change is +59,087,847,531 US dollars, or +0.15%. The metric is classified as contextual, so the change carries no better or worse reading on its own.

How unusual. Against the 8412 earlier daily changes since 1993-04-01, the median change is +869,166,760 US dollars and the robust spread (scaled median absolute deviation) is 4,718,587,278, giving a robust z-score of 12.3. The absolute change sits at the 97th percentile of earlier absolute changes; the value itself sits at the 100th percentile of earlier values. The last larger move was +88,816,871,050 US dollars in 2026-10-01 (obs 411173, obs 411174), 9 periods ago. The value is a new high for the series, above 40,343,879,238,036 US dollars in 2026-10-13 (obs 415605).

Acceleration. The change in the change (second difference) is +73,737,258,026 US dollars, a robust z of 7.9 against earlier second differences. The slope over the last 3 periods is +22,219,218,518 US dollars per period against +14,164,155,992 over the last 10, a divergence of 1.71 change-scale units.

Templated from stored numbers, no AI. Citations link to the evidence table below.

AI explanation

Modeled interpretation

Modeled
Explanation generated from Humanity Vector's structured data and evidence graph. Calculations and source provenance are independently stored and viewable. Model grok-4.3, prompt version 1.0.0, run 021c3aea-fda7-4647-a1ea-2363078956f4. Every number in this text was checked against stored evidence before display.

Explanation

The data are consistent with a daily increase of 59087847530.88281 US dollars [observation:415603] [observation:415604]. The value on 2026-10-15 follows 40343879238035.67 US dollars on 2026-10-13 [observation:415605] and 40260641972390.03 US dollars on 2026-10-01 [observation:411173].

Alternative explanation (skeptic pass)

The data are consistent with normal end-of-period adjustments rather than a sustained shift.

Why now

The move ranks as the largest in nine periods with surprise_score 0.9909 and acceleration_slope_divergence 1.7071.

What to watch

Subsequent daily values of US total public debt outstanding [observation:415603] and monthly federal outlays [observation:415610].

Affected systems

Supporting metrics

MetricLatestChangeEvidence
US federal outlays, monthlycategory584.77B US dollars (2026-09-01)+57.96B (+11.00%)obs 415610, obs 415609
US federal receipts, monthlycategory557.87B US dollars (2026-09-01)+197.84B (+54.95%)obs 415611, obs 409185

No graph relationships cited; related metrics were found by shared category.

Counter-evidence

What points the other way

1 related metric moved the other way as of their latest periods:

  • US federal interest expense, monthly: -5,176,847,761 US dollars (-5.29%) to 92,591,721,785 US dollars in 2026-09-01 (obs 411270, obs 263151)

10 related metrics have no comparable change and did not count either way.

Limits: the score compares period-over-period changes of current rows only; earlier vintages are not compared. Related metrics were found by shared category, not by a tested mechanism, so agreement among them does not establish cause.

What to watch

Measurable indicators

  • The next US total public debt outstanding observation (2026-10-16): a change no larger than the median daily change of +869,166,760 US dollars, or a move back the other way, would mean the latest change has normalised.
  • US federal outlays, monthly, currently 584,774,866,340 US dollars in 2026-09-01 (obs 415610): a move the other way lowers the breadth component.
  • US federal receipts, monthly, currently 557,874,519,238 US dollars in 2026-09-01 (obs 415611): a move the other way lowers the breadth component.
  • Revisions: a revised 2026-10-15 value would arrive as a new observation row (the current row is observation 415603) and trigger a rescore.
  • Expiry: this insight expires 30 days after discovery unless a newer period supersedes it, and earlier if the relevance score falls below the threshold.
Evidence

Every number links here

Observed
ObservationMetricPeriodValueRoleSeriesIngested
415603US total public debt outstandingUSA2026-10-1540.39T US dollarsprimaryv2/accounting/od/debt_to_penny:tot_pub_debt_out_amt2026-10-19 00:15 UTC
415604US total public debt outstandingUSA2026-10-1440.33T US dollarsprimaryv2/accounting/od/debt_to_penny:tot_pub_debt_out_amt2026-10-19 00:15 UTC
411173US total public debt outstandingUSA2026-10-0140.26T US dollarscontextv2/accounting/od/debt_to_penny:tot_pub_debt_out_amt2026-10-05 00:04 UTC
411174US total public debt outstandingUSA2026-09-3040.17T US dollarscontextv2/accounting/od/debt_to_penny:tot_pub_debt_out_amt2026-10-05 00:04 UTC
415605US total public debt outstandingUSA2026-10-1340.34T US dollarscontextv2/accounting/od/debt_to_penny:tot_pub_debt_out_amt2026-10-19 00:15 UTC
262801US total public debt outstandingUSA1993-04-014.23T US dollarscontextv2/accounting/od/debt_to_penny:tot_pub_debt_out_amt2026-09-07 09:54 UTC
411270US federal interest expense, monthlyUSA2026-09-0192.59B US dollarscounterv2/accounting/od/interest_expense:month_expense_amt2026-10-12 00:04 UTC
263151US federal interest expense, monthlyUSA2026-08-0197.77B US dollarscounterv2/accounting/od/interest_expense:month_expense_amt2026-09-07 09:54 UTC
415610US federal outlays, monthlyUSA2026-09-01584.77B US dollarssupportingv1/accounting/mts/mts_table_1:current_month_gross_outly_amt2026-10-19 00:15 UTC
415609US federal outlays, monthlyUSA2026-08-01526.81B US dollarssupportingv1/accounting/mts/mts_table_1:current_month_gross_outly_amt2026-10-19 00:15 UTC
415611US federal receipts, monthlyUSA2026-09-01557.87B US dollarssupportingv1/accounting/mts/mts_table_1:current_month_gross_rcpt_amt2026-10-19 00:15 UTC
409185US federal receipts, monthlyUSA2026-08-01360.03B US dollarssupportingv1/accounting/mts/mts_table_1:current_month_gross_rcpt_amt2026-09-14 00:06 UTC
Feature packet (full inputs to the score)
{
  "as_of": "2026-10-15",
  "change": {
    "pct": 0.001465,
    "value": 59087847530.88281,
    "observation_ids": [
      415603,
      415604
    ]
  },
  "latest": {
    "id": 415603,
    "value": 40388317675071.91,
    "period": "2026-10-15"
  },
  "metric": {
    "id": "b6d1b078-ad94-4c75-8005-3a444f577266",
    "kind": "observed",
    "name": "US total public debt outstanding",
    "slug": "us-federal-debt-total",
    "unit": "US dollars",
    "direction": "contextual",
    "frequency": "daily",
    "category_id": "871b8b44-f97d-469c-b707-3e0b71b10b54",
    "category_name": "Resilience",
    "category_slug": "resilience",
    "geography_default": "USA",
    "frequency_normalised": "daily"
  },
  "rarity": {
    "prior_max": {
      "id": 415605,
      "value": 40343879238035.67,
      "period": "2026-10-13"
    },
    "prior_min": {
      "id": 262801,
      "value": 4225873987843.44,
      "period": "1993-04-01"
    },
    "abs_change": 59087847530.88281,
    "all_time_low": false,
    "largest_ever": false,
    "window_years": 20,
    "all_time_high": true,
    "window_periods": 7300,
    "last_larger_move": {
      "change": 88816871049.71875,
      "period": "2026-10-01",
      "observation_ids": [
        411173,
        411174
      ]
    },
    "largest_in_window": false,
    "periods_since_larger_move": 9
  },
  "scores": {
    "rarity": 0.3009,
    "breadth": 0.6667,
    "surprise": 0.9909,
    "centrality": 0,
    "acceleration": 0.8276,
    "forecast_impact": 0,
    "public_attention": 0,
    "bottleneck_impact": 0
  },
  "breadth": {
    "via": "category",
    "share": 0.6667,
    "related": [
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        "via": "category",
        "name": "Constraint centrality: aluminum",
        "slug": "constraint-centrality-aluminum",
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        "relationship_ids": []
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      {
        "via": "category",
        "name": "Constraint centrality: cement",
        "slug": "constraint-centrality-cement",
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      {
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      {
        "via": "category",
        "name": "Constraint centrality: electricity",
        "slug": "constraint-centrality-electricity-system",
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      {
        "via": "category",
        "name": "Constraint centrality: semiconductors",
        "slug": "constraint-centrality-semiconductor-fab",
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      {
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      {
        "via": "category",
        "name": "Constraint centrality: transformers",
        "slug": "constraint-centrality-power-transformer",
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      {
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        "name": "Copper production top-3 country concentration",
        "slug": "copper-top3-concentration",
        "unit": "percent of world production",
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        "direction": "lower_better",
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      {
        "via": "category",
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        "slug": "lithium-top3-concentration",
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      {
        "via": "category",
        "name": "Rare earth production top-3 country concentration",
        "slug": "rare-earth-top3-concentration",
        "unit": "percent of world production",
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      },
      {
        "via": "category",
        "name": "US federal interest expense, monthly",
        "slug": "us-federal-interest-expense-monthly",
        "unit": "US dollars",
        "change": -5176847761.25,
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        },
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        },
        "direction": "contextual",
        "frequency": "monthly",
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        "change_pct": -0.05295,
        "consistent": false,
        "relationship_ids": []
      },
      {
        "via": "category",
        "name": "US federal outlays, monthly",
        "slug": "us-federal-outlays-monthly",
        "unit": "US dollars",
        "change": 57963318444.59003,
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        },
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        },
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        "metric_id": "107653c9-ab9f-4b01-bfa9-32ede38d94b7",
        "change_pct": 0.110027,
        "consistent": true,
        "relationship_ids": []
      },
      {
        "via": "category",
        "name": "US federal receipts, monthly",
        "slug": "us-federal-receipts-monthly",
        "unit": "US dollars",
        "change": 197841783396.82,
        "latest": {
          "id": 415611,
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          "period": "2026-09-01"
        },
        "previous": {
          "id": 409185,
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        },
        "direction": "contextual",
        "frequency": "monthly",
        "metric_id": "b533f02a-9992-4f95-909f-d399abf873e1",
        "change_pct": 0.549511,
        "consistent": true,
        "relationship_ids": []
      }
    ],
    "opposite": 1,
    "comparable": 3,
    "consistent": 2
  },
  "history": {
    "count": 8414,
    "last_period": "2026-10-15",
    "change_count": 8413,
    "first_period": "1993-04-01"
  },
  "version": "features_v1",
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  },
  "surprise": {
    "note": null,
    "scale": 4718587277.681623,
    "robust_z": 12.3382,
    "mad_change": 3182643516.580078,
    "change_count": 8412,
    "scale_method": "mad",
    "median_change": 869166759.649902,
    "value_percentile": 1,
    "abs_change_percentile": 0.9696
  },
  "geography": {
    "id": "47c911a6-27c0-47d8-9471-9ac075e5be26",
    "code": "USA",
    "name": "United States"
  },
  "centrality": {
    "value": 0,
    "source": "none",
    "entity_ids": [],
    "entity_slugs": []
  },
  "acceleration": {
    "note": null,
    "long_slope": 14164155992.41624,
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    "short_window": 3,
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    "second_difference_z": 7.9291,
    "long_observation_ids": [
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    ],
    "short_observation_ids": [
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  },
  "series_window": [
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    {
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    },
    {
      "id": 409180,
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      "period": "2026-09-04"
    },
    {
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    {
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      "period": "2026-09-09"
    },
    {
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      "value": 40047726949770.15,
      "period": "2026-09-10"
    },
    {
      "id": 410469,
      "value": 40046178322792.78,
      "period": "2026-09-11"
    },
    {
      "id": 410468,
      "value": 40054421967786.91,
      "period": "2026-09-14"
    },
    {
      "id": 410467,
      "value": 40114445691166.84,
      "period": "2026-09-15"
    },
    {
      "id": 410466,
      "value": 40094080427790.97,
      "period": "2026-09-16"
    },
    {
      "id": 410465,
      "value": 40093343468150.5,
      "period": "2026-09-17"
    },
    {
      "id": 410563,
      "value": 40101500516712.09,
      "period": "2026-09-18"
    },
    {
      "id": 410562,
      "value": 40112118151111.92,
      "period": "2026-09-21"
    },
    {
      "id": 410561,
      "value": 40097834028442.07,
      "period": "2026-09-22"
    },
    {
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    },
    {
      "id": 410559,
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      "period": "2026-09-24"
    },
    {
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      "value": 40097178119750.91,
      "period": "2026-09-25"
    },
    {
      "id": 411176,
      "value": 40102185696865.37,
      "period": "2026-09-28"
    },
    {
      "id": 411175,
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      "period": "2026-09-29"
    },
    {
      "id": 411174,
      "value": 40171825101340.31,
      "period": "2026-09-30"
    },
    {
      "id": 411173,
      "value": 40260641972390.03,
      "period": "2026-10-01"
    },
    {
      "id": 411269,
      "value": 40242446619209.33,
      "period": "2026-10-02"
    },
    {
      "id": 411268,
      "value": 40249104431078.48,
      "period": "2026-10-05"
    },
    {
      "id": 411267,
      "value": 40273024579219.17,
      "period": "2026-10-06"
    },
    {
      "id": 411266,
      "value": 40284036147367.19,
      "period": "2026-10-07"
    },
    {
      "id": 411265,
      "value": 40305316210829.72,
      "period": "2026-10-08"
    },
    {
      "id": 415606,
      "value": 40301480531899.65,
      "period": "2026-10-09"
    },
    {
      "id": 415605,
      "value": 40343879238035.67,
      "period": "2026-10-13"
    },
    {
      "id": 415604,
      "value": 40329229827541.02,
      "period": "2026-10-14"
    },
    {
      "id": 415603,
      "value": 40388317675071.91,
      "period": "2026-10-15"
    }
  ],
  "forecast_impact": {
    "value": 0,
    "source": "not_wired"
  },
  "public_attention": {
    "value": 0,
    "source": "not_wired"
  },
  "bottleneck_impact": {
    "value": 0,
    "source": "not_wired"
  }
}

Component labels: Statistical surprise, Acceleration, Breadth, Graph centrality, Forecast impact, Bottleneck impact, Historical rarity, Public attention. Each stored score keeps this packet so it can be recomputed without the database.

12 observations, 14 metrics, relevance score row 758 (relevance_v1, features features_v1).