Election Search
Forecast output
Government-linked Monte Carlo

District forecast output

NY-17 House forecast

Government rows link to the exact official source text when the source supports it; statistical rows stay labeled separately.

degraded
Degraded

Forecast-output takeaway: D +19.3 forecast margin; Democratic win probability 77.8%.

Sources

Based on House forecast pipeline, Official election record ledger, Forecast model output, Simple forecast formula.

Freshness

6 evidence item(s) are stale, old, unknown, or missing timestamps.

Reliability

Premium analysis is degraded because model-generated analysis is unavailable; deterministic forecast output sections remain available.

degraded
AI blocked
Deterministic sections available
  • Democratic win probability: 77.8%
  • Forecast margin: D +19.3 pts
  • Current rating: Lean Dem
  • Unavailable metrics stay unavailable; no zero fallback is applied.
  • Forecast output
Major caveats
  • Model-generated analysis is unavailable, so no AI text is used as evidence.
  • 1 metric(s) are unavailable and are not filled with zero.
  • Some evidence has stale, missing, or unknown freshness labels.

Government records

Government result table

Official 2024, 2022, and configured historical House results are shown before the model details. Fallback rows stay labeled until a certified government source is connected.

Data standard

Unavailable

Government data score

Unavailable

Limited government-link coverage.

FILE
missing confidence
FRESH

Source: Official election record ledger. Last updated: 2026-05-05T00:00:00.000Z.

Missing: Forecast output did not include this value.

Past elections loaded

0

Rows come from official_past_elections_2026.csv when available, with fallback rows labeled.

FILE
low confidence
FRESH

Source: Official election record ledger. Last updated: 2026-05-05T00:00:00.000Z.

Best result authority

Unavailable

MISSING

FILE
missing confidence
FRESH

Source: Official election record ledger. Last updated: 2026-05-05T00:00:00.000Z.

Missing: No past-election rows were available for this district.

Official conflicts flagged

0

Conflicts are emitted when two official sources disagree on a result field.

FILE
medium confidence
FRESH

Source: Official election record ledger. Last updated: 2026-05-05T00:00:00.000Z.

Simple forecast formula

The public formula behind the forecast, with government-backed inputs separated from statistical adjustments.

Forecast output

Certified election baseline

Starts from official past House results where available.

Government

Value

-9.1 pts

FILE
medium confidence
FRESH

Source: Official election record ledger. Last updated: 2026-05-05T00:00:00.000Z.

Incumbency and candidate status

Uses Clerk/state records when configured, otherwise model covariates.

Model input

Value

-6.8 pts

FILE
medium confidence
FRESH

Source: Forecast model output. Last updated: 2026-05-05T00:00:00.000Z.

Polling and environment adjustment

This is the statistical part: polls, national environment, and uncertainty.

Statistical

Value

+2.2 pts

FILE
medium confidence
FRESH

Source: Forecast model output. Last updated: 2026-05-05T00:00:00.000Z.

Forecast margin

Certified baseline plus official context plus statistical adjustment.

Result

Value

D +19.3 pts

FILE
medium confidence
FRESH

Source: Simple forecast formula. Last updated: 2026-05-05T00:00:00.000Z.

NameLocationStatusMetricSource
Certified election baselineStarts from official past House results where available.
Government
-9.1 pts
FILE
medium confidence
FRESH

Source: Official election record ledger. Last updated: 2026-05-05T00:00:00.000Z.

Incumbency and candidate statusUses Clerk/state records when configured, otherwise model covariates.
Model input
-6.8 pts
FILE
medium confidence
FRESH

Source: Forecast model output. Last updated: 2026-05-05T00:00:00.000Z.

Polling and environment adjustmentThis is the statistical part: polls, national environment, and uncertainty.
Statistical
+2.2 pts
FILE
medium confidence
FRESH

Source: Forecast model output. Last updated: 2026-05-05T00:00:00.000Z.

Forecast marginCertified baseline plus official context plus statistical adjustment.
Result
D +19.3 pts
FILE
medium confidence
FRESH

Source: Simple forecast formula. Last updated: 2026-05-05T00:00:00.000Z.

Key Evidence

Highest-signal items first, with source and freshness labels.

4 visible

Democratic win probability

77.8%

FRESH

Calibrated district probability from district_probabilities.csv.

FILE
medium confidence
FRESH

Source: House forecast pipeline. Last updated: 2026-05-05T00:00:00.000Z.

Forecast margin

D +19.3 pts

FRESH

medium confidence

FILE
medium confidence
FRESH

Source: House forecast pipeline. Last updated: 2026-05-05T00:00:00.000Z.

Current rating

Lean Dem

FRESH

medium confidence

FILE
medium confidence
FRESH

Source: House forecast pipeline. Last updated: 2026-05-05T00:00:00.000Z.

Tipping-point rank

215

FRESH

medium confidence

FILE
medium confidence
FRESH

Source: House forecast pipeline. Last updated: 2026-05-05T00:00:00.000Z.

Deep Details

Tables, diagnostics, source metadata, and blocked model sections are collapsed by default.

DetailsDetailed tables and supporting deterministic context.
degraded

Forecast drivers

Point-estimate components and uncertainty from district_probabilities.csv.

Forecast output

Baseline lean

Model component

Driver

Value

-9.1 pts

FILE
medium confidence
FRESH

Source: House forecast pipeline. Last updated: 2026-05-05T00:00:00.000Z.

Incumbency

Model component

Driver

Value

-6.8 pts

FILE
medium confidence
FRESH

Source: House forecast pipeline. Last updated: 2026-05-05T00:00:00.000Z.

State environment

Model component

Driver

Value

+15.4 pts

FILE
medium confidence
FRESH

Source: House forecast pipeline. Last updated: 2026-05-05T00:00:00.000Z.

National environment

Model component

Driver

Value

+16.0 pts

FILE
medium confidence
FRESH

Source: House forecast pipeline. Last updated: 2026-05-05T00:00:00.000Z.

Polling

Polling signal

Driver

Value

+2.2 pts

FILE
medium confidence
STALE

Source: House forecast pipeline. Last updated: 2026-05-05T00:00:00.000Z.

This data is 23 days old.

Total uncertainty

Model component

Driver

Value

16.0 pts

FILE
medium confidence
FRESH

Source: House forecast pipeline. Last updated: 2026-05-05T00:00:00.000Z.

NameLocationStatusMetricSource
Baseline leanModel component
Driver
-9.1 pts
FILE
medium confidence
FRESH

Source: House forecast pipeline. Last updated: 2026-05-05T00:00:00.000Z.

IncumbencyModel component
Driver
-6.8 pts
FILE
medium confidence
FRESH

Source: House forecast pipeline. Last updated: 2026-05-05T00:00:00.000Z.

State environmentModel component
Driver
+15.4 pts
FILE
medium confidence
FRESH

Source: House forecast pipeline. Last updated: 2026-05-05T00:00:00.000Z.

National environmentModel component
Driver
+16.0 pts
FILE
medium confidence
FRESH

Source: House forecast pipeline. Last updated: 2026-05-05T00:00:00.000Z.

PollingPolling signal
Driver
+2.2 pts
FILE
medium confidence
STALE

Source: House forecast pipeline. Last updated: 2026-05-05T00:00:00.000Z.

This data is 23 days old.

Total uncertaintyModel component
Driver
16.0 pts
FILE
medium confidence
FRESH

Source: House forecast pipeline. Last updated: 2026-05-05T00:00:00.000Z.

Why this matters

Government-linked output

This district starts Republican. Incumbency helps Republicans. The state backdrop is helping Democrats. National polling is nudging this seat toward Democrats.

Official record context

Government-linked output

Government data score

Unavailable

Limited government-link coverage.

FILE
missing confidence
FRESH

Source: Official election record ledger. Last updated: 2026-05-05T00:00:00.000Z.

Missing: Forecast output did not include this value.

Past elections loaded

0

Rows come from official_past_elections_2026.csv when available, with fallback rows labeled.

FILE
low confidence
FRESH

Source: Official election record ledger. Last updated: 2026-05-05T00:00:00.000Z.

Best result authority

Unavailable

MISSING

FILE
missing confidence
FRESH

Source: Official election record ledger. Last updated: 2026-05-05T00:00:00.000Z.

Missing: No past-election rows were available for this district.

Official conflicts flagged

0

Conflicts are emitted when two official sources disagree on a result field.

FILE
medium confidence
FRESH

Source: Official election record ledger. Last updated: 2026-05-05T00:00:00.000Z.

Monte Carlo source link

Unavailable

Official snapshot id was not available.

FILE
low confidence
FRESH

Source: Official election record ledger. Last updated: 2026-05-05T00:00:00.000Z.

Polling context

Government-linked output

Direct House polls

0

LOW

FILE
low confidence
STALE

Source: House forecast pipeline. Last updated: 2026-05-05T00:00:00.000Z.

This data is 23 days old.

Polling effect

+2.2 pts

MEDIUM

FILE
medium confidence
STALE

Source: House forecast pipeline. Last updated: 2026-05-05T00:00:00.000Z.

This data is 23 days old.

Latest direct poll source

Unavailable

LOW

FILE
low confidence
STALE

Source: House forecast pipeline. Last updated: 2026-05-05T00:00:00.000Z.

Missing: No direct poll source was available.

This data is 23 days old.

Data DiagnosticsMap placeholder, source freshness, and cache/source caveats.
Details

Data Freshness

Sample data

Last updated: 2026-05-05T00:00:00.000Z

Sources

  • House forecast pipeline (FILE)
  • Official election record ledger (FILE)
  • Forecast model output (FILE)
  • Simple forecast formula (FILE)

Limits

  • No live API calls are used in this prototype.
  • Missing values render as unavailable, never zero.
  • 1 metric(s) are explicitly marked missing.
  • 7 metric(s) carry low or missing confidence.
  • This data is 23 days old.
  • This data is 23 days old.
  • This data is 23 days old.
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Model-generated analysis is unavailable.

Remaining deterministic dashboard sections can still render when their inputs are labeled and usable.

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Grounded preview

Based only on this dashboard, NY-17 House forecast should be read with uncertainty. Democratic win probability: 77.8293002067709 from House forecast pipeline. 1 visible metric(s) are missing and should not be inferred. Some freshness information is stale, old, expired, unknown, or missing. Sources: House forecast pipeline, Official election record ledger, Forecast model output, Simple forecast formula.

Answers will be limited to displayed dashboard data and cited sources; missing, stale, or sample data will be named.

Provider StatusProvider, freshness, and cache status metadata.
ready

FORECAST_OUTPUTS

Available

DEGRADED
Last attempt
2026-05-22T18:13:48.000Z
Last success
2026-05-22T18:13:48.000Z
Latency
Unavailable
Freshness
FRESH
Cache
Not cached
  • 1 metric(s) are unavailable.
  • 6 metric(s) have stale, unknown, or missing freshness.

OPENAI

Model analysis unavailable

UNAVAILABLE
Last attempt
2026-05-22T18:13:48.000Z
Last success
Unavailable
Latency
Unavailable
Freshness
UNKNOWN
Cache
Not cached
  • Deterministic dashboard sections remain available; no model text is generated.

INTERNAL_CACHE

No Premium cache

UNAVAILABLE
Last attempt
2026-05-22T18:13:48.000Z
Last success
Unavailable
Latency
Unavailable
Freshness
UNKNOWN
Cache
Not cached
  • The route renders generated forecast outputs rather than cached provider data.
Cache summary

BYPASS; cached items: 0; stale items: 6.