Neudata Alternative Data Summit · NYC 2026

Powered bySpotCrime.com

CrimeCaster

Crime data as a market signal.

Real-time crime intelligence for asset managers, REITs, and macro traders. Built on SpotCrime — the largest aggregator of US crime incident data, sourcing from 2,000+ police departments.

272M+ records since 20082,000+ sourcesDaily updatesNationwide US coverage

The signal

One of the most underutilized alternative datasets in finance.

2,000+ police sources

Direct feeds from departments and sheriff's offices, updated daily.

Hyperlocal precision

Incident type, location, timestamp — down to the block.

Dual use

Leading indicator for alpha; risk flag for loss prevention.

Alpha generation

Crime drop is a gentrification signal — before it's priced in.

Declining crime in a ZIP code precedes rising property values by roughly 6–18 months. Smart money tracks the inflection early — before cap-rate compression is visible in comps.

Crime indexProperty valueIllustrative
Q1 2022Q3 2022Q1 2023Q3 20232024Crime inflectsValues follow~6–9 mo lag
Fig. 1 · Crime index vs. property value, illustrative.

Backtest data available under NDA.

REIT site selection
Multifamily acquisitions
Urban development bets

Risk management

Rising crime is the early warning nobody is watching.

Rising crime drives retail flight, tenant default risk, and cap-rate compression — often 9–12 months before it shows up in earnings calls or stress-test models.

Crime spike detected

CrimeCaster API flags corridor.

Foot traffic drops

–22% in 60 days.

Anchor tenant threatens exit

Lease renegotiation risk rises.

Retail flight accelerates

Vacancy rate climbs.

Cap-rate expansion / value erosion

NOI impacted before comps catch up.

Loan underwriting

Flag collateral risk in commercial portfolios before default.

CRE stress testing

Model tenant default risk by micro-location crime trajectory.

Insurance pricing

Crime-adjusted underwriting for commercial and residential.

The regime change

Violence collapsed in 2024–2025. Nobody is pricing it.

U.S. homicides fell ~15% in 2024 and an estimated ~20% in 2025 — plausibly the lowest murder rate on record. Neither political side benefits from the story, so there is no narrative champion. That is the alpha.

U.S. homicides, 2024
−15%
U.S. homicides, 2025 (est.)
−20%
Fewer murders vs. 2020–2021
~12,000
2024 violent crime rate
Lowest since 1969

It is not one or two cities

Philadelphia

Fewest murders since 1969

−40%

Baltimore

Fewest since 1965

−40% vs. 2019

Chicago

587 → 417 (2024→2025)

−29%

Los Angeles

Fewest since 1966

−26% gun homicides

Birmingham

Single-year collapse

−49%

New York

Shooting victims & incidents

Record low

The trend is global — England & Wales, London, Mexico, Central America (−58% over a decade), South America (−22.6%). Any single-country explanation is incomplete.

Full analysis: spotcrime.io/blog/why-has-violence-fallen-off-a-cliff

The data

Powered by SpotCrime.

CrimeCaster is the institutional data product of SpotCrime.com — the consumer crime-mapping platform serving the public since 2007. Same data, built for a different desk.

SpotCrime has aggregated US crime incident data continuously since 2008 — a corpus of 272M+ records sourced directly from 2,000+ police departments and sheriff's offices, updated daily. That depth is the moat: 18 years of consistent, geocoded incident history means signals can be backtested across full market cycles, not just the post-2020 anomaly.

Records since 2008
272M+
Normalized & scored incidents
50M+
Police sources
2,000+
Update cadence
Daily
Coverage
Nationwide US

Incident types covered

AssaultBurglaryRobberyShootingVandalismTheftArson

API access via spotcrime.io.

Provenance & compliance

Clean data, by design.

Every record originates from official police department and sheriff's office feeds — public records, with the source URL attached to each incident. No scraped consumer data, no PII, no MNPI exposure, no web-scraping gray areas. CrimeCaster is one of the few alternative datasets that passes compliance review without caveats. Provenance documentation available for diligence.

The product

CrimeCaster API.

A scored REST API delivering normalized crime intelligence — ready for quant models, risk systems, and data workflows.

Live endpoint

# GET /crimes.json — recent incidents near a point
GET https://api.spotcrime.com/crimes.json
  ?lat=39.4143
  &lon=-76.6019
  &radius=0.01    # decimal degrees (~0.7 mi)
  &key=***

Planned v1 (cursor pagination, ISO timestamps)

GET https://api.spotcrime.com/v1/incidents
  ?lat=40.7580
  &lon=-73.9855
  &radius_mi=0.5
  &types=shooting,robbery
  &start=2026-03-01T00:00:00Z
  &limit=100

# Response (excerpt)
{
  "incidents": [
    { "id": "285636408", "type": "assault",
      "occurred_at": "2026-06-02T21:17:00-04:00",
      "address": "15600 BLK OLD COLUMBIA PIKE",
      "lat": 39.11131, "lon": -76.932 }
  ],
  "next_cursor": "eyJvIjoxMjM0NX0"
}

Query by lat/lon, radius, date, and type

Precise geographic and temporal targeting.

Normalized crime density index (0–100)

Scored and comparable across markets.

Bulk delivery

S3, SFTP, or Snowflake data share — your pipeline, your terms.

Trial access for qualified institutions

Sample dataset and API credentials on request.

Full reference: spotcrime.io/api/docs

Live feed sample

30,000+ geocoded incidents daily.

Every incident is classified, geocoded to lat/lon, and linked to its original source URL. An additional breaking-news layer surfaces roughly 1% more reports in real time, before they appear in official police feeds.

SpotCrime daily feed sample — 30,247 geocoded incidents with a data table showing crime type, severity, source URL, and a breaking-news layer.
  • 100% geocoded
  • Crime classified
  • Source URL provided
  • Breaking-news layer

Sandbox access

Test before you commit.

CrimeCaster data is available as a free trial on both Snowflake Marketplace and AWS Data Exchange — spin up a sandbox in minutes, no contract required.

Snowflake Marketplace

Trial listing · zero-copy data share

  • Instant trial access; no ETL, no pipeline setup.
  • Zero-copy sharing: data lives in your Snowflake account.
  • Query CrimeCaster density scores directly in SQL.
  • Upgrade to full subscription with one click.
aws

AWS Data Exchange

Free trial subscription · AWS Marketplace

  • Free trial subscription; cancel anytime.
  • Data delivered to S3 or Amazon Redshift.
  • Plug directly into existing AWS analytics workflows.
  • 300+ alternative-data providers already on the exchange.

Both sandboxes include 90 days of historical incident data across a sample geography. Contact us to specify your target market.

Get access

Request a data sample.

Available to qualified institutions. Reach out for a trial dataset, API credentials, or a custom data delivery.

Request data sample

Presented at Neudata Alternative Data Summit, NYC 2026.