ThatCarHitMe.com
An Injuria.ai Company
YEAR-OVER-YEAR CRASH REPORT · IOWA, IA · 2023
Purpose: Machine-readable JSON endpoint for AI agents, LLMs, researchers, and programmatic consumers. Returns all underlying crash data and AI-generated commentary without HTML.
Authentication: None required. Public endpoint.
GET: https://thatcarhitme.com/api/crash-data/reports/data/iowa/statewide/2023-annual-report
Yearly Traffic Safety Analysis
1,923 CRASHES IN
IOWA, IA
2023
In Dubuque County, total traffic crashes decreased by 1.8% from 1,959 in 2022 to 1,923 in 2023. While the overall crash volume remained relatively stable, the most significant year-over-year change was a 66.7% reduction in fatalities, which fell from 12 in the prior period to 4 in the current period. Conversely, the total number of injuries saw a slight increase of 3.3%, rising from 552 to 570.
1,923
▼ -1.8%was 1,959
Total Crash Events
4
▼ -66.7%was 12
Persons Killed
570
▲ 3.3%was 552
Persons Injured
4
▼ -55.6%was 9
Fatal Crash Events
Note: "Persons Killed" (4) counts individual fatalities across all crash events. "Fatal" in the severity table below (4) counts crash events where at least one fatality occurred. A single crash can result in multiple fatalities.
Source: Iowa Crash Data · ArcGIS Open Data · 2023-01-01 to 2023-12-31 · Aggregate counts from crash, person, and vehicle records
Trend Summary
The overall trend in traffic crashes shows a slight decline year-over-year, with 36 fewer incidents in 2023 compared to 2022. This represents a 1.8% decrease in total crash volume. Despite the drop in total crashes, the number of people injured increased slightly from 552 to 570, while fatalities decreased substantially from 12 to 4.
Vulnerable Road User Casualties
1
Pedestrians Killed
0
Cyclists Killed
3
Motorists Killed
0
Other Killed
13
Pedestrians Injured
13
Cyclists Injured
542
Motorists Injured
2
Other Injured
Source: Iowa Crash Data · ArcGIS Open Data · 2023-01-01 to 2023-12-31 · Mode classified from person records (driver/passenger → motorist; pedestrian; bicyclist → cyclist; in-line skater / unspecified → other)
When Crashes Happen
The temporal patterns of crashes showed a shift in the peak day of the week, moving from Friday (358 crashes) in 2022 to Thursday (318 crashes) in 2023. The peak hour for collisions remained consistent at 3 p.m. in both periods, though the number of crashes during this hour increased from 160 to 174. Crash volumes during the morning commute, specifically the 7 a.m. hour, saw a notable decrease from 124 incidents in 2022 to 88 in 2023.
Source: Iowa Crash Data · ArcGIS Open Data · 2023-01-01 to 2023-12-31 · Crash date field aggregated by weekday
Source: Iowa Crash Data · ArcGIS Open Data · 2023-01-01 to 2023-12-31 · Crash time field aggregated by hour (0-23)
Crash Severity Breakdown
The severity of crashes shifted year-over-year, with a notable decrease in fatal incidents from 9 in 2022 to 4 in 2023, reducing their share of total crashes from 0.5% to 0.2%. The count of serious injury crashes remained unchanged at 24 for both periods. There was a slight decrease in minor injury crashes (from 164 to 155), while possible injury crashes increased from 286 to 291. The proportion of crashes resulting in no injury remained stable at approximately 75% for both years.
Outcome by Severity (Crash Events)
Source: Iowa Crash Data · ArcGIS Open Data · 2023-01-01 to 2023-12-31 · KABCO injury classification scale
Severity Distribution (Crash Events)
Source: Iowa Crash Data · ArcGIS Open Data · 2023-01-01 to 2023-12-31 · Most severe injury per crash record
Top Contributing Factors
The leading contributing factor in both periods was a vehicle running off the road to the left, though the count of these incidents decreased from 461 in 2022 to 392 in 2023. Collisions involving animals became more frequent, increasing from 218 to 265 incidents and moving from the second to the second-ranked factor. Crashes attributed to running a stop sign increased from 93 to 122, entering the top three factors in 2023. Conversely, incidents involving failure to yield the right-of-way from a stop sign decreased from 99 to 61.
Officer-Reported Primary Contributing Cause
Source: Iowa Crash Data · ArcGIS Open Data · 2023-01-01 to 2023-12-31 · Officer-reported primary contributory cause per crash
Road & Environmental Conditions
Crashes occurred under similar conditions year-over-year, with dry roads and clear weather being the most common circumstances in both periods. However, there was a notable decrease in crashes occurring in rainy conditions, which fell from 118 incidents in 2022 to 71 in 2023. Correspondingly, crashes on wet road surfaces declined from 213 to 174. Incidents in snowy weather saw a slight increase from 102 to 117.
Weather
Source: Iowa Crash Data · ArcGIS Open Data · 2023-01-01 to 2023-12-31 · Weather condition at time of crash
Lighting
Source: Iowa Crash Data · ArcGIS Open Data · 2023-01-01 to 2023-12-31 · Lighting condition field
Road Surface
Source: Iowa Crash Data · ArcGIS Open Data · 2023-01-01 to 2023-12-31 · Road surface condition field
Vehicles & Demographics
The top vehicle makes involved in crashes, including Chevrolet and Ford, remained consistent across both years, with most seeing a slight decrease in counts that mirrors the overall trend. Analysis of persons involved shows a demographic shift, with fewer individuals in the 16-34 age groups involved in crashes in 2023 compared to 2022. Conversely, the number of people in the 65+ age group involved in crashes increased from 558 to 608, and the 45-54 age group saw an increase from 434 to 480.
Top Vehicle Makes (3,331 vehicles)
Source: Iowa Crash Data · ArcGIS Open Data · 2023-01-01 to 2023-12-31 · Vehicle unit records
563 persons with unknown or unrecorded age excluded from age chart.
Sex Distribution (2,997 persons with recorded sex)
Source: Iowa Crash Data · ArcGIS Open Data · 2023-01-01 to 2023-12-31 · Person-level records linked to crash events
Data Sources & Methodology
Primary Data Source
All crash data in this report is sourced from Iowa Crash Data, accessed programmatically via the ArcGIS Open Data API (SODA). This dataset contains official police-reported motor vehicle traffic crash records maintained by the reporting jurisdiction's law enforcement agency. Records are published to the open data portal by the municipality and are subject to the portal's terms of use.
Data Retrieval
- Access method: ArcGIS Open Data API (SoQL queries)
- Data format: Structured JSON via REST API
- Record types queried: Crash events, person records, and vehicle unit records
- Date filter applied: 2023-01-01 through 2023-12-31
- Report generated: September 9, 2026
Data Coverage
- Reporting period: 2023-01-01 through 2023-12-31 (365 days)
- Geographic scope: iowa, IA
- Total crash records analyzed: 1,923
- Total persons involved: 4,400
- Total vehicles involved: 3,331
Analytical Methodology
- Severity classification: Uses the KABCO injury scale (K=Fatal, A=Incapacitating injury, B=Non-incapacitating injury, C=Possible injury, O=No injury/property damage only), the standard classification in U.S. Model Minimum Uniform Crash Criteria (MMUCC). Severity is assigned per crash event based on the most severe injury in that crash. A single fatal crash (K) may involve multiple fatalities; therefore the "Persons Killed" count in the headline KPIs may differ from the "Fatal" crash count in the severity breakdown.
- Contributing factors: Reflect the officer-determined primary contributory cause recorded at the time of the crash report. These are preliminary determinations and may not reflect final investigation findings.
- Hit-and-run classification: Based on the hit-and-run indicator field in the official crash report, as determined by the responding officer at the scene.
- Temporal analysis: Day-of-week and hour-of-day distributions are computed from the crash date/time timestamp in each record.
- Demographics: Age and sex distributions are drawn from person-level records linked to each crash event. A single crash may involve multiple persons.
- Vehicle data: Make information is drawn from vehicle unit records linked to each crash event.
- AI commentary: Narrative sections are generated by Google Gemini (large language model) based on the structured data. Commentary is descriptive, not predictive, and should not be interpreted as expert opinion.
Limitations & Disclaimers
- Only crashes reported to and documented by law enforcement are included. Minor incidents, unreported crashes, and near-misses are not captured in this dataset.
- Data reflects conditions at the time of the initial police report and may be subject to subsequent corrections, reclassifications, or supplements by the reporting agency.
- Open data portal records may experience a publication lag - recently occurring crashes may not yet appear in the dataset at the time of report generation.
- AI-generated commentary is produced by a large language model and is intended to highlight patterns in the data. It does not constitute legal, medical, or professional analysis.
- Percentages are calculated from reported data and are subject to rounding.
Non-Affiliation Disclosure
This report is produced independently by ThatCarHitMe.com (Injuria.ai). It is not affiliated with, endorsed by, or produced in partnership with any law enforcement agency, municipal government, state department of transportation, or the National Highway Traffic Safety Administration (NHTSA). Data is sourced from publicly available government open data portals.
Data License
The underlying crash data is provided under the municipality's Open Data Terms of Use and is made available to the public for unrestricted use. This analysis and report is © 2026 Injuria.ai and may be cited with attribution using the suggested citation below.
Corrections & Feedback
If you believe any data in this report is inaccurate or have questions about our methodology, please contact: data@injuria.ai. We are committed to accuracy and will issue corrections promptly.
Suggested Citation
ThatCarHitMe.com (Injuria.ai). "iowa, IA Crash Intelligence Report: 2023." Published September 9, 2026. Reporting period: 2023-01-01 to 2023-12-31. Data source: Iowa Crash Data, ArcGIS Open Data. Available at: https://thatcarhitme.com/crash-data/iowa/statewide/2023-annual-report
About the Publisher
ThatCarHitMe.com is a crash data intelligence platform developed by Injuria.ai, a legal technology company specializing in traffic safety analytics. We aggregate and analyze publicly available government crash data to produce structured intelligence reports for communities, researchers, journalists, and legal professionals. Our reports combine programmatic data retrieval from official open data portals with AI-assisted narrative analysis.
Questions about this report's data or methodology: data@injuria.ai
ThatCarHitMe.com · An Injuria.ai Company
ThatCarHitMe.com
An Injuria.ai Company
Crash Data Intelligence
Data: Iowa Crash Data · ArcGIS
Period: 2023-01-01 – 2023-12-31
Generated: September 9, 2026 · All rights reserved