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CRASH INTELLIGENCE REPORT · HAMILTON, OH · 2021
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/ohio/hamilton/2021-annual-report
Yearly Traffic Safety Analysis
2,387 CRASHES IN
HAMILTON, OH
2021
In Hamilton, Ohio, during 2021, there were 2,387 total crashes resulting in 9 fatalities and 855 injuries. A notable finding is that 24.8% of all crashes, totaling 592 incidents, were identified as hit-and-run events.
2,387
Total Crash Events
9
Persons Killed
855
Persons Injured
24.8%
Hit-and-Run Rate
Note: "Persons Killed" (9) counts individual fatalities across all crash events. "Fatal" in the severity table below (8) counts crash events where at least one fatality occurred. A single crash can result in multiple fatalities.
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Aggregate counts from crash, person, and vehicle records
592
Hit-and-Run Crashes — 2021
Hit-and-run incidents constituted 592 of the 2,387 total crashes in 2021, representing 24.8% of all reported collisions. This status is based on the initial determination made by the responding officer at the scene.
Vulnerable Road User Casualties
Motorists represented the largest group of those injured, with 832 individuals, and also accounted for 5 fatalities. Pedestrians experienced 4 fatalities and 23 injuries. Cyclists had no reported fatalities or injuries during this period.
4
Pedestrians Killed
5
Motorists Killed
23
Pedestrians Injured
832
Motorists Injured
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Mode classified from person records (driver/passenger → motorist; pedestrian; bicyclist → cyclist; in-line skater / unspecified → other)
When Crashes Happen
Crashes in Hamilton peaked on Thursdays with 372 incidents, and the peak hour for crashes was 4 PM, recording 198 events. A majority of crashes occurred during daylight hours, accounting for 1,563 incidents, while 644 crashes occurred in dark conditions (lighted or unlighted roadways).
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Crash date field aggregated by weekday
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Crash time field aggregated by hour (0-23)
Crash Severity Breakdown
Of the 2,387 crashes, 73.9% (1,763 crashes) resulted in no reported injuries, indicating property-damage-only incidents. Injury-causing crashes, encompassing serious, minor, and possible injuries, accounted for 25.8% of all crashes. There were 8 fatal crashes, which led to 9 total fatalities, highlighting that a single crash can result in multiple deaths.
Severity is per crash event (most severe injury). 8 fatal crash events resulted in 9 persons killed.
Outcome by Severity (Crash Events)
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · KABCO injury classification scale
Severity Distribution (Crash Events)
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Most severe injury per crash record
Road & Environmental Conditions
The majority of crashes occurred under favorable environmental conditions, with 57.8% happening in clear weather, 74.3% on dry road surfaces, and 65.5% during daylight. Adverse conditions were present in a smaller proportion of crashes, with approximately 14.1% occurring in rain or snow, 24.1% on wet or icy roads, and 27% in dark conditions.
Weather
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Weather condition at time of crash
Lighting
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Lighting condition field
Road Surface
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Road surface condition field
Vehicles & Demographics
The age group 26-34 was most frequently involved in crashes, accounting for 812 persons, followed by the 35-44 age group with 726 persons. Among the 4,615 vehicles involved, Chevrolet (722), Ford (645), and Toyota (402) were the most frequently reported vehicle makes.
Top Vehicle Makes (4,615 vehicles)
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Vehicle unit records
566 persons with unknown or unrecorded age excluded from age chart.
Sex Distribution (5,037 persons with recorded sex)
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Person-level records linked to crash events
Crash Location (First Harmful Event)
The vast majority of crashes, 2,093 incidents, occurred directly on the roadway. Crashes occurring off the main travel lanes, including on the roadside, shoulder, or in the median, collectively accounted for 177 incidents, representing 7.4% of all reported crash locations.
Crash Location (First Harmful Event)
"Other" combines 4 smaller categories (15 records): On ramp (6), Off ramp (4), In Median (4), Railway grade crossing (1).
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Crash-level records
Traffic Control Device
The most frequent traffic control condition at crash locations was 'No Control,' accounting for 61.1% of all reported traffic control instances. Signalized intersections were associated with 29.5% of incidents, while uncontrolled locations (no control, stop sign, or yield sign) collectively represented 69.7% of all traffic control instances.
Traffic Control Device
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Vehicle unit records
Driver Contributing Factor
Among the reported contributing factors, 'Other Improper Action' was the most common with 602 occurrences, followed by 'Following too Close / ACDA' with 546 occurrences. 'Failure to Yield' was also a significant factor, contributing to 366 incidents.
Driver Contributing Factor
Showing top 9 of 22 reported. 13 additional (235 total) not shown: Left of Center, Improper Turn, Unsafe Speed, Improper Passing, Swerving to Avoid, Improper Crossing, Operating Defective Equipment, Improper Start From a Parked Position, Wrong Way, Load shifting/Falling/Spilling, Opening Door into Roadway, Lying in Roadway, Stopped or Parked Illegally.
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Vehicle unit records
Commercial / Truck Involvement
A total of 164 commercial truck involvements were recorded, representing 6.9% of all crashes. These involvements were split between 'Other Commercial Vehicle' (84) and 'Semi-Tractor Trailer' (80).
Vulnerable Road Users & Motorcycles
Crashes involving vulnerable road users or motorcycles totaled 72 involvements, representing 3.0% of all crashes. Pedestrians and bicyclists combined accounted for 41 involvements, with 30 pedestrians and 11 bicyclists.
Animal-Involved Crashes
There were 67 animal-strike involvements, constituting 2.8% of all crashes. The overwhelming majority of these incidents, 66, involved deer, with only 1 involving another animal type.
Impairment (Alcohol / Drugs)
Impaired driving was a factor in 113 crashes, accounting for 4.7% of all incidents. Alcohol impairment was cited in 84 crashes, drug impairment in 20 crashes, and a combination of alcohol and drugs in 9 crashes.
Driver Condition
Abnormal driver conditions were reported in 128 instances, representing 3.4% of all drivers involved in crashes. The most common abnormal condition was 'Under the Influence of Medications / Drugs / Alcohol' with 86 instances, followed by drivers who 'Fell Asleep; Fainted; Fatigued; etc.' in 17 instances.
Driver Condition
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Person-level records linked to crash events
Driver Distraction
Driver distraction was identified in 94 instances, representing 2.5% of all drivers. The most frequent distractions included 'Other distraction inside the vehicle' (40) and 'Other distraction outside the vehicle' (18). Electronic device use, both manual and hands-free, accounted for 28 instances of distraction.
Driver Distraction
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Person-level records linked to crash events
Road Alignment
Road alignment data shows that 6.5% of crash locations were on curves, while 16.5% occurred on a grade (either straight or curved). The majority of crashes, 1,927, happened on straight, level roadways.
Road Alignment
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Crash-level records
Pre-Crash Driver Action
Prior to crashes, 'Straight Ahead' was the most common driver action, accounting for 2,218 instances or 49.6% of reported actions. 'Slowing or Stopped In Traffic' was the second most frequent action with 688 instances, followed by 'Parked' vehicles involved in 556 incidents.
Pre-Crash Driver Action
Showing top 9 of 17 reported. 8 additional (128 total) not shown: Overtaking/Passing, Entering Traffic Lane, Walking; Running; Jogging; Playing, Leaving Traffic Lane, Driverless, Making U-Turn, Entering or Crossing Specified Location, Approaching or Leaving Vehicle.
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Vehicle unit records
Manner of Collision
The most frequent manner of collision was 'Not Collision Between Two Vehicles in Transport,' accounting for 28.9% of crashes with 689 incidents. Angle collisions were the second most common, making up 26.4% (631 crashes), followed closely by rear-end collisions at 23.3% (555 crashes).
Manner of Collision
"Other" combines 2 smaller categories (61 records): Sideswipe; opposite direction (47), Rear-to-rear (14).
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Crash-level records
Vehicle Type
Passenger cars were the most common vehicle type involved, accounting for 2,148 vehicles or 50.8% of all non-unknown vehicle involvements. Commercial vehicles, including semi-tractors, cargo vans, single unit trucks, and buses, collectively comprised 222 involvements, representing 5.2% of all vehicles.
Vehicle Type
"Other" combines 13 smaller categories (202 records): Single Unit Truck (59), Motorcycle 2 Wheeled (34), Pedestrian/Skater (32), Van (9-15 Seats) (19), Bus (16+ Passengers) (18), Other Vehicle (16), Bicycle (11), Heavy Equipment (5), Motorhome (3), Autocycle (2), Moped or Motorized Bicycle (1), Other Non-Motorist (1), Golf Cart (1).
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Vehicle unit records
Person Type
Drivers constituted the largest group of individuals involved in crashes, totaling 3,817 persons or 68.8% of all persons. Occupants accounted for 1,702 persons (30.7%), while pedestrians represented 32 persons (0.6%).
Person Type
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Crash-level records
Person Injury Severity
Among all persons involved in crashes, 9 individuals sustained fatal injuries, representing 0.16% of the total. A total of 855 persons sustained injuries (serious, minor, or possible), accounting for 15.4% of all persons involved.
Person Injury Severity
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Crash-level records
Occupant Safety Equipment
Safety equipment usage data indicates that 'Shoulder and Lap Belt Used' was reported for 4,340 participants. However, 258 participants were reported as using 'None Used', representing 5.3% of those for whom safety equipment use was specified.
Occupant Safety Equipment
"Other" combines 3 smaller categories (11 records): Shoulder Belt Only Used (6), Lap Belt Only Used (4), Lighting - Pedestrian / Bicycle Only (1).
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Person-level records linked to crash events
Vehicles Per Crash
The majority of crashes involved two vehicles, totaling 1,785 incidents. Single-vehicle crashes accounted for 399 incidents, representing 16.7% of all crashes. There were also 30 multi-vehicle crashes involving four or more vehicles.
Vehicles Per Crash
Source: Ohio Crash Data (ODOT TIMS) · Csv Open Data · 2021-01-01 to 2021-12-31 · Crash-level records
Data Sources & Methodology
Primary Data Source
All crash data in this report is sourced from Ohio Crash Data (ODOT TIMS), accessed programmatically via the Csv 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: Csv 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: 2021-01-01 through 2021-12-31
- Report generated: July 6, 2026
Data Coverage
- Reporting period: 2021-01-01 through 2021-12-31 (365 days)
- Geographic scope: Hamilton, OH
- Total crash records analyzed: 2,387
- Total persons involved: 5,551
- Total vehicles involved: 4,615
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). "Hamilton, OH Crash Intelligence Report: 2021." Published July 6, 2026. Reporting period: 2021-01-01 to 2021-12-31. Data source: Ohio Crash Data (ODOT TIMS), Csv Open Data. Available at: https://thatcarhitme.com/crash-data/ohio/hamilton/2021-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: Ohio Crash Data (ODOT TIMS) · Csv
Period: 2021-01-01 – 2021-12-31
Generated: July 6, 2026 · All rights reserved