About & Methodology
How this data is collected, classified, and what it means
Data Sources
All accident data comes from the NTSB Aviation Accident Database (bulk download at data.ntsb.gov). Fleet registration data comes from the FAA Aircraft Registry. The dataset covers 1982-2026 and includes only aircraft flagged as Experimental/Amateur-Built (E-AB) operated as personal aircraft.
Initiator Classification (Wanttaja-Style)
The NTSB assigns "probable cause" to the last link in the accident chain. For example, when an engine fails and the pilot stalls during the forced landing, the NTSB often cites "pilot failure to maintain airspeed" as the cause.
This tool follows Ron Wanttaja's "initiator" methodology — identifying the first major event in the causal chain. In the example above, the initiator is the engine failure, not the subsequent stall. This reframing reveals that mechanical issues are far more significant than raw NTSB data suggests.
Each accident narrative was read and classified by an LLM (Claude), not by pattern matching. The LLM extracts the initiator category, causal chain, pilot decision points, and specific failure modes from each narrative.
Key Metric: Fatal Accident Percentage
The primary comparison metric is fatal accident percentage— when an accident occurs in this aircraft type, how often is it fatal? This avoids the flight-hours data gap (nobody tracks how many hours each homebuilt type flies per year). A type with a high fatal percentage means its accidents are more likely to kill, regardless of how frequently they occur.
Limitations & Caveats
- No per-type flight hours. We cannot calculate true accident rates per 100,000 flight hours. Fatal percentage is a proxy.
- FAA registry undercounts homebuilts by ~25%.Many homebuilts have blank airworthiness codes (Wanttaja's "phantom homebuilts" issue).
- Make/model normalization is imperfect. ~61% of accidents matched to canonical types. The rest are one-off designs.
- Small sample sizes for rare types. Types with fewer than 20 accidents should be interpreted cautiously.
- NTSB narratives vary in detail. Preliminary reports may lack probable cause text.
References
- Ron Wanttaja, "Safety Is No Accident" series, Kitplanes Magazine
- NTSB Safety Study: "The Safety of Experimental Amateur-Built Aircraft" (NTSB/SS-12/01)
- NTSB Bulk Data: data.ntsb.gov/avdata
- FAA Aircraft Registry: faa.gov/licenses_certificates/aircraft_certification/aircraft_registry
Support This Project
We believe safety data should be free and accessible to everyone in the homebuilt aircraft community. This tool will always be free to use.
Every accident narrative in this dataset was individually read and classified — not by pattern matching, but by careful analysis of what actually happened. If this tool helped you make a more informed decision about building or buying an experimental aircraft, consider supporting the project.
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