Risk by experience
A popular idea in general aviation is that pilots are most dangerous in a specific early window of their flying career. It's an intuitive story — but the way it's usually shown is statistically broken. Here's the honest version.
Step 1 — the raw counts
Fatal fixed-wing Part 91 accidents (2008–present) by pilot total flight hours, 3,001 with hours on record:
Step 2 — why this chart lies
Read naively, it looks like experienced pilots are the dangerous ones — they have the most accidents. But this counts accidents, not risk. High-time pilots fly vastly more hours than low-time pilots, so they accumulate more accidents simply by being in the air more. To measure risk you have to divide by exposure.
Step 3 — what the rate actually is
The aviation-safety community does compute the rate properly at the industry level. The AOPA Air Safety Institute's AOPA Air Safety Institute divides fatal accidents by total estimated flight hours each year. As published by AOPA for non-commercial fixed-wing GA:
Per 100,000 flight hours. Figures are as published by AOPA ASI and reflect their scope (non-commercial fixed-wing GA) and methodology. Shown here as cited industry context, not recomputed by this site. Total-hours figures from the same report where reported. Source: AOPA Air Safety Institute — Richard G. McSpadden Report (35th edition, 2023 data; formerly the Joseph T. Nall Report).
The takeaway: GA's fatal rate has run roughly 0.8–1.0 per 100,000 hours and fell to a reported 0.65 in 2023 — a record low. But notice this is an industry-wide rate. It still doesn't answer our question, because it isn't broken out by pilot experience.
Step 4 — the experience-band rate (the hard, honest part)
Here's the catch, and it's the whole reason the "danger window" debate never gets settled: no public dataset reports flight hours by pilot experience. The FAA's General Aviation Activity Survey samples aircraft, not pilots — so it tells you how many hours Cessna 172s flew, but not how many hours were flown by pilots with 100 vs. 5,000 hours. The denominator we'd need simply isn't published off the shelf.
That gap is exactly why the popular charts mislead: they show accident counts by experience (which we have) without the matching exposure (which no one publishes). The researchers who tackled it properly had to model the exposure — and when they did, they found the elevated-risk period is real but extends well beyond the folk-wisdom window, not a tidy 50–350 hours (see the 2013 study "The 'killing zone' revisited", Accident Analysis & Prevention, and FAA report DOT/FAA/AM-15/03).
When Knecht modeled the exposure properly, the headline was sobering: the danger isn't a tidy early window that you graduate out of. Risk stays elevated well past 1,000 and even 2,000 hours — the zone is real, but it is broader than the folk-wisdom 50–350-hour story, and experienced pilots are not as safe as the popular curve implies. The shape of the risk changes with time more than the level does.
Step 5 — what actually changes with experience
We can't publish an honest per-hour rate by experience without a denominator no one publishes. But there's a question we can answer from the data alone, no exposure needed: among fatal accidents, does the mix of causes shift as pilots gain hours? It does — and the shift is the practical lesson the raw curve hides.
Share of fatal GA accidents within each experience band, by primary cause (top four shown). Bars scaled to a 25% reference. Source: NTSB aviation accident database, this site's dataset.
Two things stand out. VFR-into-IMC falls steadily with experience — from about 17–20% of fatal accidents below 500 hours down to ~12% past 3,000 — the one mistake pilots genuinely do learn to avoid. But loss of control doesn't budge: it's the leading killer at every experience level, ~20–23% throughout. And at the high end, low-altitude maneuvering climbs back into the top causes — the confident, capable pilot flying low and slow, not the nervous beginner in the clouds. More hours change which mistake is most likely to kill you. They don't make you immune.