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It seems like unjustifiable hubris to assume that I'm significantly less susceptible to human error than the average person that decides to become a pilot.
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I think you can take steps to inoculate yourself to some extent.

My father subscribed to a newsletter that summarized NTSB general aviation mishap reports when he got his Private Pilot license back in the late 80s. I read them too and was astonished at how many mishaps were very bad judgement calls made by pilots-- flying when the weather wasn't fit, not checking fuel levels, flying after having experienced engine trouble, etc.

I think it should be required reading for every new pilot.

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If you're even thinking about the danger, it's absolutely justifiable to believe you're above the average already. The average person has zero regard for their own safety; governments have to literally force people to wear seatbelts in cars or helmets on motorcycles because they won't do it without threat of financial penalty.
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Indeed most of them wont do it without threat

OTOH, there are those, particularly those who actually get training and practice in the high-performance zone, who realize the physics of the situation, and feel positively naked driving out without a seatbelt/harness, or helmet where appropriate.

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Too many people read "human error" as "human preventable" rather than "a thing you will also do because you are human"
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Typically, in places like NTSB reports (or GA - private aviation - accidents in general), it often is human preventable. But the thing is different people have very different tolerance limits.

Pilot A might skip flying if the weather looks bad. Pilot B might go "well the storm's actually only at x location on my route, I'll fly around it". Pilot C might insist on more fuel but take the flight.

I'm not pretending it's possible to avoid (all) accidents with enough care - but if you look at NTSB stats, a vast majority of accidents were things that were quite easily avoidable.

Getting an instrument rating, flying in a plane with a weather radar that can go high (pressurized, beyond 40,000 feet or whereabouts), having another spare pilot and spare engine, and following the "big boy" scheduled airline (part 121) protocols and rules and minimums will almost certainly help avoid 50%+ (very conservatively) of GA accidents causes.

Yes, you still need to be careful and not fall victim to things like Get-there-itis (which pushes pilots to fly when they shouldn't because they want to get there). However... it's a swiss cheese model of accident avoidance. Remove as many factors from your side as you can, do your checklists, IMSAFE etc, and you're very likely to be (physically) okay.

Oh, and get a Cirrus with a parachute while we're at it. They've got auto land on their new planes too iirc.

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I think it's important to multiply "likelihood of the human making a mistake" by "how many times the human must avoid a mistake". If your hobby presents 100 avoidable-but-life-threatening mistakes an hour, it's a dangerous hobby.
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Driving a car presents 100 avoidable-but-life-threatening-potential-mistakes an hour. I'm personally exceptionally risk-averse and avoid cars for that reason, but I don't think that level of risk aversion necessarily needs to be typical. It's certainly worth pointing out that a safety-conscious person can significantly reduce the risk of a given activity, even if they can't eliminate it completely. And, to be honest, I'd rather encourage risk-aware pilots to take up the hobby! Airliner pilots have to come from somewhere, and I'd prefer if my airline pilot was one who considered the risks of flying and did it anyways rather than having an airline pilot who is totally reckless and simply doesn't care about risks.
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