…it is comparatively easy to make computers exhibit adult level performance on intelligence tests or playing checkers, and difficult or impossible to give them the skills of a one-year-old when it comes to perception and mobility.
Archives For Uncertainty
When you look at the safety performance of industries which have a consistent focus on safety as part of the social permit, nuclear or aviation are the canonical examples, you see that over time increases in safety tend to plateau out. This looks like some form of a learning curve, but what’s the mechanism, or mechanisms that actually drives this process? I believe there are two factors at play here, firstly the increasing marginal cost of improvement and secondly the problem of learning from events that we are trying to prevent.
Increasing marginal cost is simply an economist’s way of stating that it will cost more to achieve that next increment in performance. For example, airbags are more expensive than seat-belts by roughly an order of magnitude (based on replacement costs) however airbags only deliver 8% reduced mortality when used in conjunction with seat belts, see Crandall (2001). As a result the next increment in safety takes longer and costs more (1).
The learning factor is in someways like an informational version of the marginal cost rule. As we reduce accident rates accidents become rarer. Now one of the traditional ways in which safety improvements occur is through studying accidents when they occur and then to eliminate or mitigate identified causal factors. Obviously as the accident rate decreases this likewise the opportunity for improvement also decreases. When accidents do occur we have a further problem because (definitionally) the cause of the accident will comprise a highly unlikely combination of factors that are needed to defeat the existing safety measures. Corrective actions for such rare combination of events therefore are highly specific to that event’s context and conversely will have far less universal applicability. For example the lessons of metal fatigue learned from the Comet airliner disaster has had universal applicability to all aircraft designs ever since. But the QF-72 automation upset off Learmouth? Well those lessons, relating to the specific fault tolerance architecture of the A330, are much harder to generalise and therefore have less epistemic strength.
In summary not only does it cost more with each increasing increment of safety but our opportunity to learn through accidents is steadily reduced as their arrival rate and individual epistemic value (2) reduce.
1. In some circumstances we may also introduce other risks, see for example the death and severe injury caused to small children from air bag deployments.
2. In a Popperian sense.
1. Crandall, C.S., Olson, L.M., P. Sklar, D.P., Mortality Reduction with Air Bag and Seat Belt Use in Head-on Passenger Car Collisions, American Journal of Epidemiology, Volume 153, Issue 3, 1 February 2001, Pages 219–224, https://doi.org/10.1093/aje/153.3.219.
Safety cases and that room full of monkeys
Back in 1943, the French mathematician Émile Borel published a book titled Les probabilités et la vie, in which he stated what has come to be called Borel’s law which can be paraphrased as, “Events with a sufficiently small probability never occur.” Continue Reading…
Once more with feeling
Sonar vessels searching for Malaysia Airlines Flight MH370 in the southern Indian Ocean may have missed the jet, the ATSB’s Chief Commissioner Martin Dolan has told News Online. he went on to point out the uncertainties involved, the difficulty of terrain that could mask the signature of wreckage and that therefore problematic areas would need to be re-surveyed. Despite all that the Commissioner was confident that the wreckage site would be found by June. Me I’m not so sure.
A tale of another two reactors
There’s been much debate over the years as whether various tolerance of risk approaches actually satisfy the legal principle of reasonable practicability. But there hasn’t to my mind been much consideration of the value of simply adopting the legalistic approach in situations when we have a high degree of uncertainty regarding the likelihood of adverse events. In such circumstances basing our decisions upon what can turn out to be very unreliable estimates of risk can have extremely unfortunate consequences. Continue Reading…
Bayes and the search for MH370
We are now approximately 60% of the way through searching the MH370 search area, and so far nothing. Which is unfortunate because as the search goes on the cost continues to go up for the taxpayer (and yes I am one of those). What’s more unfortunate, and not a little annoying, is that that through all this the ATSB continues to stonily ignore the use of a powerful search technique that’s been used to find everything from lost nuclear submarines to the wreckage of passenger aircraft. Continue Reading…