Failure Model

Status: first chart live (BMW 3 Series). Predictive model in progress.

Each new 3 Series generation fails its MOT less often than the last

MOT fail rate by vehicle age, split by generation. At the same age, each newer generation fails less often: at 13 years old, the E46 fails about 43% of tests, the E90 about 31% and the F30 about 26%.

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How to read it

Each point is the share of first MOT tests at that age that ended in a fail. The shaded band is the 95% confidence interval: wide bands mean few tests, so treat those points with caution. Click a generation in the legend to hide or show it. The E30 and older group starts hidden because its samples are small.

Why it's harder than it looks

Method