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Edit: My concern is different from How you can interpret a QQ plot because I'm inquiring details concerning this certain condition of residual QQ plot, not about all designs.
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Figure three.twelve: QQ-plots and density curves of four simulated distributions with diverse styles. Heavy-tailed residual distributions can be problematic for our versions since the variation is greater than what the conventional distribution can account for and our solutions might beneath-estimate the variability in the outcomes.
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Eventually, to assist you calibrate expectations for information that are literally Typically dispersed, two knowledge sets simulated from ordinary distributions are shown in Figure three.thirteen. Observe how neither follows the road just but that the overall pattern matches pretty effectively. It's important to allow for for many variation from the road in actual info sets and concentrate on when there are actually recognizable troubles during the distribution in the residuals which include Those people shown earlier mentioned.
There are several distributions which have been symmetrical and possess fatter tails than the conventional. I would often start by taking a look at $t$-distributions, as they are very well recognized, and you will modify the tail 'fatness' by modulating the degrees of flexibility parameter. Your case in point is notable in that the middle is incredibly straight, as well as the ends can also be pretty straight and about parallel to one another, with pretty sharp corners in between.
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