I’d be embarrassed to call myself a scientist if I didn’t know how to at least script basic shit and effortlessly reproduce data analyses. The bar for entry into every single stage of academic science is too fucking low. 95% of this literature is irreproducible shit, in part because fuckwits don’t know how to code. Scientists don’t need to be software engineers, but yes, they need to be able to program. It wasn’t this way 20 years ago, but it most certainly is nowadays.