Your bank is scoring you by machine, so is your insurance company, and loan companies, are their algorithms 100% open and publicly available? No. Because they are secret metrics. Your bank knows more about you than you know, and so do the loan companies, I know, I used to work there. The datasets the loan companies have are insane, I could see if you are in financial distress or not, the value of your house, whether you were a “complainer” or not, your favourite music, whether you’re a foodie or not, and heaps, heaps more, I think 250 attributes on each person in the USA at one company.
What difference does it make if some metrics are collected by machine and not fuzzy, vague, human intuition? I think it’s an improvement.
Yes the metrics inform the seniors decisions partially like I said above, and yes they are taken with a grain of salt, like I said above, they are inputs for deeper investigation, that’s it.
Here’s an example that happened just the other day: I noticed heaps of CICD failures for one dev and I reached out to him. He told me he couldn’t easily run the test suite, so I spent an hour peer coding with him and showed him how to use VSCodes debugger.
1 day later he called me up and told me that “using the debugger was a life changer” and he was thrilled to be working so quickly, the faster feedback cycle from code->debug had restored his enthusiasm for work.