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Re:Data science tips and tricks from the developer community by arcanus on Tuesday September 05, 2017 @10:15AM (#15175371)
^ this.

I cannot describe how many times I've been shown results and when asking how to reproduce them, after several notes (and sometimes complaints to higher ups) I eventually get a series of command line arguments or a barely functioning R-script.

These conclusions are too important to be so sloppily produced. We need verification, validation and uncertainty quantification for any result provided to decision makers.

Re:Data science tips and tricks from the developer community by cjslep on Tuesday September 05, 2017 @11:54AM (#15176417)
Learning uncertainty propagation in engineering statistics was one of those concepts that seemed to be immediately useful and have far more implications than any textbooks emphasized.

I was very happy to have that background when I took part developing statistical models used for wind hazard analysis on nuclear powerplants in my first job out of college.

Re:Data science tips and tricks from the developer community by joe_the_user on Tuesday September 05, 2017 @12:27PM (#15176705)
To put it cynically, if you other people can reproduce your results, you might not be demonstrating that you are x10 more productive than them.

Which is to say I think starting with the idea that you're aim for x10 is pernicious and tends to create dysfunctional teams. The claim some developers in some circumstances are ten time more productive than others may or may not be true but software development needs processes whose goal is to help an entire team rather than helping an individual to that "level".

Re:Data science tips and tricks from the developer community by cheez on Tuesday September 05, 2017 @12:34PM (#15176778)
This is why the only time I use 10x is "your team will become 10x more productive."
Re:Data science tips and tricks from the developer community by webnrrd2k on Tuesday September 05, 2017 @12:38PM (#15176809)
Yes, it's better to have an x10 team, rather than an x10 developer.

Developers should strive to better themselves, but it's important not to fool yourself, too. Having a strong team is almost always better from a business point of view.

Re:Data science tips and tricks from the developer community by mdekkers on Wednesday September 06, 2017 @04:58AM (#15182160)
Indeed. I have seen several teams with a bunch of (self-styled) "10x" devs, and found that the productivity and quality of the team decreases in direct proportion to the amount of "10x" devs on the team.

I shun "rockstar" and "10x" (and whatever other bullshit moniker they will come up with next) team members. Give me a group of smart people that gel well together, and are highly self-confident without egos getting into the way, and we can move mountains.