I trained as a physicist. So studying photonic crystals? Um, yeah, lots mats. What's found numerical programming in the way on a lot of problem solving. Um, and then I finished up my age today, and I looked around the stocks to do, um, my field heard mature somewhat while I was doing that while I was finishing my PhD on. So the most exciting postdocs I would have to change field or I could continue in a in a field That didn't seem like it was exciting. Why not join it? Um, so I started. I started looking around out there on at the time of 2012 that science was emerging as a at an exciting new field. Um, and so I spent quite a while teaching myself the basics of along the way. I was very happy to discover that the final year PhD was spent tackling a problem that was also a current problem in satisfying, um, so there, with, um, direct transitions across Very well, um, Andi, how I actually got into that science was, uh, extra coincidences. On top of that, I during the day. Actually, I did some training on entrepreneurship. Um, on and after I finished a I founded a start up, um, out of an incubator on. And I learned a huge amount about, um, about growing businesses there in three months in a, uh, which became extremely relevant when I came to applying data science in the

um, so in my job at Mozilla, I'm tryingto work out how to build a better product for, argues Andi on. People have got ideas about what makes a better product on. I'm trying to look for evidence for those ideas. Evidence against those ideas, evidence for new ideas. I'm from the data. So yeah, it's intensive work hours. It I'm a standard work week of 40 hours a week on At the moment, it's very much from home. Um, on the no normal circumstances, I go into the office every day, but around about 40% of my colleagues where cream Italy and a lot more flexible on top of that.

Piper. Um, person is my main language for getting anything done. So, more specifically, lots of pandas handles is, like job. So much easier on Be safer in terms of in terms of programming errors. Uh, Matt, partly that the fact they're forgetting. Gather out of data baiters sequel. Try toe. I usually just travel you sequel to cut down the amount of data into something that will fit under ram in my computer on detect the rest from there.