I got my master's degree in vows statistics, actually from Yale University about maybe four years ago and at the time was in school. I waas actually interesting in Kalinga cars in the pharmaceutical company. So that is why I major in borrow statistics. But at the same time, I made your local courses in statistics. So I think I was both interested in bio pharma kind of industry and also something more about statistical analysis. And then after graduation, I got into a pharmaceutical company called Bristol Myers Squibb. And, uh, you mean appear a time I was working as a data our list. But even though they said they are powerless, I really don't do. I didn't really do too much work in Al izing the data, but rather is more like a programmers role. So it means that every day I you know, my primary job is just to develop the codes and then delivered the tables were, you know, the reports. So, you know, day by day becomes more like a routine nice cup of job, and, uh, I even find I have too much independence or, um, you know, Ali, you know, like lever Row just to really develop my own way of solving problems. So after three years of working in, you know, braced Ammar squib, I just decided to quit because I felt that I want to be more independent and develop my own statistical solutions were helping with the rial. Well, the problems. So that is why I joined my current company. Uh, this is Ah, a time share company and that I have been working as a data scientist. Um, or financial in the business department. Says not here. So this is, uh this is like a simple burger in my story. Yeah, I have changed my so like, field of interest were one time are to you just because, you know, I just feel like before you really get working to something you don't really know whether you would really like you're not. So I will say Yeah, you know, just try whatever you have said your interest in as in. But if you realize that that road doesn't really fit you or if that kind of like industry doesn't really fit your interest or passion, I would just say, Yeah, I just take the courage just to jump out and then do whatever. Just find a more suitable field for you to to work on

So, for me, I work out of the house on his four diamond resorts. So I think the major responsible of these IHS we need to work more independently than independently with other people just to develop level were creative were new way of solving because this game business problems And, um and, uh, I think that he is really truth be independence and be creative. And also be critical thinking, Um And also, of course, being able to apply whatever you have learning school, like, you know, statistics And the modeling is also very important about that is just a technical art. The more long, technical part, I would say, is really to have more like critical thinking and, uh, and I'll be able to develop your own way off. Solving a problem is that we're waiting for someone to give you guidance or instructions because onliest Lee, Since I joined this company, I've learned a lot just to really be more independent and, you know, do a lot of things that you, you know, you could you, for example. I know like when I just got out of school or when I was working from my previous company. There is always somebody to tell you what to do next. Or do you give you like a path? Oh, this is why you need to follow. But for around now for like a for my company and for might groups. This is a very new group, and also the managers also is always very busy with the peace like project as well. I really need to take the lead to develop the meddlers, to really develop like a strategy strategy. It does spread digit kind of plans and then be able to communicate with the boss and the boss's boss. So I think that challenges me a lot. But I think that is also very good, our developmental kind of like opportunity for me because I think in the end, we need to become, like, really independent. Like were even leader for data scientists that we need to develop that kind of like independent thinking capability to solve the problems. Um, yeah, regarding the weekend hours, I think you normally just 40 hours like a hours per day by day in a row depends. So for my company's really flexible, he needs that sometimes when it is really You know, there is a lot of work to do on these very urgent reason with during the coup and I king here, there was a time that, like I believe many companies suffer from financial laws were like strategy changes. So that was a time that maybe we need to work work more than 40 hours per week. But then when that didn't, like, really pandemic guys, now the bed and then the train just stars to stabilize. We come back to that kind of 40 sort of our per week. Kind of like working schedule by al, You really depends on, like, the workload that will say and, uh, time spent. Onward travel. I mean, for my role. I don't really travel that much for now. Ah, but working from home right now during his fresh of you in this Kobe 19? Yeah. We work every day, which is for more like the safety off the employees

So for me, I primary use pipe on the sequel for my from a row. So sequel is really more for, like, retrieving the data from the database. Um, And then after I leave the data after I get the data sets and then I would just look too. And because I think there are a lot of, like, great functions and packages I can use for analysis, Uh, you might free this job, though. I didn't use a lot of fast, because at least more like, we're that kind of regular Greek, kind of like Roe. And then I also did you use a little are, um, in the past, so I always say, Ah, both python and sequel are very good for, you know, integrating they trimble and the analysis and the R is great for doing the