Job Skills Data Science on Github: How to Get Started Quickly

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To secure a position as a data scientist or data engineer, having a strong GitHub presence is often recommended, but the quality and relevance of code shared can vary. Concerns arise about whether code should be basic or advanced, leading to hesitation in sharing work. Some professionals argue that posting code on GitHub may not significantly enhance job prospects and can sometimes negatively impact applications. Instead, contributing to larger, established projects is suggested as a more effective strategy. This approach not only showcases coding skills but also aligns with real-world issues that resonate with recruiters. Engaging with projects that have “good first issue” tags can provide accessible entry points for contributions, making it easier to generate meaningful content for a portfolio.
Avatrin
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Hi

I have the educational background to do a few jobs I have seen posted as "data scientist" or "data engineer". However, I keep getting told that to get a job like that with my background, in mathematics, I need to post code examples on Github. However, I always feel like my ideas are either too basic or too advanced (so, either it won't look good enough for recruiters or it'll take me forever to actually write the code). I thus never get started.

My question is, how good should my code be? Where should I start?
 
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Just put it out there. If you include the link in your resume and job application, they'll look at it and decide if it is what they are looking for in a programmer.
 
Avatrin said:
Hi

I have the educational background to do a few jobs I have seen posted as "data scientist" or "data engineer". However, I keep getting told that to get a job like that with my background, in mathematics, I need to post code examples on Github. However, I always feel like my ideas are either too basic or too advanced (so, either it won't look good enough for recruiters or it'll take me forever to actually write the code). I thus never get started.

My question is, how good should my code be? Where should I start?

I don't think you need to post code examples on GitHub to appeal to your employer. I've gone through thousands of applications and actually, on some 90% of the applications where I've seen it included, it has actually hurt the candidate instead.

If you do go the route of including your GitHub profile, I personally feel that a better signal than your own repositories is to have meaningful contributions to large projects. This also gives you an easy way to generate ideas that are relatable to your recruiters - because surely, if it's an important issue to a large project, it's probably accessible to a wide audience. A way to find these is to look for issues tagged with "good first issue" or "contributor-friendly". Here's a few examples for Python: 1, 2, 3.
 
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