Tweaking Your Data Science CV to Land the Job

It doesn’t matter how long your data science experience is. Whenever you are looking for another job, writing a perfect CV is mandatory. Of course, you can always list all the skills you possess as well as the work experience that you gained in the previous years. However, that type of CV will be enough only if you are applying for entry-level positions. If you want to ensure a good long-form position, you will have to offer something more.

Logically, before you even start writing a CV, you need to determine whether you truly deserve to become a data scientist. If you’re a calm and patient person that possesses technical planning, data technology, and organizational skills, then this job definitely is for you. However, you need to understand that you are not the only person that has these talents. 

The Reasons to Tweak your Data Science CV in 2021

Many people have heard that the demand for data scientists will grow by nearly 30% in the next 4 years. You can be sure that many individuals have an identical goal as you. That is the reason why tough competition is the first reason to tweak your data science CV. The document will allow you to split from the mass of other people that are trying to get the same job. 

Another reason why you should re-organize your CV is to ensure that everything you said is clear to potential employers. Maybe you are the best data scientist in the world, but if you don’t know how to prove that through words, you will become another candidate passed by employers. 

We are sure these two reasons are enough to convince you that tweaking your data science CV is essential for landing a job. The good news is that you don’t have to be a professional CV writer to complete the job. You just need to go through a couple of stages to complete the job. Because of that, check out the tips below and ensure yourself peace of mind. 

  1. Do Background Research on Your Target Company

You will probably find a bunch of companies that are looking for a data scientist. The question is – are they exactly looking for a person with the characteristics that you have? First of all, check the expectations they have, the method of work they are using, etc. After that, you should check the employees that are working there as well as the core values of the company. Maybe you won’t manage to adapt to your new working place because you will be surrounded by people with different mentalities and ways of thinking. A good salary won’t be enough for happiness. 

On the other hand, you will know that company is looking for someone with the same skills as you, but with different characteristics! That will automatically mean that your chances to be better than “your competitors” are lower. 

Doing that is possible in multiple ways. For instance, you can check the social media accounts of your target company. They probably designed a content calendar that will potentially boost the engagement with their audience. It is the place where they can say who they are, which mission and vision they have, etc. You will easily notice whether you can become a member of the small community they are trying to establish. If you are, then becoming their employee is going to be much easier. 

  1. Settle on the CV’s Design Based on the Job Description

You will easily find CV templates that look attractive and entertaining. However, that doesn’t necessarily mean that a pre-existing CV is going to be good for your future company. Companies often highlight the pieces of information they would want to know about you. If they are looking for an experienced data scientist, then the design of the CV should somehow highlight that part. On the other hand, if they are willing to hire inexperienced individuals, then your soft skills should be the focus of the document. 

Check out the example below. It seems that an applicant wanted to highlight the general skills because they were the most important ones. The rest of the CV is divided by the subheadings and bullet lists that make the CV more eye-pleasing. 

  1. Organize Your CV’s Data Points From Latest to Oldest

You will probably want to say more about your first steps in the data science industry. However, all the data points you share there should be from the latest to oldest. The reason why this is important is simple – you will creatively describe your progress. Despite that, it is essential to bullet list all the tasks you accomplished there and give additional confirmation your skills have drastically improved in the meantime. 

P.S. The same rule counts when you start writing about your education. 

  1. List Your Hard and Soft Skills in Separate Groups 

You will certainly have to present the skills you possess. They are the proof that you deserve to get the job, aren’t they? However, this part should be clear and eye-pleasing as well. You will probably highlight all the hard skills that will help your potential employer improve the performance of his business. However, you should also separately highlight all the soft skills that you possess. As previously mentioned, companies want to hire experts that meet their core values. The example below is probably the best way to do it.

  1. Use Keywords Related to Your Specific Data Science Niche 

Keywords that you use in your data science CV can confirm your expertise and theoretical knowledge about the industry. Imagine how it would look to write in the skills section something like “I know how to make machines intelligent”. Instead of that, it would be more eye-pleasing and professional to say “machine learning” or “deep learning”. We once again invite you to check all the examples above. You will easily see they are full of keywords and key phrases typical for the data science field

  1. Don’t Skimp on External Portfolio Links 

All data scientists should build a portfolio before applying for any type of job. Whenever you highlight the skills you have, the portfolio will confirm that you truly have them. Despite that, it will also confirm your achievements, and it will show the potential employer how exactly you can help his business improve in the future. That is the reason why you should add links to your external portfolio and provide additional confirmation of your expertise. 

  1. Take the Time to Proofread & Spellcheck 

The method you should use when writing your CV should be the same as the one that businesses are using when writing their website content. They go through four different steps

  • Research Their Target Audience
  • Tell a Story
  • Highlight Their Product as Solution
  • Double-Check Everything They Wrote.

Your method should also have four different steps that are a bit different from that

  • Research the company before applying
  • Describe who you are, your education, work experience
  • Highlight the reasons why you meet the company’s requirements and expectations
  • Take the time to proofread and spellcheck your CV.

Don’t underestimate the importance of the last step. A CV full of grammatical and spelling mistakes will make you look unprofessional. Because of that, double-check everything you wrote and ensure your CV is free of any mistakes. If that seems like a problem to you, you can always refer to ThesisGeek or any other writing company that will boost the content of your CV to an academic level for an affordable price. The writing experts have the necessary experience that you can use to impress the future employer and split from the mass of other candidates. 

  1. Be Sure to Get the Recipient’s Address Right 

Another thing you will have to double-check is the recipient’s address. Imagine that you wait for a week or two for a response, and you suddenly see you sent it to the wrong address. However, the deadline has passed, and you can’t apply for the job once again. That is probably something you would want to avoid. 


All you have to do know is to apply the tips from this list. Don’t start the entire process if you haven’t done a background check of the company. Just like the company owner, you need to be sure you are sending your CV to the right place. Despite that, try to add all the pieces of evidence that confirm your expertise. If work experience and education are not enough, it would be clever to add an external portfolio as an additional confirmation. In the end, proofread your content or hire someone to do that instead of you and send it to the recipient’s address. Hopefully, everything will be just fine!