Learn what is a skills gap, how to identify it...
In the last decade, data science has gone from just a few oblivious seeds to an evergreen forest. It is believed that roughly 1.7 megabytes of new information is created every second, and by 2025 the Artificial Intelligence (AI) market will surpass $100 billion.
For the third year in a row, Data Science has claimed the most sought-after job roles in India by Glassdoor and LinkedIn’s Emerging Jobs Report. The report also records Data Science as the fastest-growing job category, with more than 11 million job openings by 2026.
Read on to find out how to hire productive people for Data Science roles.
The ideal candidate will have skills under these umbrellas: mathematics/stats engineering/programming.
The candidate will have a strong foundation of basic statistics – such as correlation and regression analysis – even if they don’t yet have the machine learning element of the role.
Some of the in-demand skills to look for in productive people include:
The second skill set to examine is engineering and programming skills. Why? Simply, because, the role relies heavily on knowledge of databases and how these are queried using SQL in order to pull data.
That brings you to the end of our guide on how to hire an ideal candidate. There are a myriad of skills and each role requires a combination of different skills. If you know how to test the right skills using proper assessment methods, you will always spot productive talent very easily.
We are leaving you with a sample test template to hire a productive candidate for your data science requirements. You can try your hands on our data science coding test template below.
Topic |
Question Type |
Subtopic |
Time |
Logic Coding |
Programming(Algorithms) |
Python 2, Python 3, R |
15-20 mins |
SQL |
Database |
Joins, Clauses, Basic Queries, Nested Queries, Aggregate Functions |
5-10 mins |
Data Preprocessing, Data Visualization, Statistical Analysis, Model Selection |
Data Science |
NumPy, SciPy, Pandas, Matplotlib, Statsmodel, Seaborn, Sci-kit Learn |
20-30 mins |
Machine Learning Predictive Modelling |
Machine Learning |
Evaluation of model based on MSE, F1 Score, Precision, Recall, Accuracy, R square, MAE, MSE, RMSE |
20-30 mins |
|
|
Total Time |
60-90 mins |
Get in touch with us for more information because we are here to help you with all your technical hiring needs. We have got it all, from technical skills assessment (MCQ-based and simulation-based) to technical hiring (pair programming and interviews).
Contact us for more information.
WeCP is a 4-click technical hiring software for talent acquisition departments. Our mission is to create a world where anyone can hire techies with ease. WeCP allows you to hire engineers without burdening your engineering department.
Learn what is a skills gap, how to identify it...
The technical recruiting cheat sheet outlines all the roles, programming...
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