Data Scientist: Career Path

There is a global shortage of data scientists in the industry! Enter the world of stats, maths and data & bring valuable insights to the world's top corporations!

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What does the Data Scientist career path entail?

Data Scientist

Data Scientists are more in-demand than ever! While many folks in the data space try to get their hands dirty with AI and Machine Learning, they are leaving a big gap in the job market for data analysts and scientists.

In the US today, over 3,000 new job postings for Data Scientists are found. The space is growing and getting more open for career changers.

A Data Scientist can expect to be among the top range of tech salaries. Well into the six-figures in the US on average, and at top ranges all around the world!

Best books to explore the Data Science career path.

A well-written and thorough book can be an amazing path to build deeper understanding and also act as a handbook as you discover the internet's vast resources.

These are our and our experts top picks to get started building career-relevant skills.

Introduction to Statistical learning

ISL is a fundamental book and popular amongst undergrad and grad students for its clarity and simplicity with explaining concepts. The math required to understand the book is kept to a minimum, making it unique in its format.

Statistics for Data Scientists

Statistical methods are a key part of data science, yet very few data scientists have any formal statistics training. Courses and books on basic statistics rarely cover the topic from a data science perspective. This practical guide explains how to apply various statistical methods to data science, tells you how to avoid their misuse, and gives you advice on what's important and what's not.

Python Data Science Handbook

For many researchers, Python is a first-class tool mainly because of its libraries for storing, manipulating, and gaining insight from data. Several resources exist for individual pieces of this data science stack, but only with the Python Data Science Handbook do you get them all—IPython, NumPy, Pandas, Matplotlib, Scikit-Learn, and other related tools.

Head First Statistics

Whether you're a student, a professional, or just curious about statistical analysis, Head First's brain-friendly formula helps you get a firm grasp of statistics so you can understand key points and actually use them. Learn to present data visually with charts and plots; discover the difference between taking the average with mean, median, and mode, and why it's important; learn how to calcul…

Storytelling with Data: A Data Visualization Guide for Business Professionals

This book demonstrates how to go beyond conventional tools to reach the root of your data, and how to use your data to create an engaging, informative, compelling story. Specifically, you'll learn how to: Understand the importance of context and audience. Determine the appropriate type of graph for your situation.

Books / Data science

In a way, data science has become humanity’s sixth sense. Yet it’s also probably the sense the average person understands the least. So for anyone hoping to learn more, we asked three experts to recommend their favorite data science books from introductory overviews to more advanced content on deep learning, bias in algorithms and more. The resulting reading list includes data science books co…

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Courses to deepen your Data Science skills.

These days, courses are no longer a sequence of videos. They are usually accompanied by projects and a learning community, keeping you accountable and on the path.

Our experts recommend these courses, from free selections to paid programs.

MIT Open: Linear Algebra

Math is the foundation of Machine Learning and much needed if you need to work on the inner logic of its systems. Senior engineers are encouraged to propose and submit their own papers – and getting your LinAlg back in order is a must for that.

Machine Learning A-Z™

Kirill Eremenko's course on Udemy is a classic with almost a million (!) students worldwide. A-Z takes you from a bit of coding knowledge to making your own predictions and building ML models pretty swiftly. At prices between $10 - $20 it's also cheaper than many alternatives.

Lex Fridman's MIT Deep Learning

Lex Fridman is the instructor of an immensely popular and fundamental Deep Learning course at MIT. Together with the other MIT AI courses, this can help polish your skills and get the foundations right.

Data Science A-Z

Learn Data Science step by step through real Analytics examples. Data Mining, Modeling, Tableau Visualization and more! Successfully perform all steps in a complex Data Science project, read statistical software output for created models and receive professional step-by-step coaching in the spac…

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Learning through online courses can be challenging. Get 1:1 guidance from an experienced mentor who can help you stay accountable and answer your questions along the way.

Harvard Online Data Science

To become an expert data scientist you need practice and experience. By completing this course you will get an opportunity to apply and gain knowledge in R data analysis. This final project will test your skills in data visualization, probability, inference and modeling, data wrangling, data organi…

The Data Science Course: Complete Data Science Bootcamp 2024

Complete Data Science Training: Math, Statistics, Python, Advanced Statistics in Python, Machine and Deep Learning

Top Data Science Certifications

Understanding all core concepts of Data Science is key to claiming your next certificate. If you need help brushing up on your skills, consider reaching out to one of our mentors.

Senior Data Scientist SDS™

Hosted by dasca.org

SDS™ is the world’s most powerful credential for professionally accomplished data science professionals who aspire to stamp their data leadership potential and showcase their knowledge at the forefront of data science innovation.

Prices start at $850.

Data Science Certification Coaching

Hosted by mentorcruise.com

Consider reaching out to a coach specialized in Data Science certifications. They can help you prepare for your exam, and provide you with the necessary resources to succeed. MentorCruise is the best place to find a coach for your Data Science certification. Here are a few top picks:

Principal Data Scientist (PDS™)

Hosted by dasca.org

As a seasoned leader transforming businesses through data analytics and intelligence, the PDS™ certification recognizes your strategic influence and ability to drive innovation. Elevate your professional stature with a credential designed for high-level technology executives and thought leaders.…

IBM Data Science Professional Certificate

Hosted by ibm.com

The badge earner is ready for a career in data science with demonstrated ability to solve for real-world problems. They can apply Data Science methodology - work with Jupyter notebooks - create Python apps - access relational databases using SQL & Python - use Python libraries to generate da…

Microsoft Certified: Azure Data Scientist Associate

Hosted by learn.microsoft.com

As a candidate for this certification, you should have subject matter expertise in applying data science and machine learning to implement and run machine learning workloads on Azure.

Your responsibilities for this role include:

Designing and creating a suitable working environme…

SAS® Certified Data Scientist

Hosted by sas.com

SAS Certified Data Scientists have demonstrated the ability to manipulate and gain insights from data with a variety of SAS and open-source tools, make business recommendations with complex machine learning models, and deploy models at scale using the flexible, robust SAS environment. Competency…

Data Science Workshop

Hosted by mentorcruise.com

Consider joining a workshop specialized in Data Science. Workshops are a great way to learn new skills, and get hands-on experience. MentorCruise is the best place to find a workshop for your Data Science certification. Here are a few top picks:

Open Certified Data Scientist (Open CDS)

Hosted by opengroup.org

The Open Group Open Certified Data Scientist (Open CDS) certification is the industry's most comprehensive certification available for Data Scientists and the organizations that employ them. Open CDS is an independent global certification for qualifying the skills, knowledge, and experience…

Get the guidance you need on the Data Scientist career path

There is no better source of accountability and motivation than having a personal mentor. What used to be impossible to find is now just two clicks away! All mentors are vetted & hands-on!

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Greetings! My name is Alex and I'm a Data Scientist at GainWell Technologies and Teaching Assistant at a Columbia University with 2+ years of experience in Data Science/Analytics. As a mentor, I have will help guided my mentees in accomplishing their professional goals - including landing their first job in …

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I am a data scientist with experience in creating insights from data, making analyses, building predictive models. I love to impact while getting impacted on. I look forward to building a community of data-aware individuals and communities who would use data to solve the unique problems of their community.

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I'm a quantitatively oriented data science leader with around a decade of industry experience applying machine learning techniques, designing and implementing large-scale data systems that allow organizations to make data-driven decisions and gain actionable insights and business knowledge to solving real-world problems across multiple domains. In my role as a …

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Mentored 8 mentees to raises or jobs in the past year Elliot is a freelance Data Scientist with 7+ years of experience, including working with an Olympic team and creating an NBA salary model for Hazan Sports Management, an NBA sports agency. He co-founded a soccer computer vision company that …

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With an extensive 13-year career in the world of data analytics and data science, I am an accomplished Lead Data Scientist currently spearheading initiatives at Amazon. My career is marked by a deep and persistent dedication to leveraging data to derive actionable insights and build data-driven solutions. After obtaining a …

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I am an analytic engineer in data science team at TeamViewer in Berlin Germany. I am ex neuroscientist that lived in Korea, Germany, US. I applied to almost 10 countries while applying industry job, and also helped some other people in US/UK/Germany for their resume, that led to higher rate …

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The Data Science must-reads you shouldn't miss.

Key articles and posts of industry experts can help you get a better picture of what you are getting into.

In our opinion, these are some must-reads you really shouldn't miss.

Karpathy on "Software 2.0"

Andrej Karpathy is the Director of AI at Tesla. Before that, though, he authored this blog post in 2017 talking about Deep Learning as "Software 2.0" of some sort. A must-read if you ever want to have another way of thinking about ML.

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Simple Reinforcement Learning with Tensorflow

This 8-part series by Arthur Juliani (Deep RL researcher at Unity) is an amazing entry point to the new and mysterious advancements of Reinforcement Learning, perfectly suited for folks coming from other topics in Machine Learning.

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Opportunities and projects in the Data Science space.

In the end, advancing your career is all about getting the right opportunities at the right time and a good portion of luck.

These are some interesting things going on in the Data Science space and you probably don't want to miss them.

Specialize with Kaggle

It wouldn't be the first time I've seen someone get hired over good Kaggle results! Kaggle competitions are data science and ML projects that are graded through a public leaderboard. A good place on the leaderboard shows that you know your craft and can apply your knowledge to real-life problems!

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Get into open-source

The world thrives on open-source software and this is no exception. Core contributors to core libraries and fast-growing tech like React, scikit-learn, Bitcoin and TensorFlow prove their abilities by going into the inner workings of a framework to improve it. For many companies, that's a desirable skill!

These projects are always looking for fresh faces. Grab an issue from the issue board or review a PR to get started!

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Growing into a Senior Data Scientist role pays off – $20,000 up to per year.

Not only is the progression from individual Data Scientist to a Senior role a natural progression, it also makes all the difference in your average salary.

On a global average, Senior Data Scientist receive a $20,000 salary hike over entry-level Data Scientists when they go from individual contributor to senior personnel.

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Related career paths

If you like Data Science careers, you might also be interested in these other career paths.

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