Data Science

Data science career track

What Is Data Science?

Data science is a multidisciplinary field that combines computer science and statistics. With so much data being produced every day, data science makes it possible to draw useful insights from datasets which may be too large for traditional statistics to analyze. This data is often referred to as “big data,” and can include anything from analyzing complex genomic structures to interpreting handwriting to optimizing a marketing strategy. And data science is not limited to just numbers! Data science finds patterns in all unstructured sets, including text, images, and audio files. 

Data Science Jobs

With everyone from businesses to non-profits to the government collecting data, there is high demand for turning that data into smart business decisions. There is a wide variety of data science jobs, and if there’s one thing that we’ve learned after interviewing so many data science bootcamp graduates, it’s that no two companies use the exact same job titles. Common job responsibilities of data scientists include data engineering, data cleaning, and data analysis. Here is a list of the most frequent data science job titles for bootcampers:

  • Junior Data Scientist
  • Senior Data Scientist
  • Data Engineer
  • Machine Learning Engineer
  • Data Scientist/Software Engineer
  • Big Data Analytics Consultant
  • Data Science Instructor
  • Decision Scientist
  • Data Analyst
  • Business Analyst
  • Business Intelligence Analyst
  • Data Journalist
  • Financial Analyst
  • Product Analyst
  • Database Administrator

Data Science Salaries

Data Science Job Average Salary
Data Science Analyst $80,265
Senior Data Scientists $105,909
Data Engineers $105,909

 

Data Science Skills

According to Josh Wills, Director of NYC Data Science Academy, a data scientist is a “person who is better at statistics than any software engineer and better at software engineering than any statistician.” While math skills and coding skills are an essential part of data science, business intelligence and a scientific approach are key to making sense of data. Most data science students have a previous background in STEM, but overall, data science students and professionals are detail-oriented and excel at problem-solving, logical reasoning, and communication.

Here is a quick list of data science skills and technologies used in the field and often taught at data science bootcamps:

  • SQL - SQL stands for Structured Query Knowledge. SQL is designed for managing data in relational database management systems. SQL extracts data for data analytics and reporting. 
  • Hadoop - Hadoop is a suite of technologies used to manage data and execute programs in a cluster. Hadoop includes a file system designed for large datasets, the MapReduce system which allows for running programs in parallel, the SQL-like Hive database for querying data in a cluster, and other components.
  • Spark - Spark is a system for writing parallel programs to run in clusters. Spark has a powerful machine learning library, mllib, and can be used with R. 
  • Python and R - Both languages are equally important in data science! Python is used for computer science components of a data scientist’s job. R is used for building statistics packages and visualizations. Combining both Python and R greatly increases their range of capabilities.
  • Machine Learning - Machine learning is a set of algorithms that is put in place to analyze large sets of data. Many of these algorithms are built so that the machine learns to feed better data into later models, and ultimately make predictions about future events. 
  • Natural Language Processing - Natural Language Processing (NLP) is a method for pre-processing text to turn it into numerical data. NLP is also known as computational linguistics.
  • Data science math includes linear algebra, calculus, statistics, and probability.

How to Become a Data Scientist

 Many Data Scientists start their careers in academia – if you have a bachelor’s degree or PhD in a quantitative field, then you’re already close to a data science career. A data science fellowship like The Data Incubator or Insight Data Science would be fantastic options. 

Most data science bootcamps require students to have a degree in STEM and an aptitude for math and statistics. If you don’t have a quantitative degree, then you should sharpen your math skills like linear algebra, calculus, statistics, and probability. Then, you’ll be ready to apply to a data science bootcamp. 

Master’s in Data Science vs Data Science Bootcamps

While a Master’s in Computer Science with a specialization in Data Science typically takes 3 years to complete, data science bootcamps are typically intensive 3- to 6-month programs. Data science bootcamps often offer career assistance, and prepare graduates for entry-level and junior data science jobs, such as Data Analyst, Data Scientist, and Data Engineer.

A data science bootcamp is not a traditional coding bootcamp. In addition to learning programming languages, such as Python and/or R, data science bootcamps teach students how to extract valuable knowledge from large datasets using analytical and programming skills. 

Are Data Science Bootcamps Worth It? 

“I would definitely do it again in a heartbeat. It was definitely worth the money. The learning environment, having the type of classmates that you can learn from, the instructors — you definitely couldn’t have gotten it just by learning on your own.” Itelina, graduate of Metis

 

“I can say that, for me, 100% it was worth it – but I will say the boot camp is also about the work you’re putting in and the goals that you have. I really wanted to sponge off of the people around me – not just the teachers, but also all these PhD students around me. It was the most intelligent group of people I’ve been around in such a small space before. I’ve never had such an amazing opportunity.” Sumanth, graduate of NYC Data Science Academy

 

“I definitely think I needed Galvanize. Because I wanted to break into the tech industry, having Galvanize on my resume along with the skills I learned there, bolstered my ability to get a job.” Rosie, graduate of Galvanize

 

“For me, It was totally worth it. I would do it all over again. IE in particular taught me a lot more than how to use Python and SQL. It teaches the technical skills, but at the same time it gives you access to professors that are going to make the process a lot less frustrating and more fun so that you have the motivation to keep going. Plus all of the extras. You get to network with companies and those companies come to give talks. I made a lot of friends in this bootcamp, too.” Inna, graduate of IE Data Science Bootcamp

How much does data science bootcamp cost? 

Full-time, immersive data science bootcamps typically cost between $10,000 and $20,000. Many data science bootcamps offer scholarships and financing options to make tuition affordable. There are also fellowships and free data science bootcamps, such as Insight Data Science and The Data Incubator.

More articles about Data Science


Webinar


Math for Data Science

Everything you need to know about linear algebra, calculus, probability, and statistics!

Math for data science

Article


Learn to Code at These Free Bootcamps

Your guide to free and deferred-payment coding bootcamps.

Free coding bootcamps learn to code for free

Article


15 Data Science Jobs for Bootcampers

Examples of real data science jobs that bootcampers land every day with advice from alumni!

Metis data science job interview office

The 169 Best Data Science Bootcamps

  • Avg Rating: 4.73 (103 reviews)

    Asheville, Charlotte, Raleigh, and 8 more...16 Courses

    tech-talent-south-logo

    Tech Talent South offers full and part-time programs to give students a great foundation in web development. Students will learn Java, SpringBoot, Domain Modeling, HTTP and "RESTful" Design, HTML/CSS, JavaScript and AJAX, and understanding APIs. Students eager to make...

    Read our Full Review of Tech Talent South
  • Avg Rating: 4.72 (101 reviews)

    Atlanta, Savannah6 Courses

    georgia-tech-boot-camps-logo

    Georgia Tech Boot Camps offer 24-week, part-time or 12-week, full-time web development courses, and 24-week, part-time, data science and analytics, cyber and network security, and UX/UI courses in Atlanta, Savannah, and Peachtree Corners, Georgia. The full-stack...

    Read our Full Review of Georgia Tech Boot Camps
  • Avg Rating: 4.45 (93 reviews)

    Vancouver, Calgary, Victoria, and 4 more...10 Courses

    lighthouse-labs-logo

    Lighthouse Labs is a Canadian bootcamp that teaches web development and data science. The bootcamps have small class sizes, a 1:8 teacher to student ratio, and a mentor community of over 40 full-time developers. The web development program covers JavaScript, Ruby on...

    Read our Full Review of Lighthouse Labs
  • Avg Rating: 4.78 (79 reviews)

    Online2 Courses

    lambda-school-logo

    Lambda School is an online coding bootcamp that teaches both a full-time, 9-month program and a part-time, 18-month program. This immersive online school is dedicated to teaching the most cutting-edge and in-demand technologies focused around JavaScript. Students will...

    Read our Full Review of Lambda School
  • Avg Rating: 3.93 (68 reviews)

    Bangalore, Online, New York City6 Courses

    byte-academy-logo

    Byte Academy is an industry-focused coding school with remote and onsite courses in New York City and Bangalore, India. Its offerings include Full Stack Python development, FinTech (financial technology), Data Science, Blockchain and Quant-Algos. Full-time onsite...

    Read our Full Review of Byte Academy
  • Avg Rating: 4.1 (64 reviews)

    Chicago6 Courses

    northwestern-boot-camps-logo

    Northwestern Boot Camps offer 12-week, full-time, or 24-week, part-time web development courses, and 24-week, part-time data science, cybersecurity, and financial technology (FinTech) courses in Evanston and Chicago, Illinois. The full stack web development curriculum...

    Read our Full Review of Northwestern Boot Camps
  • Avg Rating: 4.72 (61 reviews)

    Online3 Courses

    practicum-by-yandex-logo

    Practicum by Yandex offers 6 to 10-month online courses in coding-related fields. Students can choose to join one of three programs: Data Scientist, Data Analyst, and Web Developer. Each course includes full access to the online, interactive platform, professional...

    Read our Full Review of Practicum by Yandex
  • Avg Rating: 4.9 (60 reviews)

    Barcelona, Toronto, Washington, and 15 more...11 Courses

    data-science-dojo-logo

    Data Science Dojo offers online and in-person data science bootcamps in Redmond, Washington. Data Science Dojo believes that anyone can learn data science, and provides comprehensive, hands-on training that helps students jump into practical data science, including R...

    Read our Full Review of Data Science Dojo
  • Avg Rating: 4.27 (60 reviews)

    Tel Aviv, Panama City, Mexico City6 Courses

    elevation-academy-logo

    Elevation Academy is a contemporary industry-based educational ecosystem offering a full-time, 12-week full stack coding bootcamp in Tel Aviv, Israel. Elevation Academy also has immersive 12-week product management, 10-week digital marketing, 4-week web development,...

    Read our Full Review of Elevation Academy
  • Avg Rating: 4.64 (58 reviews)

    Berlin, Hamburg, Cologne5 Courses

    spiced-academy-logo

    SPICED Academy offers full-time, 12-week coding bootcamps and data science bootcamps in Berlin, Germany. The Full Stack Web Development program covers JavaScript, HTML, CSS, jQuery, MV Frameworks, NodeJS, and SQL. The data science bootcamp teaches data analysis in...

    Read our Full Review of SPICED Academy