Career Tracks

Data Science

101 What Is Data Science?

Data science is a multidisciplinary field that combines computer science and math. The objective of data science is to pull insightful and useful knowledge out of datasets to make smart business decisions. The average salary of a data scientist is $80,265.

Jump to a list of all Data Science Bootcamps

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. 

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. 

How to Choose a Data Science Bootcamp

The best data science course for you depends on your own learning style, career goals, availability, etc. Here's our advice for choosing the data bootcamp:

  1. Narrow down your options – you can rule out some bootcamps based on location, cost, and time commitment.
  2. Examine the curriculum – does the bootcamp teach the most modern data science languages (Python or occasionally R), tools (Hadoop, Spark, Tableau etc), and topics (machine learning, data engineering, etc).
  3. Ask About Projects – communication is so important in data science, and projects are a great way to walk a hiring manager through your thought process and experience. At a good data science bootcamp, you'll build at least 2-3 projects using real-world data sets!
  4. Meet the Instructors – do the bootcamp instructors have qualifications like quantitative degrees, masters degrees, or even PhDs? This is much more common in the world of data science bootcamps. Pro-Tip: Take an intro course or free workshop hosted by the bootcamp to really understand the teaching style.
  5. Ask About Outcomes – do past bootcamp graduates get jobs in data? Ask the school directly for their CIRR report or job outcomes report, read data science bootcamp alumni reviews, and even reach out to alumni on LinkedIn to ask questions.

Red Flags – instructors don't have enough experience or qualifications, projects don't use real-world datasets, or the bootcamp can't tell you about past student career success. 

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 a 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.

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 Language. 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.

FEATURED SCHOOLS

 

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  1. Microsoft Research Data Science Summer School, or DS3, is an eight week, intensive summer program meant as an introduction to data science for prospective gr... Read More

  2. The Institute for Statistics Education at Statistics.com is a pioneer in high quality, student-centered online education. They offered their first course in ... Read More
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    Data Science Europe is a six week data science bootcamp based out of Dublin, Ireland. The bootcamp covers technologies like R, Hadoop, SQL, as well as the us... Read More
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    iXperience is a credit-bearing, study-abroad career accelerator program for university students based in Cape Town, Lisbon, Tel Aviv, and Berlin, in partners... Read More
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    Hack School MX is a coding bootcamp that teaches programming skills and entrepreneurship in Latin America. Students will learn in Monterrey, Mexico. Hack Sch... Read More
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    Cambridge Spark offers a 6-month, part-time data science course in London. The course is designed to equip students with the most relevant data science skill... Read More
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    nTier Training offers 8-week technical courses designed for national and international corporate IT departments and teams. nTier Training works with companie... Read More
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    Spectrum offers part-time, 8-week courses in data science, data analytics, software development, and digital marketing in Hong Kong, China. Spectrum works to... Read More
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    Intela Education offers a full-time, 4-day data science course in Los Angeles and San Jose, California, and Calgary, Canada. This hands-on course covers the ... Read More
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    System Skills Bootcamps is an online training provider offering part-time bootcamps in Web Development with Python (7-8 weeks), Data Science with Python (5-6... Read More
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    Vilnius Coding School is a Lithuanian-based bootcamp offering part-time online courses in manual testing (8 weeks), data analytics (8 weeks), automated testi... Read More
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    Riga Coding School is a Latvian-based bootcamp offering part-time online courses in web design (6 weeks), web development (8 weeks), IT project management (6... Read More
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    StackFuel is a training provider based in Germany offering a 17-week, part-time, online data analytics bootcamp. The bootcamp covers topics like Python for d... Read More
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    Sirius is a training provider based in Brazil offering a 36-week, part-time, online Master in Data & Decision Science. The program covers topics like Pyt... Read More
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    Algrow Academy is a training provider offering live online, part-time, 16-week bootcamps in full stack web development and machine learning engineering. The ... Read More
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    Purple Beard is a UK-based, edtech company offering part-time, live online training courses in topics like front end development (11 weeks), full stack devel... Read More

  17. UC Santa Barbara Professional & Continuing Education offers non-credit online bootcamps: Artificial Intelligence & Machine Learning, Cloud Engineerin... Read More

  18. The University of Texas at Austin, Cockrell School of Engineering and Texas Engineering Executive Education (TxEEE) offers non-credit online bootcamps: Artif... Read More

  19. The University of Tennessee, Knoxville, Center for Professional Education & Lifelong Learning offers non-credit online bootcamps: Artificial Intelligence... Read More

  20. Texas Tech University, Office of Continuing & Professional Education offers non-credit online bootcamps: Artificial Intelligence & Machine Learning, ... Read More
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    WebForce3 is a training provider based in France offering full-time or part-time bootcamps covering topics like digital marketing (3 weeks), DevSecOps (14 we... Read More
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    ThePower Business School is an online business school platform offering an online, self-paced course in Digital Marketing as well as sales and MBA programs f... Read More
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    Jovian is an online training provider offering part-time bootcamps in data science (24 weeks) and full stack development (36 weeks). These part-time bootcamp... Read More
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    Infosec Train is a tech training provider offering 4-week, live online, part-time bootcamps in cyber security and data science with Python & R. The Cyber... Read More

  25. Washington University in St. Louis Tech Bootcamps provides online, part-time bootcamps covering data engineering (24 weeks) and data science (36 weeks). The ... Read More

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