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www.springboard.com GETTING YOUR FIRST DATA SCIENCE JOB
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Getting Your First
Data Science Job
A Beginner’s Guide to
www.springboard.com GETTING YOUR FIRST DATA SCIENCE JOB
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www.springboard.com
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Table of contents
FOREWORD ..........................................................................................
1 INTRODUCTION ................................................................................
1.1 An Unconventional Innovator ................................................
2 WHAT IS DATA SCIENCE? ................................................................
2.1 The Foundations of Data Science ...........................................
3 THE DIFFERENT DATA SCIENCE ROLES ............................................
4 THE DATA SCIENCE PROCESS .........................................................
5 DATA SCIENTISTS IN ACTION ...........................................................
5.1 Day in the Life of a Data Scientist .........................................
5.2 Infusing Data in Your Workplace: Chase Lehrman .................
5.3 Understanding the Data: Sneha Runwal ...............................
6 WHAT YOU NEED TO LEARN TO BECOME A DATA SCIENTIST ..........
6.1 Introduction .........................................................................
6.2 Data Science Skills ..............................................................
6.2.1 An Analytical Mind .........................................................
6.2.2 Mathematics .................................................................
6.2.3 Statistics .......................................................................
6.2.4 Algorithms ....................................................................
6.2.5 Data Visualization ...........................................................
6.2.6 Business Knowledge .......................................................
6.2.7 Domain Expertise ............................................................
6.3 Data Science Tools ...............................................................
6.3.1 File Formats ..................................................................
6.3.2 Excel .............................................................................
6.3.3 SQL ...............................................................................
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www.springboard.com GETTING YOUR FIRST DATA SCIENCE JOB
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6.3.4 Python ...........................................................................
6.3.5 R ....................................................................................
6.3.6 Big Data Tools ................................................................
6.3.7 Hadoop ..........................................................................
6.3.8 NoSQL............................................................................
6.4 Bringing Tools into the Data Science Process ........................
6.4.1 Collect Data .....................................................................
6.4.2 Process Data ..................................................................
6.4.3 Explore Data ...................................................................
6.4.4 Analyze Data ..................................................................
6.4.5 Communicate Data .........................................................
7 STARTING YOUR JOB SEARCH .........................................................
7.1 How to Build a Data Science Portfolio and Resume ...............
7.2 How to Network and Build a Personal Brand in Data Science..
7.3 Finding a Mentor ...................................................................
7.4 Meetups and Conferences .....................................................
7.4.1 Conferences ....................................................................
7.4.2 Meetups ..........................................................................
7.4.3 Other Ways to Network.....................................................
7.5 Job Boards for Data Science ..................................................
7.6 Ace the Data Science Interview ..............................................
8 PATHS INTO DATA SCIENCE .............................................................
8.1 Engineering & Business = Data Stories - Amit Kapoor ............
8.2 Drive Real-World Impact to Get Into Data Science - Sundeep
Pattem ........................................................................................
8.3 Gaining Data Science Experience - Sneha Runwal ..................
8.4 Competing to Get Into Data Science - Sinan Ozdemir ............
8.5 A Psychology PhD on the Path to Data Science - Erin Baker.. .
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9 FINAL ADVICE ..................................................................................
10 CHECKLIST .....................................................................................
11 CONCLUSION .................................................................................
12 RESOURCES ...................................................................................
12.1 What is Data Science? .......................................................
12.2 Skills and Tools ...................................................................
12.3 Getting Data ........................................................................
12.4 Algorithms ..........................................................................
12.5 Machine Learning ..............................................................
12.6 Data Visualization ..............................................................
12.7 Data Science Interview ......................................................
12.8 Building a Data Science Portfolio ........................................
13 STUFF DATA SCIENTISTS SAY (GLOSSARY) .....................................
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www.springboard.com GETTING YOUR FIRST DATA SCIENCE JOB
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Foreword
At the beginning of 2016, Glassdoor, one of the top careers websites in the
world, released a report with the best jobs to pursue. Each job is ranked based
on a composite score of median reported salary, job openings, and career
opportunities. At the top of this list in 2016 was the relatively new profession
called Data Scientist.
Such is the pace at which data is proliferating in the world, a phrase that barely
existed a decade ago is now one of the most sought-after professions.
The new world economy needs a new approach to skills education. At
Springboard, we’re building an educational experience that empowers our
students to thrive in this new world. Through our online workshops, we have
prepared thousands of people for careers in Data Science, with 1-on-1
mentorship from industry experts.
As part of our mission to make high quality education accessible for all, we
have created this guide to careers in data science. Through it, our goal is to
bring you insight from our network of industry experts to demystify data
science careers. Maybe we’ll even inspire some of you to pursue a career in this
fascinating eld.
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