
Skills you'll gain: Data Import/Export, Programming Principles, Web Scraping, Python Programming, Jupyter, Data Structures, Data Processing, Pandas (Python Package), Data Manipulation, JSON, Computer Programming, Restful API, NumPy, Object Oriented Programming (OOP), Scripting, Application Programming Interface (API), Automation, Data Analysis
Beginner · Course · 1 - 3 Months

Skills you'll gain: Data Ethics, Data-Driven Decision-Making, Data Analysis, Analytics, Business Analytics, Data Storytelling, Big Data, Data Science, Communication, Stakeholder Communications, Workflow Management, Project Management, Artificial Intelligence
Advanced · Course · 1 - 3 Months

Skills you'll gain: Data Literacy, Data Mining, Big Data, Cloud Computing, Data Analysis, Data Science, Digital Transformation, Data-Driven Decision-Making, Deep Learning, Machine Learning, Artificial Intelligence
Beginner · Course · 1 - 4 Weeks
Duke University
Skills you'll gain: Probability, Graphing, Algebra, Bayesian Statistics, Arithmetic, Data Science, Calculus, Data Analysis, Descriptive Statistics
Beginner · Course · 1 - 4 Weeks

Johns Hopkins University
Skills you'll gain: Data Science, Data Management, Data Analysis, Data-Driven Decision-Making, Project Design, Performance Metric, Software Engineering, Machine Learning, Predictive Modeling, Statistical Inference
Beginner · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Predictive Modeling, Data Visualization, Statistical Analysis, Data Manipulation, Data Analysis, Data Science, Pandas (Python Package), Data Visualization Software, Statistics, Data Wrangling, Data Cleansing, Data Processing, Data-Driven Decision-Making, Business Analytics, Exploratory Data Analysis, Machine Learning
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Data Ethics, Data Analysis, Analytics, Data-Driven Decision-Making, Google Sheets, Business Analytics, Spreadsheet Software, Analytical Skills, Tableau Software, Data Sharing, Data Collection, Data Cleansing, Data Processing, Data Visualization Software, Data Visualization, SQL
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Statistical Hypothesis Testing, Sampling (Statistics), Descriptive Statistics, Data Analysis, Advanced Analytics, Statistics, Probability, Statistical Analysis, Data Science, Probability Distribution, A/B Testing, Statistical Inference, Statistical Programming, Technical Communication, Jupyter, Python Programming
Advanced · Course · 1 - 3 Months

Skills you'll gain: Dashboard, Web Scraping, Data Analysis, Data Presentation, Real Time Data, Data Visualization Software, Graphing, Pandas (Python Package), Data Science, Data Wrangling, Jupyter, Python Programming, Data Collection
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Data Validation, Spreadsheet Software, Excel Formulas, SQL, Data Analysis, Analytics, Data Manipulation, Pivot Tables And Charts, Data Integration, Data Transformation, User Feedback
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Spreadsheet Software, Dashboard, Stakeholder Management, Data-Driven Decision-Making, Data Analysis, Analytical Skills, Data Presentation, Business Analysis, Quantitative Research, Problem Solving, Smart Goals
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Exploratory Data Analysis, Data Wrangling, Data Transformation, Data Analysis, Data Cleansing, Data Manipulation, Data Import/Export, Predictive Modeling, Regression Analysis, Statistical Analysis, Pandas (Python Package), Scikit Learn (Machine Learning Library), Data-Driven Decision-Making, Matplotlib, Feature Engineering, Data Visualization, Data Pipelines, NumPy, Python Programming
Intermediate · Course · 1 - 3 Months
Though they sound similar, data science certificates and certifications are actually different from one another.
Data science Professional Certificates are awarded to individuals who have completed a specific course of study. For example, once you complete the IBM Data Science Professional Certificate, you’ll be awarded a certificate that you can put on your resume to highlight your training and skills to potential employers.
Data science professional certifications, meanwhile, are awarded to individuals who have passed a specific exam like Microsoft’s Azure Data Scientist Associate certification. Usually, certifications are pursued by individuals with prior work experience and some may even require that test-takers have worked a certain number of years in the field to qualify.
Obtaining a data science Professional Certificate can help you stand out to potential employers by highlighting your training and relevant job skills. As a holder of the IBM Data Science Professional Certificate, for example, you’d possess a certificate that shows you’ve completed a 10-course curriculum that covers such foundational concepts as Python, SQL, data analysis, data analytics, and machine learning models.
Coursera offers a variety of data science courses, specializations, and Professional Certificates that each award a certificate upon completion.
The IBM Data Science Professional Certificate offers a beginner-friendly crash course in foundational data science topics like Python, SQL, data visualization, data analysis, and even machine learning. The University of Michigan’s Applied Data Science with Python Specialization, meanwhile, teaches intermediate-level learners how to use Python toolkits to apply statistical, machine learning, information visualization, text analysis, and social network analysis to their datasets. In the University of Colorado’s Data Science Graduate Certificate, finally, you’ll develop skills in data science and gain knowledge of statistical analysis, data mining, and machine learning from one of the nation’s top-ranked Tier 1 research institutions.
None!
Coursera has numerous beginner-friendly data science courses, specializations, and Professional Certificates that don’t require you to have any special knowledge to start them. While math and programming skills could certainly help, programs like the IBM Data Science Professional Certificate and the Google Data Analytics Professional Certificate assume that you don’t possess such knowledge before starting them and will introduce you to relevant topics as you work through each module.
Read more: 7 Skills Every Data Scientist Should Have
A data science certificate could prepare you for entry-level data analytics roles like data analyst, marketing analyst, and business intelligence analyst. Depending on your prior work experience, you may also qualify for more advanced positions like data scientist, data architect, and data engineer.
Read more: Data Science Jobs Guide: Resources for a Career in Tech