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Data

Data analyst trainee

Cleans data and builds reports.

How people get in

Every sector; analytics and consulting firms hire freshers.

First proof to build

Analyse a public dataset and publish 3 findings with charts.

National Classification of Occupations 2015, division 2: Professionals.

Learn what you’re missing

Free options first. Finishing a course keeps a skill self-reported; deliver a gig to prove it.

Excel / Google Sheets

Excel Skills for Business (Macquarie University)

Coursera

Free to audit

Self-paced · beginner · About 6 months part-time · certificate available

Free to audit; certificate is paid. Check current details on the provider’s site.

Google Data Analytics Professional Certificate

Google

Paid

Certification · beginner · About 6 months at a few hours a week · certificate available

Paid subscription (financial aid available on Coursera). Check current details on the provider’s site.

SQL basics

CS50's Introduction to Databases with SQL

Harvard University

Free

Self-paced · beginner · About 7 weeks · certificate available

Free. Check current details on the provider’s site.

Kaggle Learn: Intro to SQL

Kaggle Learn

Free

Self-paced · beginner · About 3 hours · certificate available

Free. Check current details on the provider’s site.

Python basics

CS50: Introduction to Computer Science

Harvard University

Free

Self-paced · beginner · About 10–12 weeks · certificate available

Free, including a free CS50 certificate; verified certificate via edX is paid. Check current details on the provider’s site.

CS50's Introduction to Programming with Python

Harvard University

Free

Self-paced · beginner · About 10 weeks · certificate available

Free. Check current details on the provider’s site.

Charts and dashboards

Kaggle Learn: Data Visualization

Kaggle Learn

Free

Self-paced · beginner · About 4 hours · certificate available

Free. Check current details on the provider’s site.

Google Data Analytics Professional Certificate

Google

Paid

Certification · beginner · About 6 months at a few hours a week · certificate available

Paid subscription (financial aid available on Coursera). Check current details on the provider’s site.

Statistics basics

Khan Academy: Statistics and probability

Khan Academy

Free

Self-paced · beginner · Self-paced

Free. Check current details on the provider’s site.

BS in Data Science and Applications

IIT Madras

Paid

Degree / diploma · beginner · Flexible, multi-year · certificate available

Paid degree; check current fees and fee waivers on the official site. Check current details on the provider’s site.