All skill roadmaps

Tech & Digital · Technical Skills

Data Analyst

Follow each stage in sequence and use the map to shape your learning.

01 / Foundations

01Excel / Google Sheets
02Data Cleaning
03Statistics

02 / Core practice

04SQL
05Data Visualization
06Choose a BI tool

03 / Build & apply

07Python
08Data Storytelling
09Business Analysis

04 / Professional edge

10Portfolio Projects

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End of this path

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01Software Engineer02Frontend Engineer03Backend Engineer

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