Start with the work analysts actually do
Data analysts turn questions into measurable definitions, query reliable data, check quality, explain patterns, and recommend an action. Learn spreadsheets and SQL first, then add one visualization tool and basic statistics.
Build evidence, not a tool list
Create two or three projects that begin with a business question and end with a concise recommendation. Show your assumptions, cleaning decisions, SQL, charts, and the limitation of your conclusion.
Develop business communication
Practice writing a one-paragraph executive summary before presenting technical details. Hiring teams value analysts who can explain what changed, why it matters, and what should happen next.
Run a focused job search
Match your resume to the role, use the employer website, and track applications. Search adjacent titles such as BI analyst, reporting analyst, operations analyst, product analyst, and business analyst.