What Does a Data Analyst Do? Metrics, Insights, and Decision Support
Data analysts turn raw data into decisions: dashboards, SQL, experiments, and business storytelling with numbers.
CareerDataIT RolesAnalytics
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Hire me on UpworkData analysts turn raw data into decisions: dashboards, SQL, experiments, and business storytelling with numbers.
Data engineers build the plumbing for analytics and ML: ETL/ELT, warehouses, quality checks, and scalable pipelines.
Data scientists explore and model; ML engineers productionize. Overlaps, differences, and when each role pays off.
AI engineers build production LLM features: prompts, RAG, tools, streaming UX, safety, and cost. How the role differs from classic ML.