🚨 Data Role Confusion Alert!
Too often, I come across job descriptions—and even entire teams—that blur the lines between Data Analyst, Data Engineer, and Data Scientist. Let’s clear it up 👇
🔍 Data Analyst
Interprets existing data to support business decisions.
Tools: Excel, SQL, Power BI, Tableau, Python (occasionally)
Key Questions: What happened? Why did it happen?
🛠️ Data Engineer
Builds the infrastructure and pipelines for collecting, cleaning, and delivering data.
Tools: SQL, Python, Spark, Airflow, AWS/Azure/GCP
Focus: How can we make data accessible, scalable, and reliable?
#DataAnalytics #DataScience #DataEngineering #BusinessIntelligence #CareerInData #DataDriven #AnalyticsCulture #ShubhojitKhan