๐๐ข๐ต๐ข ๐๐ฏ๐ข๐ญ๐บ๐ด๐ต ๐ท๐ด ๐๐ข๐ต๐ข ๐๐ค๐ช๐ฆ๐ฏ๐ต๐ช๐ด๐ต: ๐๐ฉ๐ข๐ต’๐ด ๐ต๐ฉ๐ฆ ๐๐ช๐ง๐ง๐ฆ๐ณ๐ฆ๐ฏ๐ค๐ฆ?
✴️๐๐ข๐ต๐ข ๐๐ฏ๐ข๐ญ๐บ๐ด๐ต ๐ท๐ด ๐๐ข๐ต๐ข ๐๐ค๐ช๐ฆ๐ฏ๐ต๐ช๐ด๐ต: ๐๐ฉ๐ข๐ต’๐ด ๐ต๐ฉ๐ฆ ๐๐ช๐ง๐ง๐ฆ๐ณ๐ฆ๐ฏ๐ค๐ฆ? ✴️
๐A Data Analyst focuses on interpreting existing data to find trends, answer questions, and support decision-making. They typically work with structured data and use tools like Excel, SQL, and Power BI.
A Data Scientist, on the other hand, builds models to predict future outcomes using machine learning. They explore large datasets (structured or unstructured), create algorithms, and often write production-level code.
๐ข๐ฏ๐ท๐ฒ๐ฐ๐๐ถ๐๐ฒ:
Data Analyst: Understand the past and present.
Data Scientist: Predict the future.
๐ง๐ผ๐ผ๐น๐ ๐ฎ๐ป๐ฑ ๐ง๐ฒ๐ฐ๐ต๐ป๐ผ๐น๐ผ๐ด๐ถ๐ฒ๐:
Data Analysts often use: SQL, Excel, Tableau, Power BI, Python (for basic tasks), Google Sheets.
Data Scientists use: Python, R, TensorFlow, PyTorch, Hadoop, Spark, advanced statistical tools.
๐ฆ๐ธ๐ถ๐น๐น๐:
Data Analysts need: Data cleaning, data visualization, basic statistics, business knowledge.
Data Scientists need: Machine learning, advanced statistics, programming, data engineering knowledge.
๐ค๐๐ฒ๐๐๐ถ๐ผ๐ป๐ ๐ง๐ต๐ฒ๐ ๐๐ป๐๐๐ฒ๐ฟ:
Data Analyst: “What happened?” “Why did it happen?”
Data Scientist: “What will happen?” “How can we make it happen?”
๐ข๐๐๐ฝ๐๐๐:
Data Analyst: Reports, dashboards, summaries.
Data Scientist: Predictive models, algorithms, recommendation systems.
๐ง๐ฒ๐ฎ๐บ ๐ฃ๐น๐ฎ๐ฐ๐ฒ๐บ๐ฒ๐ป๐:
Data Analysts usually work within business units (marketing, sales, operations).
Data Scientists are often part of R&D or innovation departments.
๐๐ฑ๐๐ฐ๐ฎ๐๐ถ๐ผ๐ป & ๐๐ฎ๐ฐ๐ธ๐ด๐ฟ๐ผ๐๐ป๐ฑ:
Data Analysts often come from business, economics, IT, or statistics.
Data Scientists usually have a background in computer science, statistics, mathematics, or physics.
๐ฆ๐ถ๐บ๐ฝ๐น๐ฒ ๐๐ป๐ฎ๐น๐ผ๐ด๐:
A Data Analyst is like a historian - they study and explain what has happened.
A Data Scientist is like a fortune teller - they build models to predict what will happen next.
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