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Career guide

How to get a data analyst job as a fresher

Data analysts turn raw data into answers that businesses act on. It's one of the most accessible tech roles for graduates from any background — if you can show you clean data, query it and present clear insights.
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What a Data Analyst does

  • Collects and cleans data from spreadsheets, databases and tools.
  • Writes SQL queries to answer business questions.
  • Builds dashboards and reports in Power BI, Tableau or Excel.
  • Presents findings and recommendations to managers.

Projects that prove your skills

  1. 1A sales or HR dashboard in Power BI built from a public dataset, with a one-page summary of insights.
  2. 2A SQL case study answering 10 business questions on a realistic dataset, published on GitHub.
  3. 3A data-cleaning project showing before/after and the decisions you made.

Data Analyst skills

What employers look for in a fresher

  • Excel

    Pivot tables, lookups and charts remain everyday tools.

  • SQL

    Joins, aggregations and window functions are tested in nearly every analyst interview.

  • Power BI or Tableau

    Dashboards are how analysts share results.

  • Statistics basics

    Averages, distributions, correlation and simple hypothesis testing.

  • Python (pandas) — a plus

    Increasingly asked for in listings, especially for larger datasets.

  • Communication

    An insight only matters if stakeholders understand it.

What the interviews look like

  1. Round 1Online test: aptitude, Excel and SQL questions.
  2. Round 2Technical interview: SQL live queries, a case question and a walkthrough of your dashboard.
  3. Round 3HR / managerial round focused on communication.

Questions to practise

  • What is the difference between WHERE and HAVING?
  • Write a query to find the top 3 products by revenue in each region.
  • How do you handle missing values in a dataset?
  • What is the difference between a mean and a median, and when would you use each?
  • Walk me through a dashboard you built and the decision it supports.
  • How would you explain a drop in monthly sales to a manager?

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FAQ

Data Analyst: common questions

Straight answers for freshers starting out.

Can a non-CS graduate become a data analyst?

Yes. Commerce, science and arts graduates regularly move into analyst roles by learning Excel, SQL and a dashboard tool and building a small portfolio.

Is coding required for a data analyst?

SQL is essential; Python is increasingly useful but not always required for entry-level roles.

Data analyst or data scientist — which is easier to start with?

Data analyst roles are generally the more accessible entry point and can lead to data science later.

More career guides

  1. Profile
  2. Prepare
  3. Interview
  4. Improve
  5. Get hired

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