📝 Free Resources & Guides

Data Analytics Career Blog

Written by working data analysts at EVIKA Academy — honest guides to help you start and grow your analytics career in India.

📘 Series · Chapter 69September 2026 · 22 min read

Statistics Fundamentals for Data Analysts — Mean, Distributions, Correlation & Hypothesis Testing

Descriptive statistics (mean vs median, standard deviation, percentiles), the 5 probability distributions analysts use most, correlation vs causation traps, 5-step hypothesis testing framework, A/B testing with a worked example, 4 A/B testing pitfalls, and statistics functions in Excel, Python and Power BI.

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📘 Series · Chapter 68September 2026 · 20 min read

Dashboard Design Principles for Data Analysts — Layout, KPIs, Colour & Stakeholder Dashboards

KPI hierarchy (North Star → Supporting → Diagnostic), F-pattern layout grid with mock dashboard, semantic colour system (7 colours with hex codes), chart selection table (7 use cases), KPI card anatomy, 8 dashboard design mistakes with fixes, and Power BI vs Excel comparison.

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📘 Series · Chapter 67September 2026 · 22 min read

Python Data Visualisation for Data Analysts — Matplotlib, Seaborn & Plotly Complete Guide

When to use Matplotlib vs Seaborn vs Plotly, copy-paste code for every common chart type (line, bar, heatmap, funnel, scatter with trendline), the 5-step EDA visualisation workflow, 6 charting mistakes that undermine credibility, and how to export interactive HTML charts for stakeholders.

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📘 Series · Chapter 66September 2026 · 20 min read

Data Analyst Communication Skills — How to Present Data, Write Insights & Influence Stakeholders

BLUF (Bottom Line Up Front) framework for emails and reports, SCR executive slide structure, one-slide-one-message rule, insight email template that gets acted on, visualisation storytelling and chart selection, handling pushback when stakeholders disagree with your data, and 5 habits of high-impact analysts.

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📘 Series · Chapter 65September 2026 · 22 min read

Advanced SQL Patterns for Data Analysts — Window Functions, CTEs, Recursive Queries & Optimisation

Window functions (ROW_NUMBER, RANK, LAG, LEAD, NTILE, running totals), CTEs and recursive CTEs for hierarchies, conditional aggregation to pivot rows into columns, JSON functions, 7 query optimisation rules, and the SQL interview patterns every senior analyst must know.

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📘 Series · Chapter 64September 2026 · 18 min read

Business Analytics for Data Analysts — Metrics, Frameworks & Decision Support

How to translate vague business questions into structured analysis: MECE framework, metric trees, root cause analysis using the 5 Whys, funnel analysis SQL, cohort retention SQL, and the SCR (Situation–Complication–Resolution) framework for stakeholder communication.

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📘 Series · Chapter 63September 2026 · 18 min read

How to Switch Careers to Data Analytics in India 2026 — Complete Roadmap

Who can switch (finance, BPO, HR, operations, teaching), realistic 6-month timeline, learning order, portfolio strategy for career changers, how to answer "why did you switch?" in interviews, and honest salary expectations for career changers in India.

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📘 Series · Chapter 62September 2026 · 20 min read

Advanced Excel for Data Analysts India 2026 — Power Query, Power Pivot, DAX & Dynamic Arrays

Power Query ETL automation, Power Pivot multi-table data models, 8 DAX measures every analyst needs, dynamic array functions (FILTER, SORT, UNIQUE, XLOOKUP, TEXTSPLIT), 3 VBA automation macros, and the Excel interview tests Indian employers actually run.

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📘 Series · Chapter 61September 2026 · 18 min read

Data Analytics for Digital Marketing India 2026 — Metrics, Attribution & Campaign Analysis

CAC, ROAS, LTV, CTR — key marketing metrics explained, attribution models compared, funnel & cohort analysis SQL patterns, GA4 basics, Power BI marketing dashboard blueprint, and India-specific considerations (UPI mix, festival seasonality, Tier-2 city behaviour).

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📘 Series · Chapter 60September 2026 · 15 min read

Data Analyst Productivity Tools India 2026 — VS Code, DBeaver, Jupyter & More

The free toolkit every Indian analyst installs: VS Code extensions and shortcuts, DBeaver tips, venv vs Anaconda Python setup, 10 Jupyter keyboard shortcuts, 7 essential Git commands, and Notion pages that save hours every week.

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📘 Series · Chapter 59September 2026 · 22 min read

Data Analyst Portfolio Projects India 2026 — 10 Project Ideas With Full Build Guide

10 project ideas with Indian-context datasets, step-by-step build instructions, SQL code snippets, and exactly what to say about each project in interviews — from beginner (Excel MIS dashboard) to advanced (end-to-end capstone).

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📘 Series · Chapter 58September 2026 · 16 min read

Remote Data Analyst Jobs India 2026 — How to Find, Apply & Succeed Working From Home

Which company types genuinely offer remote analytics roles, best platforms, how to stand out in remote applications, domestic vs international salary comparison, home setup essentials, and red flags to avoid.

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📘 Series · Chapter 57September 2026 · 20 min read

Machine Learning for Data Analysts India 2026 — What to Learn & How to Apply It at Work

Linear Regression, Logistic Regression, Random Forest, K-Means Clustering — the 4 models analysts actually use, with Python sklearn code, business use cases, when NOT to use ML, and a 12-week learning path.

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📘 Series · Chapter 56September 2026 · 18 min read

Data Analyst Growth Hacks India 2026 — How to Get Promoted, Earn More & Move Up Faster

5 career acceleration tactics: internal visibility, managing the promotion conversation, fastest salary paths, premium skills for 2026, side income options, and a 90-day career plan for Indian data analysts.

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⭐ Institute ReviewSeptember 2026 · 12 min read

EVIKA Academy Data Analytics Course Review 2026 — Curriculum, Faculty & What to Expect

Honest look at the EVIKA Academy data analytics course in Noida Sector 51: curriculum modules, teaching style, live projects, interview preparation details, limitations, and who it is actually right for.

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🏆 Institute GuideSeptember 2026 · 12 min read

Best Data Analytics Institute in Noida 2026 — How to Choose & What to Look For

7 criteria that separate good institutes from the rest — faculty experience, batch size, live projects, interview prep, demo class, fee transparency — with a red flag checklist and how EVIKA Academy addresses each criterion.

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💰 Fee GuideSeptember 2026 · 10 min read

Data Analyst Course Fees in Noida 2026 — What You Actually Pay & What You Should Get

Fee tiers explained (₹8K to ₹1L), what each level includes and what it is missing, 5 questions to ask before paying, and what EVIKA Academy charges — with zero hidden fees.

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📘 Series · Chapter 55September 2026 · 30 min read

100 Data Analytics Interview Questions & Answers India 2026 — SQL, Python, Stats & Case Studies

SQL queries, Python pandas tasks, statistics, A/B testing, case study scenarios, Power BI/Excel, and HR round answers — 100 detailed Q&A written for data analyst interviews in India with Delhi NCR context.

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📘 Series · Chapter 54September 2026 · 18 min read

Best Data Analyst Certifications India 2026 — Honest Guide to Google, Microsoft PL-300, IBM & More

Honest comparison of 8 certifications — Google DA Professional, PL-300, IBM, Tableau Desktop Specialist, HackerRank SQL — with costs, difficulty, recognition, and the order to pursue them in India.

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📘 Series · Chapter 53September 2026 · 17 min read

Data Analyst vs Data Scientist vs Data Engineer India 2026 — Role Comparison, Salary & Career Path

Day-to-day work, required skills, salary over 10 years, job demand, and which data role to target first — a clear comparison for professionals in India deciding between DA, DS, and DE.

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📘 Series · Chapter 52September 2026 · 15 min read

Data Analyst Salary Negotiation India 2026 — Scripts, Tactics & Offer Evaluation Guide

Research your market rate, use negotiation scripts proven to work in India, evaluate CTC offer letters correctly, handle counter-offers, and walk away knowing you maximised your compensation.

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📘 Series · Chapter 51September 2026 · 14 min read

Data Analyst LinkedIn Profile Guide India 2026 — Headline, About, Featured & Content Strategy

Optimise every section of your LinkedIn profile — headline formulas, About structure, Featured projects, content posting strategy, and how to attract inbound recruiter messages in India.

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📘 Series · Chapter 50September 2026 · 16 min read

Data Analyst Resume Guide India 2026 — Format, ATS Keywords & Sample Bullet Points

ATS-safe resume format, keyword bank, strong bullet formulas with before/after examples, section order, and 12 common mistakes to avoid on Indian data analyst resumes.

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📘 Series · Chapter 49September 2026 · 20 min read

Statistics for Data Analysts India 2026 — Practical Guide to Hypothesis Testing, A/B Testing & Regression

Descriptive stats, probability distributions, hypothesis testing, A/B testing, correlation, and linear regression — with Python code and business examples for Indian data analysts.

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📘 Series · Chapter 48September 2026 · 15 min read

Data Analytics Tools Comparison India 2026 — Power BI vs Tableau vs Looker vs SQL vs Python

Honest side-by-side of every major analytics tool by India job market demand, salary impact, learning curve, and cost — so you know exactly what to learn first.

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📘 Series · Chapter 47September 2026 · 16 min read

Freelancing as a Data Analyst in India 2026 — How to Start, Find Clients & Earn ₹50k–₹3L/Month

Platforms, rates, portfolio strategy, contracts, tax basics, and a 90-day launch plan for freelance data analysts in India — from Noida, Gurugram, or anywhere.

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📘 Series · Chapter 46September 2026 · 18 min read

Data Analyst Interview Preparation India 2026 — SQL, Python, Case Studies & HR Rounds

SQL window functions, Python pandas tasks, the SCOPE case study framework, take-home assignment tips, HR round answers, and a salary negotiation script for India.

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📘 Series · Chapter 45September 2026 · 15 min read

Data Analyst in Edtech & Startups India 2026 — Roles, Metrics, Skills & Career Guide

Learner analytics, MRR/ARR tracking, startup data stacks, ESOP realities, and how startup experience compares to IT services — for data analysts in Noida and Delhi NCR.

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📘 Series · Chapter 44September 2026 · 15 min read

Data Analyst in IT Services & Consulting India 2026 — Roles, Skills, Salary & Career Guide

What analysts actually do at TCS, Infosys, HCL, Wipro, Accenture, and Genpact — client vs internal analytics, salary ranges, consulting firms, and a 2-year launchpad plan.

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📘 Series · Chapter 43September 2026 · 15 min read

Data Analyst in Manufacturing & Supply Chain India 2026 — Roles, Metrics, SQL & Career Guide

What analysts do in Indian factories, FMCG companies, and logistics firms — OEE, inventory analytics, demand forecasting, SAP data, and career opportunities near Noida and Greater Noida.

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📘 Series · Chapter 42September 2026 · 15 min read

Data Analyst in Healthcare & Pharma India 2026 — Roles, Metrics, SQL & Career Guide

What analysts do in Indian hospitals, pharma companies, and healthtech startups — SFE analytics, clinical KPIs, IQVIA data, SQL patterns, and career opportunities in Noida and Gurugram.

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📘 Series · Chapter 41September 2026 · 16 min read

Data Analyst in E-Commerce & Retail India 2026 — Roles, Metrics, SQL & Career Guide

What analysts do at Indian e-commerce and D2C companies — GMV, return rate, RFM segmentation, cohort retention SQL, and how to break into the sector from Noida or Delhi NCR.

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📘 Series · Chapter 40September 2026 · 15 min read

Data Analyst in Banking & Finance India 2026 — BFSI Analytics Roles, Skills & Salary

What analysts actually do in Indian banks, NBFCs, insurance, and fintech — NPA, fraud analytics, SQL for BFSI, and the best routes into the sector from Noida and Delhi NCR.

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📘 Series · Chapter 39September 2026 · 18 min read

Build an End-to-End Data Project India 2026 — From Raw Data to Dashboard & Insight

Complete walkthrough of a real data analytics project — dataset selection, Python cleaning, SQL analysis, Power BI dashboard, and how to present it in an interview.

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📘 Series · Chapter 38September 2026 · 15 min read

Cloud Analytics India 2026 — AWS, Azure & GCP for Data Analysts

Which cloud to learn first, free-tier setup guides for BigQuery, Athena, and Azure Synapse, and how Indian companies in Noida and Delhi NCR actually use cloud data tools.

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📘 Series · Chapter 37September 2026 · 15 min read

Senior Data Analyst & Career Growth Paths India 2026 — From Analyst to Lead, Manager & Beyond

Every growth path from data analyst — Senior Analyst, Analytics Manager, Data Scientist, Product Analyst — with real salary ranges, promotion timelines, and what it takes to level up in India.

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📘 Series · Chapter 36September 2026 · 16 min read

Working with Databases India 2026 — MySQL, PostgreSQL & BigQuery for Data Analysts

Set up MySQL, PostgreSQL, and BigQuery from scratch — schema design, indexing, analytical queries, and connecting to Power BI and Python as a data analyst in India.

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📘 Series · Chapter 35September 2026 · 14 min read

Data Ethics & Privacy for Data Analysts India 2026 — DPDPA, GDPR & Responsible Analytics

What the DPDPA means for your daily work as an analyst — consent, anonymisation techniques, 10 privacy mistakes to avoid, and the ethical principles that build career-long trust.

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📘 Series · Chapter 34September 2026 · 16 min read

Product Analytics for Data Analysts India 2026 — Metrics, Funnels & Growth Analysis

North star metrics, funnel analysis with SQL, cohort retention, and the AARRR framework — the product analytics skills that open startup and D2C roles in Noida, Gurugram, and Delhi NCR.

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📘 Series · Chapter 33September 2026 · 18 min read

Data Analyst Interview Prep India 2026 — Case Studies, Behavioural & Full Round Guide

Every round of a data analyst interview in India — 3 worked case studies, 3 full STAR behavioural answers, take-home assignment structure, and salary negotiation tactics.

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📘 Series · Chapter 32September 2026 · 17 min read

AI Tools for Data Analysts India 2026 — ChatGPT, Copilot, Gemini & More

Which AI tools actually help data analysts in India — ChatGPT for SQL, Copilot in Excel, Gemini for Python — with practical prompts, workflows, and honest limitations.

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📘 Series · Chapter 30September 2026 · 15 min read

Data Analyst Resume & LinkedIn Guide India 2026 — Templates, ATS Tips & Profile Hacks

ATS-proof resume section-by-section guide with copy-paste templates and LinkedIn optimisation for freshers and career-switchers targeting Noida and Delhi NCR jobs.

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📘 Series · Chapter 29September 2026 · 16 min read

How to Become a Data Analyst in India 2026 — Complete Step-by-Step Roadmap

Zero to first data analyst job — a 5-phase, 32-week roadmap with checkpoint tests, background-specific shortcuts, and a practical job search guide for the Indian market in 2026.

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📘 Series · Chapter 28September 2026 · 14 min read

Data Analyst Day in the Life India 2026 — What Analysts Actually Do

Hourly breakdown of a real analyst workday at a D2C startup and a BFSI bank in India — time distribution, real tasks, tools used, and 5 myths about the job debunked.

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📘 Series · Chapter 27September 2026 · 13 min read

Data Analyst Tools Guide India 2026 — SQL vs Python vs Power BI vs Excel: When to Use What

A decision framework for the five core analyst tools — when to use SQL, Python, Power BI, Tableau, or Excel — with Indian role-based tool stacks, a quick-decision table, and learning time estimates.

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📘 Series · Chapter 26September 2026 · 14 min read

Data Analyst Portfolio Guide India 2026 — Projects, GitHub & Dashboards That Get Hired

7 portfolio project ideas with Indian datasets (IPL, CPI, e-commerce, churn, RFM), a GitHub repo structure template, free hosting options for dashboards, and what hiring managers in India actually look for in 2026.

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📘 Series · Chapter 25September 2026 · 18 min read

Python Interview Questions for Data Analysts — 30 Practice Problems India 2026

20 fully solved pandas/Python interview problems (Easy → Hard) plus 10 more — groupby, merge, transform, datetime/IST, pivot_table, cohort retention, RFM feature engineering, and merge_asof. What each question tests.

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📘 Series · Chapter 24September 2026 · 20 min read

SQL Interview Questions for Data Analysts — 50 Practice Problems India 2026

20 fully solved SQL problems (Easy → Hard) plus 30 more — JOINs, GROUP BY, window functions, CTEs, cohort retention, de-duplication, consecutive events, and pivot queries. Includes what every interviewer is testing.

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📘 Series · Chapter 23September 2026 · 16 min read

BI Strategy & Stakeholder Management for Data Analysts — India 2026

Managing analytics requests, prioritisation frameworks, self-serve analytics, data governance basics, building a data culture, and the full Indian analyst career ladder from junior to head of analytics.

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📘 Series · Chapter 22September 2026 · 15 min read

Dashboard Design Best Practices for Data Analysts — India 2026

Layout hierarchy, KPI tile anatomy, colour rules, 8 anti-patterns to eliminate, mobile-first design, and a dashboard blueprint — with Power BI and Looker examples for Indian business dashboards.

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📘 Series · Chapter 21September 2026 · 15 min read

Data Storytelling for Data Analysts — How to Present Insights India 2026

Narrative frameworks (SCR, What–So What–Now What), insight chart titles, the 5-slide analyst deck, before/after presentation makeovers, and rules for presenting to non-technical stakeholders.

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📘 Series · Chapter 20September 2026 · 18 min read

Data Pipelines & ETL Basics for Data Analysts — Complete Guide India 2026

How data moves from source to dashboard — ETL vs ELT, data warehouses vs data lakes, Airflow DAGs, Python pipeline scripts, incremental loading, and the five most common pipeline failures with fixes.

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📘 Series · Chapter 19September 2026 · 18 min read

Advanced SQL for Data Analysts — Window Functions, CTEs & Query Optimisation India 2026

RANK vs DENSE_RANK vs ROW_NUMBER, LAG/LEAD, running totals, CTEs and recursive queries, EXPLAIN, indexing strategy, and 8 interview questions with answers — with Indian business SQL examples.

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📘 Series · Chapter 18September 2026 · 17 min read

Predictive Analytics & Machine Learning Basics for Data Analysts — India 2026

Supervised vs unsupervised learning, decision trees, logistic regression, K-means customer segmentation, churn prediction, and model evaluation — with Indian business examples and Python sklearn code.

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📘 Series · Chapter 17September 2026 · 16 min read

A/B Testing for Data Analysts — Complete Guide India 2026

Experiment design, sample size calculation, SRM detection, full statistical analysis, common pitfalls (Diwali bias, salary-date skew, novelty effect), and how to communicate results — with Indian product and e-commerce examples.

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📘 Series · Chapter 16September 2026 · 17 min read

Time Series Analysis for Data Analysts — Trends, Seasonality & Forecasting India 2026

Time series components (trend, seasonality, noise), decomposition, moving averages, Indian festive season patterns (Diwali, FY end), year-on-year analysis, and forecasting basics with Python and Prophet.

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📘 Series · Chapter 15September 2026 · 15 min read

Hypothesis Testing for Data Analysts — p-value, t-test, A/B Testing India 2026

Null vs alternative hypothesis, p-value and significance level, t-tests, chi-square tests, A/B test design and interpretation — with Indian e-commerce examples and Python scipy code.

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📘 Series · Chapter 14September 2026 · 16 min read

Correlation & Regression Analysis for Data Analysts — Complete Guide India 2026

Pearson and Spearman correlation, scatter plots, simple linear regression, multiple regression, R-squared, and coefficient interpretation — with Indian business examples and Python sklearn code.

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📘 Series · Chapter 13September 2026 · 16 min read

Descriptive Statistics for Data Analysts — Mean, Median, Variance, IQR Explained (2026)

Mean, median, mode, variance, standard deviation, IQR, skewness, percentiles — every descriptive statistic explained with formula, when to use it, when not to, and Indian business examples with Python and SQL.

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📘 Series · Chapter 12September 2026 · 17 min read

Data Cleaning Techniques for Data Analysts — Complete Guide India 2026

Every data quality problem — missing values, duplicates, wrong types, inconsistent text, outliers, bad dates — solved in Python, SQL, and Excel, with Indian dataset examples and the reasoning for every decision.

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📘 Series · Chapter 11September 2026 · 15 min read

Exploratory Data Analysis (EDA) — Complete Guide for Data Analysts India 2026

Six EDA steps with Python code and a running Indian e-commerce case study — structure check, quality audit, univariate analysis, bivariate relationships, time trends, and outlier investigation.

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📘 Basics · Chapter 10September 2026 · 14 min read

Data Visualisation — Choosing the Right Chart for Every Business Question

Bar, line, scatter, pie, heatmap, box plot, histogram — when to use each chart type, when not to, the 5 design rules every analyst must follow, and Indian business examples for every chart.

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📘 Basics · Chapter 9September 2026 · 19 min read

Power BI for Data Analysts — Complete Guide with Indian Business Examples (2026)

Data model, Power Query, relationships, DAX measures, visuals, and publishing — every Power BI skill a data analyst needs, with Indian sales examples and DAX patterns used in real dashboards.

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📘 Basics · Chapter 8September 2026 · 20 min read

Python for Data Analysts — Complete Guide with Indian Business Examples (2026)

pandas, numpy, matplotlib, seaborn, data cleaning, merging DataFrames, and a complete EDA workflow — every Python skill a data analyst needs, with real Indian e-commerce code examples throughout.

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📘 Basics · Chapter 7September 2026 · 17 min read

Excel for Data Analysts — Complete Guide with Indian Business Examples (2026)

VLOOKUP, pivot tables, SUMIF, data cleaning, date functions, Power Query, and dashboard design — every Excel skill a data analyst needs, with Indian sales, HR, and finance examples.

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📘 Basics · Chapter 6September 2026 · 18 min read

SQL for Data Analysts — Complete Guide with Indian Business Examples (2026)

From your first SELECT to window functions — every SQL concept a data analyst needs, each with an Indian business example. SELECT, WHERE, GROUP BY, JOINs, CASE WHEN, CTEs, and window functions all covered.

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📘 Basics · Chapter 5September 2026 · 13 min read

Introduction to Databases for Data Analysts — Tables, Keys, SQL & Types Explained

What a database is, how tables, rows, columns, primary keys, and foreign keys work, the difference between relational and NoSQL databases, and how SQL connects to all of it — explained from scratch.

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📘 Basics · Chapter 4September 2026 · 15 min read

Key Metrics Every Data Analyst Must Know — KPIs, Ratios & Business Measures

Revenue metrics, customer metrics, conversion metrics, and operations metrics — every formula, an Indian business example, and the SQL to calculate it. MoM, YoY, CLTV, CAC, churn rate, OTIF, NPS, and more.

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📘 Basics · Chapter 1September 2026 · 14 min read

What is Data Analytics? — Complete Beginner's Guide 2026

Data analytics explained from scratch — what it means, why businesses need it, the 4 types (descriptive, diagnostic, predictive, prescriptive) with real Indian examples, tools analysts use, and how to start learning.

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📘 Basics · Chapter 2September 2026 · 13 min read

Types of Data in Analytics — Structured, Unstructured, Qualitative & Quantitative

Every data type explained with Indian business examples — structured vs unstructured, qualitative vs quantitative, discrete vs continuous, and the 4 measurement scales (nominal, ordinal, interval, ratio).

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📘 Basics · Chapter 3September 2026 · 16 min read

The Data Analytics Process — 6 Steps from Raw Data to Business Decision

All 6 steps of the data analytics workflow — define the question, collect, clean, analyse, visualise, and measure — walked through with a real Indian e-commerce revenue investigation and SQL code at each step.

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🗺️ Complete RoadmapSeptember 2026 · 16 min read

Data Analytics Roadmap India 2026 — Zero to Job-Ready in 6 Months

Month-by-month, week-by-week roadmap: SQL → Excel + Statistics → Python → Power BI → Portfolio → Interview prep. Includes skill checkpoints for each month and the 6 mistakes that derail most beginners.

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🆓 Free ResourcesSeptember 2026 · 12 min read

Free Data Analytics Resources India 2026 — Tools, Datasets, Courses & Practice Sites

Complete curated list of 30+ free resources for Indian learners — free SQL practice platforms, Indian datasets for portfolio projects, Power BI Desktop, Python + Google Colab, YouTube channels, and mock interview sites.

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📊 Power BI TutorialSeptember 2026 · 18 min read

Power BI Tutorial for Beginners India 2026 — Data Model, DAX & Dashboards

8-chapter beginner guide covering Power Query, star schema data model, 5 essential DAX measures with code, chart selection guide, slicers, drill-through, and a complete 3-page Indian sales dashboard checklist.

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💰 Salary GuideSeptember 2026 · 14 min read

Data Analyst Salary India 2026 — City-Wise, Role-Wise & Experience Guide

Salary ranges across Bangalore, Mumbai, Delhi NCR, Hyderabad, and Pune. Experience-level breakdown (₹3.5 LPA fresher to ₹50 LPA+ lead), 8 skills that command real premiums, sector comparison, and negotiation tactics.

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🗂️ Portfolio GuideSeptember 2026 · 15 min read

Data Analytics Portfolio Guide India 2026 — Projects, GitHub & What Interviewers Look For

5 step-by-step portfolio projects using Indian data (e-commerce, AQI, HR attrition, NSE stocks, IPL), GitHub setup rules, 6 common mistakes that get resumes rejected, and how to present your work in interviews.

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🚛 Supply Chain AnalyticsSeptember 2026 · 16 min read

Data Analytics for Supply Chain & Operations India 2026 — Skills, Tools & Career Guide

4 high-value SCM analytics use cases with real SQL and Python code — demand forecasting (with Indian festival seasonality), inventory ABC analysis, OTIF logistics dashboard, and vendor scorecard. 5-month career transition plan for ops professionals.

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🏛️ College StudentsAugust 2026 · 9 min read

Data Analytics Course Near Amity, Bennett, GL Bajaj & Sharda University Noida

Closest professional data analytics institute for students from Amity University Noida, Bennett University, GL Bajaj and Sharda University Greater Noida. Metro access guide, online option for hostelites, degree-wise learning paths.

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🎓 During CollegeAugust 2026 · 11 min read

Data Analytics Course During College 2026 — Learn & Get Placed Before Graduation

How to learn data analytics alongside your degree without missing college. Year-by-year plan, weekly schedule that fits any timetable, campus placement edge by skill level, and why starting in 2nd year is the smartest move.

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💼 Internship GuideAugust 2026 · 10 min read

Data Analyst Internship in Noida 2026 — How to Get One as a Student

Stipend ranges (₹5K–35K/month), top hiring companies, step-by-step roadmap, best job portals for student internships, and how to convert your internship into a full-time PPO offer.

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💼 Jobs GuideAugust 2026 · 15 min read

Data Analyst Jobs in Noida 2026 — How to Get Hired as a Fresher

Which companies hire data analysts in Noida, what skills they require, how the interview process works, which job portals to use, and a 12-week fresher job search timeline. 5 infographics including sector breakdown, skills checklist, interview rounds and portal comparison.

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💰 Salary GuideAugust 2026 · 14 min read

Data Analyst Salary in Noida & Delhi NCR 2026 — Fresher to Senior

Complete salary guide for data analysts in Noida and Delhi NCR 2026. Fresher to senior ranges, role-wise breakdown (Data Analyst, Business Analyst, Power BI Developer), skill impact analysis, top hiring sectors and area-wise job hotspots — with 5 infographics.

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📍 Ghaziabad AreaAugust 2026 · 8 min read

Data Analytics Course Near Indirapuram, Vaishali & Ghaziabad 2026

Closest data analytics institute to Indirapuram and Vaishali — EVIKA ACADEMY at Noida Sector 51, 10 minutes by metro. Or join the same live class online from home in Ghaziabad. Excel, SQL, Power BI, Python. Free demo available.

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📅 Weekend BatchAugust 2026 · 9 min read

Weekend Data Analytics Course in Noida 2026 — Sat + Sun Batches

Saturday and Sunday live classes at EVIKA ACADEMY Sector 51 — for working professionals who cannot attend weekday batches. Same curriculum, same trainer, same placement support. From ₹4,999.

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🎓 Degree PathsAugust 2026 · 13 min read

Data Analyst Course After B.Com, BBA, BCA — Complete Career Guide 2026

How B.Com, BBA, BCA and BA/BSc graduates can become data analysts. Degree-specific advantages, which tools to learn first, target roles, salary expectations and realistic timelines.

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🚀 Beginners GuideAugust 2026 · 11 min read

Data Analyst Course for Beginners in Noida 2026 — Zero to Hired

Complete beginner's guide to data analytics in India — 4-step learning path (Excel → SQL → Power BI → Python), realistic timeline, 5 myths debunked, and which course to start with in Noida.

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🤖 AI + AnalyticsAugust 2026 · 12 min read

Data Analyst Course with AI in Noida 2026 — Why AI is Now Non-Negotiable

How Generative AI — ChatGPT, Copilot, GitHub Copilot — is changing what data analysts do every day. Comparison table: traditional vs AI-powered analytics. What to look for in an AI-powered data analytics course in Noida.

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📊 MIS CourseAugust 2026 · 10 min read

MIS Course in Noida 2026 — Fees, Syllabus & Career Scope

Complete MIS training in Noida — Advanced Excel, SQL, Power BI and AI tools. 12-week live program at Sector 51. Fees from ₹4,999. Weekday and weekend batches. No coding experience needed. Free demo available.

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🗄️ SQL Deep DiveAugust 2026 · 18 min read

SQL Joins Explained — INNER, LEFT, RIGHT, FULL JOIN with Real Examples

Every SQL join type — plain-English meaning, Indian business examples, real queries, interview traps, and advanced patterns like multi-table joins and JOIN with GROUP BY. The most thorough SQL joins guide for data analysts in India.

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🐍 Python LibrariesAugust 2026 · 15 min read

Python Libraries for Data Analysis India 2026 — pandas, NumPy, Matplotlib & More

7 essential Python libraries with use cases and full working code on Indian business data — pandas, NumPy, Matplotlib, Seaborn, Plotly, Scikit-learn, and SQLAlchemy.

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⚖️ Role ComparisonAugust 2026 · 14 min read

Business Analyst vs Data Analyst India 2026 — Which Role is Right for You?

12-factor comparison table, same-day hour-by-hour schedule for both roles, profile-based recommender (choose based on your background), and switching paths with timeline.

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🎓 Students GuideAugust 2026 · 13 min read

Data Analytics for Students India 2026 — Year-by-Year College Plan

Year 1/2/3 action plan, 4 portfolio project ideas with Indian data sources, 8 free tools table, internship channels and stipend guide — start building your analytics career before graduation.

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🤖 Generative AIAugust 2026 · 14 min read

Generative AI for Data Analysts India 2026 — 6 Use Cases with Copy-Paste Prompts

How to use AI to write SQL, DAX, Python, debug Excel, narrate dashboards, and automate reports — with real copy-paste prompts for each task. AI tools comparison and 5 prompt engineering rules.

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🤖 Agentic AIAugust 2026 · 15 min read

Agentic AI India 2026 — What It Is, How It Works & Career Opportunities

ReAct pattern explained, chatbot vs RAG vs agent comparison, 4 production agent workflows with step breakdowns, LangGraph working code, and framework guide (LangGraph/CrewAI/AutoGen).

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🔍 RAG GuideAugust 2026 · 14 min read

RAG (Retrieval-Augmented Generation) India 2026 — Complete Guide

5-step RAG explanation, RAG vs fine-tuning comparison, 5 Indian enterprise use cases, full LangChain + ChromaDB working code, and career roles with salaries.

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📗 Excel TutorialAugust 2026 · 16 min read

Excel Tutorial for Beginners India 2026 — From Basics to Power Query

8-chapter Excel guide with Indian business data — IF/IFERROR, XLOOKUP, SUMIFS, pivot tables, data cleaning, Power Query, and dynamic arrays. Interview tips at every chapter.

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🙌 Non-Technical GuideAugust 2026 · 13 min read

Data Analytics for Non-Technical Professionals India 2026

Background-by-background advantage table (BCom, BBA, Marketing, HR, Ops, BPO), 5 myths busted, and a 28-week learning path designed for professionals with no coding background.

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🎓 Degree GuideAugust 2026 · 13 min read

Data Analytics After BA / BBA / BCom India 2026 — Complete Career Guide

Degree-specific guides (BA Econ, BCom, BBA, BA English, BSc Stats), 4 portfolio projects, and salary growth timeline — your non-technical degree is an advantage, not a barrier.

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🤖 AI CareersAugust 2026 · 12 min read

AI Jobs in India 2026 — Demand, Salary & Career Opportunities

Which AI roles are actually hiring in India, what they pay, which industries are moving fastest, and the exact skill path that takes you from where you are now to your first AI job.

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🌐 Online Course GuideAugust 2026 · 10 min read

Online Data Analytics Course in India 2026 — Fees, Syllabus & What Actually Works

Pre-recorded vs live online vs classroom — an honest comparison. What to check before you enrol, and how live online training produces the same results as classroom for data analytics.

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🤖 AI CourseAugust 2026 · 9 min read

AI Course in Noida 2026 — Fees, Syllabus & Career Scope

Learn ChatGPT, Microsoft Copilot and AI tools for data analysis. Live Generative AI course in Noida Sector 51 — 4 weeks, ₹5,999, no coding background needed. Weekend batches available.

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💻 Computer CoursesAugust 2026 · 7 min read

Computer Institute in Noida Sector 51 — Courses, Fees & Timings 2026

Job-focused computer courses near Noida Sector 51 — Excel, SQL, Power BI, Python, AI. Live classes, weekday & weekend batches, ₹4,999 onwards, placement support included.

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📍 Noida Sector 51August 2026 · 8 min read

Data Analytics Course in Noida Sector 51 — Fees, Syllabus & Schedule 2026

Live Excel, SQL, Power BI and Python classes in Noida Sector 51. Weekday and weekend batches, ₹4,999 onwards, placement support included. Everything you need to decide before you enrol.

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🚀 Fresher GuideAugust 2026 · 11 min read

How to Get a Data Analyst Job With No Experience in India

The honest 5-step plan — skills to build, projects to make, how to apply and what actually gets freshers hired as data analysts in Delhi NCR in 2026.

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🗄️ Interview PrepAugust 2026 · 15 min read

SQL Interview Questions for Data Analyst 2026 — With Answers

50+ SQL interview questions from beginner to advanced — with clear answers, example queries and a 5-step preparation plan that actually gets freshers interview-ready.

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📊 Tool ComparisonAugust 2026 · 9 min read

Power BI vs Tableau in India 2026 — Which Should You Learn?

Job demand, salary, learning curve and cost — the honest comparison for the Indian market. For most data analyst roles in Delhi NCR, one of these has a clear edge.

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🇮🇳 Career GuideAugust 2026 · 10 min read

Is Data Analytics a Good Career in India in 2026?

Job demand, salary growth, what a data analyst actually does each day, and who this career is genuinely not right for. The honest answer from someone who trains analysts every week.

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🤖 AI & CareersAugust 2026 · 12 min read

Will AI Take Your Job in 2026? The Honest Answer

AI is taking some jobs — but it is taking tasks, not people who can think. An honest breakdown of which jobs are really at risk, which are safe and growing, and the exact steps to stay relevant in 2026.

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Honest ComparisonAugust 2026 · 12 min read

Free vs Paid Data Analytics Courses in India 2026 — Honest Comparison

YouTube, Google certificate, NPTEL vs paid live training — what each actually gives you, where each falls short, and how to decide what is right for your situation. No marketing spin.

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Interview ExperienceAugust 2026 · 16 min read

Data Analyst Interview at Genpact, Wipro & HCL 2026 — Round-by-Round Breakdown

Actual interview rounds, real SQL and Power BI questions asked, insider tips for each round, and a 30-day prep plan — based on feedback from students placed at these Delhi NCR companies.

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Learning GuideAugust 2026 · 15 min read

How Long Does It Take to Learn SQL, Power BI & Python? — Honest Answer

Week-by-week learning timelines for SQL (6–8 weeks), Power BI (6–8 weeks), and Python (8–12 weeks). Includes the mistakes that slow most beginners down and the fastest path to job-readiness.

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Career Switch GuideAugust 2026 · 13 min read

MIS Analyst vs Data Analyst in India 2026 — Difference, Salary & How to Switch

Full comparison of MIS Analyst vs Data Analyst — salary gap, skill gap, daily responsibilities, and a 5-step plan to switch roles in 6–9 months while continuing to work.

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Portfolio GuideAugust 2026 · 14 min read

Data Analyst Portfolio Projects for Freshers 2026 — 10 Ideas with Free Datasets

10 ready-to-build portfolio projects covering Excel, SQL, Power BI and Python. Free datasets, exact steps, and why each project works in interviews — start building today.

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Institute ReviewAugust 2026 · 11 min read

Best Data Analytics Institute in Noida 2026 — Honest Review

What separates a good data analytics institute from a bad one. 6 criteria to check, 8 questions to ask before you pay, and an honest assessment of what EVIKA Academy offers.

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Fee GuideAugust 2026 · 9 min read

Data Analytics Course Fees in Noida 2026 — Complete Breakdown

Exact fees for Excel, SQL, Power BI, Python and full bootcamp courses in Noida. What is included, what is hidden, and how to calculate the return on your investment.

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📚 FREE SERIESPower BI Interview PrepAugust 2026 · 30-day series

30 Days Power BI Interview Series — 150+ Q&A for Data Analysts

A complete Power BI interview prep series covering Basics, Power Query, DAX, Time Intelligence, Visualisations, Dashboards, and domain applications. 150+ questions with full answers.

Start Day 1 →
📚 FREE SERIESExcel Interview PrepAugust 2026 · 30-day series

30 Days Excel Interview Series — 150+ Q&A for Data Analysts

A complete Excel interview prep series covering Fundamentals, Pivot Tables, Power Query, Advanced Formulas, Dashboards, and domain applications. 150+ questions with full answers.

Start Day 1 →
📚 FREE SERIESSQL Interview PrepJuly 2026 · 30-day series

30 Days of SQL Interview Questions & Answers — Complete Free Series

A structured SQL interview prep series covering SELECT, JOINs, aggregations, subqueries, CTEs, window functions, and real-world analytics scenarios. One topic per day, 150+ questions with answers.

Start Day 1 →
Interview PrepAugust 2026 · 12 min read

Power BI Interview Questions 2026 — Top 30 Q&A with Answers

The 30 most asked Power BI interview questions in 2026 — covering Basics, DAX, Power Query, and scenario-based questions. Updated for Delhi NCR data analyst interviews.

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Python GuideAugust 2026 · 16 min read

Python for Data Analysts — Complete Beginner's Guide 2026

Everything you need to start using Python for data analysis — Pandas, NumPy, Matplotlib, data cleaning and EDA. Written for data analyst jobs in Delhi NCR.

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Interview PrepAugust 2026 · 15 min read

Excel Interview Questions for Data Analyst 2026 — Top 40 Q&A

Top 40 Excel interview questions for data analyst roles — VLOOKUP, Pivot Tables, INDEX-MATCH, Power Query. With complete answers. Updated for Delhi NCR job market.

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Career GuideJuly 2026 · 11 min read

Data Science vs Data Analytics in India 2026 — Which is Better for Your Career?

Honest comparison of data science vs data analytics — salary, jobs in Delhi NCR, skills required, and which one to choose based on your background.

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Jobs & CareerJuly 2026 · 10 min read

Data Analyst Jobs in Delhi NCR 2026 — How to Find, Apply & Get Hired

Which companies are hiring data analysts in Noida and Gurgaon, what skills they actually need, how to write a resume that gets shortlisted, and what salary to expect.

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Interview PrepJuly 2026 · 12 min read

Data Analyst Interview Questions 2026 — Complete Prep Guide

Real SQL, Excel, Power BI, Python and HR round questions asked at MNCs in Delhi NCR — with model answers to help you crack your next data analyst interview.

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Salary GuideJuly 2026 · 7 min read

Data Analyst Salary in Delhi NCR 2026 — What You Can Really Expect

Fresher to senior — real salary numbers for data analysts in Noida, Gurgaon and Delhi. Skill-wise, company-wise, industry-wise breakdown. No fluff.

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Course GuideJune 2026 · 8 min read

Best Data Analytics Course in Noida 2026 — Complete Guide

Comparing the top data analytics institutes in Noida. Fees, curriculum, placement support and honest review for 2026.

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Career GuideJune 2026 · 10 min read

How to Become a Data Analyst in India — Complete 2026 Roadmap

Step-by-step guide from a working data analyst. Skills to learn, tools to master, salary to expect, and how long it really takes to get your first data analyst job.

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Skills ComparisonJune 2026 · 7 min read

Excel vs Python vs SQL — Which Should You Learn First in 2026?

Honest comparison of the 3 most important data skills. Which pays more, which is easier to learn, and what to pick based on your background and career goal.

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