Industry-Standard Data Analytics Curriculum • 100% Placement Assistance

Best Data Analytics Training Course in Kolkata – 100% Practical & Job-Ready Program

Build practical, job-ready skills in data analysis, business reporting, dashboard development, and data visualization with our Data Analytics Course in Kolkata. Learn Excel, Power BI, Tableau, SQL, and beginner-friendly Python through real-world business reports, KPI dashboards, and industry-focused projects.

Power BI & Tableau Mastery

Build interactive business dashboards with DAX, Power Query & storytelling

Python for Data Analytics

Master Pandas, NumPy, Matplotlib, Seaborn & automated data cleaning

Advanced SQL & Databases

Complex joins, window functions, CTEs, indexing & database querying

100% Placement Support

Direct corporate interview drives, resume reviews & mock technical rounds

5000+ Analysts Trained
4.9/5 Google Rating ⭐
250+ Hiring Partners
17+ Years Industry Legacy
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Fill in your details to receive 1-on-1 counseling, full syllabus & batch timings.

WHY ACESOFTECH ACADEMY

Why Students Choose Acesoftech Academy

Master Practical Business Intelligence with Real-World Corporate Data

Data Analytics is one of the fastest-growing careers across global IT, finance, healthcare, and retail sectors. But one essential question determines your career success:

“Will I work on messy enterprise datasets, write complex SQL queries, and build executive dashboards that land top analytics jobs?”

At Acesoftech Academy, we emphasize 100% practical problem-solving. You won’t just learn syntax—you will clean raw multi-source business data using Python, write advanced SQL window functions, build end-to-end Power BI & Tableau reports with custom DAX, and present data-driven business insights. This real-world analytical rigor ensures you clear technical interviews with ease.

17+
YEARS OF TRAINING EXCELLENCE
5,000+
GRADUATES PLACED GLOBALLY
250+
ACTIVE HIRING PARTNERS
4.9
GOOGLE REVIEWS RATING
Top Hiring Companies

Our Data Analytics Alumni Work At

INDUSTRY REALITY CHECK

Data Decisions Drive Modern Enterprise Growth,
And Companies Need Analysts Who Can Derive Actionable Business Value

Top IT firms and multinational corporations don't look for people who only know basic Excel formulas. They hire skilled Data Analysts who can write advanced SQL queries, clean data with Python, build interactive Power BI/Tableau dashboards, and uncover revenue-growing insights.

Why Most Data Analytics Learners Struggle

Flaws in conventional academic and theoretical tutorials

  • Learn superficial Excel without mastering Power Query & dynamic arrays
  • Struggle with complex SQL joins, subqueries, CTEs & window functions
  • Never worked on raw, messy corporate datasets in Python with Pandas
  • Build static charts instead of interactive Power BI & Tableau dashboards
  • Don't understand DAX formulas, data modeling & star schema design
  • Have zero knowledge of applied statistical testing, A/B tests & forecasting
  • Lack business storytelling skills to present data insights to stakeholders
  • Graduate without a GitHub portfolio or live dashboard case studies

How This Data Analytics Course Prepares You

The Acesoftech corporate-ready analytics blueprint

  • Master Advanced Excel: XLOOKUP, Pivot Tables, Power Query & Macros
  • Write production-grade SQL queries with Window Functions & CTEs
  • Perform end-to-end data wrangling using Python, Pandas & NumPy
  • Build interactive Power BI dashboards with DAX & star schema modeling
  • Create visual executive storyboards in Tableau with LOD expressions
  • Apply hypothesis testing, regression analysis & predictive forecasting
  • Execute 3 live corporate capstones (E-Commerce, Finance & Healthcare)
  • Graduate with a verified GitHub portfolio & 100% placement assistance
COMPREHENSIVE CURRICULUM

Detailed Data Analytics
Course Syllabus

A modern, production-grade 9-module curriculum designed to take you from foundational spreadsheets to writing complex SQL, manipulating data in Python, and building enterprise Power BI & Tableau dashboards.

9 Detailed Modules Excel, SQL, Python, Power BI, Tableau
3+ Live Capstone Projects E-Commerce, Finance & Healthcare BI
Flexible Batches Weekday & Weekend Batches
Industry Certification 100% Job Placement Assistance
  • Advanced formula writing: INDEX-MATCH, XLOOKUP, Nested IFs, SUMIFS & COUNTIFS.
  • Dynamic Data Summarization: Pivot Tables, Slicers, Calculated Fields & Timelines.
  • ETL with Power Query: Transforming messy data, unpivoting columns & merging sheets.
  • Data validation, conditional formatting, Scenario Manager, Goal Seek & Solver.
  • Building automated financial and operational KPI dashboards in Excel.
  • RDBMS fundamentals: Tables, keys (Primary/Foreign), constraints & Normalization.
  • SQL DML & DDL: SELECT, INSERT, UPDATE, DELETE, CREATE, ALTER & DROP.
  • Complex SQL Joins: INNER, LEFT, RIGHT, FULL OUTER & SELF JOINS.
  • Advanced Aggregations: GROUP BY, HAVING, subqueries & Common Table Expressions (CTEs).
  • Window Functions: ROW_NUMBER(), RANK(), DENSE_RANK(), LEAD(), LAG() & NTILE().
  • Python installation, virtual environments, Anaconda & Jupyter Notebook workflow.
  • Core data types: Lists, Tuples, Dictionaries, Sets & type casting.
  • Control structures: Conditional statements (if-elif-else) & loops (for/while).
  • Writing reusable functions, lambda expressions, map(), filter() & list comprehensions.
  • File handling (CSV, JSON, Excel) and exception error handling in Python.
  • NumPy multidimensional arrays, indexing, slicing & vectorized operations.
  • Pandas Series & DataFrames: Reading multi-source datasets (SQL, CSV, Web APIs).
  • Data Cleaning: Handling missing values (fillna, dropna), duplicates & data type conversions.
  • Data Wrangling: GroupBy aggregations, pivot tables, cross-tabs, melt & stack operations.
  • Merging, joining & concatenating multi-table corporate datasets.
  • EDA Workflow: Summary statistics, univariate, bivariate & multivariate analysis.
  • Data Visualization with Matplotlib: Line charts, bar graphs, histograms & scatter plots.
  • Advanced statistical plots with Seaborn: Heatmaps, box plots, violin plots & pair plots.
  • Detecting and handling data outliers using IQR, Z-scores & trimming methods.
  • Extracting actionable business insights and formatting executive data reports.
  • Power BI Desktop overview: Connecting to databases, cloud files & web sources.
  • Star Schema & Snowflake Schema Data Modeling: Relationships & cardinality.
  • Mastering DAX (Data Analysis Expressions): CALCULATE, RELATED, FILTER, SUMX & Time Intelligence.
  • Building interactive dashboard visuals, KPI cards, custom bookmarks & drill-throughs.
  • Publishing to Power BI Service, automated scheduled refresh & workspace sharing.
  • Tableau architecture: Connecting live data, extracts, dimensions & measures.
  • Calculated fields, table calculations, bins, sets, groups & parameters.
  • Level of Detail (LOD) Expressions: FIXED, INCLUDE & EXCLUDE calculations.
  • Advanced charting: Dual-axis charts, bullet graphs, waterfall charts & geospatial maps.
  • Creating interactive Tableau Stories for C-level executive presentations.
  • Descriptive vs. Inferential Statistics: Mean, median, standard deviation & variance.
  • Probability distributions: Normal distribution, Central Limit Theorem & confidence intervals.
  • Hypothesis Testing: Null/Alternate hypothesis, p-values, t-tests, z-tests & Chi-Square tests.
  • A/B Testing analysis for digital marketing and product optimization.
  • Linear & Logistic Regression for business trend forecasting & ChatGPT Code Interpreter.
  • Capstone 1: E-Commerce Sales & Customer Lifetime Value (CLV) Dashboard (SQL, Python & Power BI).
  • Capstone 2: Financial Risk & Credit Default Analysis (Advanced Excel, Pandas & Statistical Modeling).
  • Capstone 3: Healthcare Operations & Patient Analytics (SQL Database ETL & Tableau Storyboard).
  • Curating an impressive GitHub & NovyPro data analytics project portfolio.
  • Resume optimization, technical SQL/Python live coding interviews & 100% placement support.
TARGET AUDIENCE

Who Should Join This Data Analytics Course?

Designed for Learners Ready to Build High-Demand Data Intelligence Skills

Student, developer, working professional or career changer — this Data Analytics Course in Kolkata is crafted to help you master real-world database querying, Python wrangling, and interactive Power BI dashboards.

Students & Freshers

Launch your high-paying tech career in Data Analytics with live projects, certifications, and recruiter referrals.

Career Switchers

Transition smoothly into lucrative data analyst roles with step-by-step Excel, SQL, and Power BI guidance.

Working Professionals

Upgrade your analytical skillset to qualify for senior BI consultant roles, salary appraisals, and leadership.

MIS & Excel Users

Level up from manual spreadsheet reporting to automated SQL pipelines, Python scripts, and Power BI dashboards.

Financial Analysts

Automate financial modeling, risk forecasting, and portfolio variance analysis with Python and Tableau.

Software Developers

Expand your backend development skillset into database querying, data warehousing, and business intelligence.

Freelancers

Deliver high-ticket Power BI reporting, automated data scraping, and analytics consulting to global clients.

Startup Founders

Track real-time SaaS unit economics, CAC/LTV, user retention funnels, and revenue metrics without data bottlenecks.

Not sure if Data Analytics fits your career background? Discuss with Data Analytics Mentor
LEARNING BLUEPRINT

Structured Data Analytics Roadmap

From core spreadsheet modeling and complex database SQL to Python data wrangling and executive Power BI dashboards—our 4-phase roadmap builds you into a complete, industry-ready data professional.

01
Foundation

Excel & Database SQL

Master spreadsheets, relational databases, and enterprise SQL querying.

  • Advanced Excel, XLOOKUP & Pivots
  • Power Query ETL & Cleaning
  • RDBMS & Complex SQL Joins
  • CTEs, Subqueries & Aggregations
  • SQL Window Functions (RANK, LEAD)
02
Python & EDA

Python Wrangling & EDA

Clean messy data, perform statistical analysis, and plot visual insights with Python.

  • Python Data Structures & OOP
  • Pandas DataFrames & Series
  • NumPy Vectorized Calculations
  • Exploratory Data Analysis (EDA)
  • Visualizations with Seaborn
03
BI & Visuals

Power BI & Tableau BI

Build live executive dashboards with DAX formulas and visual storytelling.

  • Power BI Data Modeling & Star Schema
  • DAX Measures & Time Intelligence
  • Interactive Reports & Drill-Throughs
  • Tableau LOD Calculations
  • Executive Visual Storyboards
04
Capstones & AI

Statistics, AI & Capstones

Master hypothesis testing, regression forecasting, and build live capstone portfolios.

  • Hypothesis Testing & A/B Tests
  • Linear & Logistic Regression
  • GenAI for Analytics (Code Interpreter)
  • 3 Live Corporate Capstones
  • GitHub Portfolio & 100% Placement
TECH STACK & ANALYTICS TOOLS

Tools & Technologies You'll Master with our
Data Analytics Course

Gain hands-on proficiency with industry-standard business intelligence tools, SQL database engines, statistical Python libraries, and AI analytics tools used by top enterprises.

Microsoft Excel

Advanced Formulas & Power Query

SQL (MySQL & PostgreSQL)

Database Queries & Window Functions

Microsoft Power BI

DAX, Data Modeling & Dashboards

Python

Data Wrangling & Automation

Tableau Desktop

Visual Storytelling & LOD

Pandas

DataFrames & Data Manipulation

NumPy

Numerical & Array Computing

Matplotlib & Seaborn

Statistical EDA Visualizations

Jupyter Notebook

Interactive Data Science IDE

DAX (Data Analysis Exp)

Power BI Formulas & Metrics

Git & GitHub

Portfolio & Version Control

Google BigQuery

Cloud Data Warehousing

Looker Studio

Cloud Business Intelligence

ChatGPT Code Interpreter

AI-Powered Data Insights

Get the Complete Data Analytics Course Brochure

Includes full 9-module syllabus, tools breakdown, capstone project list & placement guide.

Download Brochure
REAL STUDENT EXPERIENCES

What Our Students Say About Their
Data Analytics Journey

We take immense pride in delivering hands-on, job-ready data analytics training. Over 5,000+ graduates have transformed their careers with Acesoftech Academy. Here is what our alumni have to say:

4.9 / 5.0 Rating based on 250+ Verified Google Reviews
Verified Alumni

“The Data Analytics course at Acesoftech Academy completely upgraded my analytical problem-solving skills. The mentors taught us practical SQL window functions, advanced DAX in Power BI, and automated data wrangling with Python Pandas. The 1-on-1 capstone guidance helped me crack my job at Cognizant!”

SM

Suman Mukherjee

Data Analyst • Cognizant
Verified Alumni

“I transitioned from a non-IT background into Business Intelligence. The curriculum was exceptionally well-structured—starting from Excel Power Query to building live dashboards in Tableau and writing statistical scripts in Python. Best Data Analytics training institute in Kolkata!”

RS

Riya Sen

BI Analyst • Capgemini
Verified Alumni

“One of the best learning decisions I ever made. We worked on messy real-world corporate datasets, wrote complex CTE queries in PostgreSQL, and automated executive reports in Power BI. The placement team arranged direct mock interviews that helped me secure an offer at Accenture.”

AG

Anirban Ghosh

Data & Analytics Associate • Accenture
Verified Alumni

“Acesoftech Academy’s 17+ years legacy is reflected in their teaching quality. Complex topics like Star Schema data modeling, time-intelligence DAX functions, and hypothesis testing were taught with live corporate examples and practical assignments.”

SC

Sneha Chakraborty

Business Intelligence Developer • Infosys
Verified Alumni

“Instead of boring slides, 85% of class time was spent writing code in Jupyter Notebooks and solving business case studies. Building my own live portfolio on GitHub gave me massive confidence during technical interview rounds at Tech Mahindra.”

DR

Debanjan Roy

Data Analyst • Tech Mahindra
Verified Alumni

“The trainers are seasoned industry experts who guide you at every step. They taught us how to extract business stories from raw data and present dashboards to executive stakeholders. If you want to become a successful Data Analyst, Acesoftech Academy is the best institute!”

TD

Tanushree Dutta

Business Analyst • Genpact
Want to achieve similar career growth in Data Analytics? Book Your Free Demo Class
FREQUENTLY ASKED QUESTIONS

Got Questions? We've Got Answers

Everything you need to know about our Data Analytics Training Course in Kolkata — eligibility, prerequisite coding knowledge, live projects, batch timings, and 100% placement assistance.

This course is designed for students, fresh graduates, non-IT professionals, working executives, business analysts, MIS executives, and career switchers looking to build high-demand careers in data. Beginners from any educational background (B.Com, B.Sc, B.Tech, BBA, BCA, MBA) can enroll with confidence as we start from foundational concepts.

Prior coding experience is not required. We teach Python and SQL from absolute scratch with practical, step-by-step assignments. The mathematical and statistical concepts (mean, variance, regression, hypothesis testing) are taught with intuitive business applications.

You will gain hands-on proficiency with industry-standard analytics tools: Advanced Microsoft Excel, SQL (PostgreSQL & MySQL), Python (Pandas, NumPy, Matplotlib, Seaborn), Microsoft Power BI, Tableau Desktop, DAX Formulas, Jupyter Notebooks, Google BigQuery, and ChatGPT for Analytics.

Yes, absolutely! Over 80% of the training is practical. You will build 3+ production-grade corporate capstones: E-Commerce Customer Analytics & CLV, Financial Risk & Credit Default Modeling, and Healthcare Operational BI Dashboards that you can showcase in your GitHub & NovyPro portfolio.

Yes! We provide dedicated, deep-dive modules for both Microsoft Power BI (Power Query, DAX, Star Schema Data Modeling, Service Deployment) and Tableau Desktop (Calculated Fields, LOD Expressions, Storyboards) so you qualify for diverse enterprise job openings.

Yes, Acesoftech Academy provides 100% dedicated placement assistance. Our placement cell conducts mock technical SQL & Python coding interviews, optimizes your resume and LinkedIn profile, curates your project portfolio, and schedules direct interviews with our network of 250+ active hiring partners.

Upon successful completion, you can target in-demand corporate roles such as Data Analyst, Business Intelligence (BI) Developer, SQL Developer, Power BI Developer, Tableau Consultant, Business Analyst, Financial Data Analyst, and Operations Analyst.

Acesoftech Academy brings 17+ years of IT training excellence (since 2009) with 5,000+ placed alumni. Unlike generic theoretical bootcamps, our Data Analytics program delivers 1-on-1 mentorship from seasoned industry data practitioners, small batch sizes, hands-on live codebases, and lifelong career assistance right here in Kolkata (Topsia) and online.

Still Have Questions About the Data Analytics Course?

Speak directly with our senior data analytics mentor or schedule a 1-on-1 career counseling call.