Data Analyst Skillpath: Zero to Hero in Excel, SQL & Python (Udemy.com)
(with Gen AI updates) Begin data analytics by learning Excel, SQL, Python, Analytics & ML concepts from scratch.
Created by: Start-Tech Academy
Last updated September 2026
Our take
Based on the ratings of 8,059 students, a sample of their written reviews and the syllabus, as the course stood in September 2026. No course pays to be reviewed.
This is Start-Tech Academy's three-part starter pack for business analysis: Excel first, then a long SQL block, then Python used for one job, linear regression. The syllabus shows 241 lectures across about 24 hours. The last update was September 2026, and an April 2026 update added Copilot in Excel and Power Query, Power Pivot and DAX. It is aimed at beginners, managers and business analysts who want to read data and decide things, not people chasing a data science path.
Reviewers keep praising the explanations. Beginners say each topic starts from the basics and stays easy to follow, and one says they can practice any section on their own afterward. The complaints are specific. One reviewer found the lookup functions and the regression explanations poorly explained. Another said they learned the tool without learning when to use it. Someone couldn't hear lecture 34 at all, one student found the pronunciation hard at times, and a couple wanted Tableau or Power BI, which the syllabus doesn't have.
About 4,200 of roughly 8,000 reviews are five stars, and only a couple of hundred are one or two, so the pattern is solid. Value looks good: 86,051 students, a Bestseller badge, and wide scope for the hours. The tradeoff is depth. One reviewer said nothing was new, and the Python part stops at regression. For a first pass at analyst skills, it fits. Look elsewhere for visualization tools or general Python.
Pros
- Starts from the basics and explains each step simply, which beginners single out
- Long SQL block covers joins, subqueries, group by and window functions
- Updated in 2026 with Copilot in Excel and Power Query, Power Pivot and DAX sections
- 79 quizzes and 58 coding exercises, plus downloadable data files to practice on
Cons
- Python is only setup, preprocessing and linear regression, not general Python
- No Tableau or Power BI, which a couple of reviewers wanted
- Some audio problems reported, and one reviewer found the pronunciation hard to follow
I personally felt that the way of explaining things for a beginner is Amazing
Fits true beginners with just Excel installed. One reviewer said nothing was new so far.
What you will learn
- A Beginner's Guide to Microsoft Excel - Microsoft Excel, Learn Excel, Spreadsheets, Formulas, Shortcuts, Macros
- Become proficient in Excel data tools like Sorting, Filtering, Data validations and Data importing
- Master Excel's most popular lookup functions such as Vlookup, Hlookup, Index and Match
- Make great presentations using Bar charts, Scatter Plots, Histograms etc.
- Knowledge of all the essential SQL commands
- Become proficient in SQL tools like GROUP BY, JOINS and Subqueries
- Become competent in using sorting and filtering commands in SQL
- Learn how to solve real life problem using the Linear Regression technique
- Indepth knowledge of data collection and data preprocessing for Machine Learning Linear Regression problem
- Understand how to interpret the result of Linear Regression model and translate them into actionable insight
Course content
42 sections · 241 lectures · 24 hours of video 79 quizzes, 58 coding exercises, 30 articles
- 1Introduction 1 free preview2 lectures · 4 min
- 2Excel Basics 1 free preview6 lectures · 1 quiz · 1 hour
- 3Essential Formulas 1 free preview14 lectures · 3 quizzes · 1.3 hours
- 4XLookup - only for Excel 2021 and Office 3654 lectures · 1 quiz · 31 min
- 5Data Tools7 lectures · 1 quiz · 1 hour
- 6Excel Charts13 lectures · 1 quiz · 1.7 hours
- 7Pivot table and Pivot charts3 lectures · 14 min
- 8NEW! Analyze Data option in Excel - only for Microsoft 365 users1 lecture · 1 quiz · 10 min
- 9Maps Chart - only for Excel 2019 and above1 lecture · 10 min
- 10Macros2 lectures · 1 quiz · 10 min
- 11Power Query, Power Pivot and DAX in Excel5 lectures · 36 min
- 12Copilot in Excel - only for Microsoft 365 subscribers9 lectures · 34 min
- 13Importing data from External Sources4 lectures · 1 quiz · 30 min
- 14SQL Introduction1 lecture · 5 min
- 15Installation and getting started 1 free preview2 lectures · 11 min
- 16Database Basics4 lectures · 1 quiz · 12 min
- 17Fundamental SQL statements17 lectures · 8 quizzes · 1.4 hours
- 18Restore and Back-up5 lectures · 24 min
- 19Selection commands: Filtering4 lectures · 4 quizzes · 20 min
- 20Selection commands: Ordering4 lectures · 3 quizzes · 13 min
- 21Alias1 lecture · 1 quiz · 4 min
- 22Aggregate Commands5 lectures · 5 quizzes · 17 min
- 23Group By Commands4 lectures · 3 quizzes · 36 min
- 24Conditional Statement1 lecture · 1 quiz · 5 min
- 25JOINS13 lectures · 9 quizzes · 1.3 hours
- 26Subqueries5 lectures · 3 quizzes · 24 min
- 27Fun way to practice SQL1 lecture
- 28Views and Indexes4 lectures · 3 quizzes · 16 min
- 29String Functions8 lectures · 6 quizzes · 33 min
- 30Mathematical Functions6 lectures · 4 quizzes · 19 min
- 31Date-Time Functions4 lectures · 2 quizzes · 18 min
- 32PATTERN (STRING) MATCHING4 lectures · 2 quizzes · 25 min
- 33Window Functions10 lectures · 7 quizzes · 1.5 hours
- 34Data Type conversion functions4 lectures · 2 quizzes · 20 min
- 35Showcasing SQL Skills with HackerRank Stars1 lecture · 1 min
- 36Introduction to Linear Regression1 lecture · 3 min
- 37Setting up Python and Jupyter Notebook14 lectures · 5 quizzes · 1.6 hours
- 38Basics of Statistics5 lectures · 30 min
- 39Introduction to Machine Learning2 lectures · 25 min
- 40Data Preprocessing18 lectures · 2.1 hours
- 41Linear Regression20 lectures · 2.6 hours
- 42Congratulations & about your certificate2 lectures · 2 min
Who it is for
The instructor says it suits
- Anyone curious to master Data Analysis in a short span of time
- Business Analysts/ Managers who want to expand on the current set of skills
What you need before you start
- Only a PC with any version of Excel installed is needed for this course on "Data Analyst Skillpath: Zero to Hero in Excel, SQL & Python""
Course Description
[April 2026 update]
Added a section on the "Copilot in Excel" which demonstrates the capabilities and limitations of Copilot - Microsoft's GenAI powered assistant in Excel
Added a section on "Power Query, Power Pivot and DAX in Excel" for building powerful and automated reports in Excel
Added a new section on how to practice SQL using fun case studies.
You're looking for a complete course on how to become a data analyst, right?
You've found the right Data Analyst Masterclass with Excel, SQL & Python course! This course will teach you data-driven decision-making, data visualization, data analytics in SQL, and the use of predictive analytics like linear regression in business settings.
After completing this course you will be able to:
Master Excel's most popular lookup functions such as Vlookup, Hlookup, Index, and Match
Become proficient in Excel data tools like Sorting, Filtering, Data validations, and Data importing
Make great presentations using Bar charts, Scatter Plots, Histograms, etc.
Become proficient in SQL tools like GROUP BY, JOINS, and Subqueries
Become competent in using sorting and filtering commands in SQL
Learn how to solve real-life business problems using the Linear Regression technique
Understand how to interpret the result of the Linear Regression model and translate them into actionable insight
How this course will help you?
A Verifiable Certificate of Completion is presented to all students who undertake this course on Data Analyst Skillpath in Excel, SQL, and Python.
If you are a student, business manager, or business analyst, or an executive who wants to learn Data Analytics concepts and apply data analytics techniques to real-world problems of the business function, this course will give you a solid base for Data Analytics by teaching you the most popular data analysis models and tools
Why should you choose this course?
We believe in teaching by example. This course is no exception. Every Section’s primary focus is to teach you the concepts through how-to examples. Each section has the following components:
Concepts and use cases of different Statistical tools required for evaluating data analytics models
Step-by-step instructions on implementing data analytics models
Downloadable files containing data and solutions used in the course
Class notes and assignments to revise and practice the concepts
The practical classes where we create the model for each of these strategies are something that differentiates this course from any other course available online.
What makes us qualified to teach you?
The course is taught by Abhishek (MBA - FMS Delhi, B. Tech - IIT Roorkee) and Pukhraj (MBA - IIM Ahmedabad, B. Tech - IIT Roorkee). As managers in the Global Analytics Consulting firm, we have helped businesses solve their business problems using Analytics and we have used our experience to include the practical aspects of business analytics in this course. We have in-hand experience in Business Analysis.
We are also the creators of some of the most popular online courses - with over 1,200,000 enrollments and thousands of 5-star reviews like these ones:
This is very good, i love the fact the all explanation given can be understood by a layman - Joshua
Thank you Author for this wonderful course. You are the best and this course is worth any price. - Daisy
Our Promise
Teaching our students is our job and we are committed to it. If you have any questions about the course content, practice sheet, or anything related to any topic, you can always post a question in the course or send us a direct message.
Download Practice files, take Quizzes, and complete Assignments
With each lecture, there are class notes attached for you to follow along. You can also take quizzes to check your understanding of concepts like Data Analytics in MS Excel, SQL, and Python. Each section contains a practice assignment for you to practically implement your learning on Data Analytics.
What is covered in this course?
The analysis of data is not the main crux of analytics. It is the interpretation that helps provide insights after the application of analytical techniques that makes analytics such an important discipline. We have used the most popular analytics software tools which are MS Excel, SQL, and Python. This will aid the students who have no prior coding background to learn and implement Analytics and Machine Learning concepts to actually solve real-world problems of Data Analysis.
Let me give you a brief overview of the course
Part 1 - Excel for data analytics
In the first section, i.e. Excel for data analytics, we will learn how to use excel for data-related operations such as calculating, transforming, matching, filtering, sorting, and aggregating data.
We will also cover how to use different types of charts to visualize the data and discover hidden data patterns.
Part 2 - SQL for data analytics
IN the second section, i.e. SQL for data analytics, we will be teaching you everything in SQL that you will need for Data analysis in businesses. We will start with basic data operations like creating a table, retrieving data from a table etc. Later on, we will learn advanced topics like subqueries, Joins, data aggregation, and pattern matching.
Part 3 - Preprocessing Data for ML models
In this section, you will learn what actions you need to take step by step to get the data and then prepare it for analysis, these steps are very important. We start with understanding the importance of business knowledge then we will see how to do data exploration. We learn how to do univariate analysis and bivariate analysis then we cover topics like outlier treatment, missing value imputation, variable transformation, and correlation.
Part 4 - Linear regression model for predicting metrics
This section starts with simple linear regression and then covers multiple linear regression.
We have covered the basic theory behind each concept without getting too mathematical about it so that you understand where the concept is coming from and how it is important. But even if you don't understand it, it will be okay as long as you learn how to run and interpret the result as taught in the practical lectures.
Instructor Details
- 4.5 Rating
8,059 Reviews
Start-Tech Academy
Start-Tech Academy is a technology-based Analytics Education Company and aims at Bringing Together the analytics companies and interested Learners.
Our top quality training content along with internships and project opportunities helps students in launching their Analytics journey.
Founded by Abhishek Bansal and Pukhraj Parikh.
Working as a Project manager in an Analytics consulting firm, Pukhraj has multiple years of experience working on analytics tools and software. He is competent in MS office suites, Cloud computing, SQL, Tableau, SAS, Google analytics and Python.
Abhishek worked as an Acquisition Process owner in a leading telecom company before moving on to learning and teaching technologies like Machine Learning and Artificial Intelligence.
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Reviews
By Armada Shiyam Prihadi Abror on 6/11/2026
The facilitator made every chapter is easy to understand. This excel course will help you to understand the basic, intermediate and left your sense to bring into the advance level by yourself. Thank you!
By Anurag Kumar on 5/27/2026
Content & Explanation is good but sound is not bad. Can't hear properly even full volume. It hard to hear voice. Please check on it and try to improve. Can you pls help lecture number 34, sound is too low that I can't hear anything. Really it is big problem.
By Ahmed Ibrahim Bosh Mohamed on 5/9/2026
it was absolutely wonderful, and tangible. the way of explaining is great. i can easily implement any section and make practice by my self. thank you. when i finish i hope I'll get another one like this.
By Hadapala Baganna on 10/29/2025
I have enrolled in many courses created by Start-Tech Academy. According to my experience, all the courses are good to enroll and learn new in-demand skills. They also provide practice test to further improve our skills.
By Carlos Cruz on 9/29/2025
The instructor takes time to go step by step. That's very important because you dont asume that the student knows everything or the studen is clear in every aspect of the theme.
By Demetrius John on 4/16/2024
It was a good introductory course to familiarize myself with Data Analytics concepts. The lecturers broke down the content in an understandable manner.
By Mohanasundharam S on 4/10/2024
Sir, I have two doubts.one is how to delete a single database, when it has multiple databases and how to change the database one another. My second doubt is from copy command lecture, In this lecture, I understood all the things you thought. but I can't get a "text file and csv file .because, I can't see where the resources are present . You can ask me that how to learnt the previous lectures . But those cases.Resources are present in the concerned lectures, so I could do for practice. Please give a solution for my queries .Thankyou.
By Sergiusz Kaliciński on 11/30/2023
Excel, SQL part - very good. Statistics, Machine Learning, Regression - for me it was too quick, not enough practical examples which would let me to better understand what is happening.
By balesh mathuriya on 8/9/2023
Soo well explained , Excle and SQL is very well explained with good examples by mentor and recently they uploaded PDF files of their course which I appreciate a lot . I feel this course is must have for those who are at beginner level and want to become data analyst . I want to thank Start-Tech Academy for this amazing course !!!!
By Chukwuma Tobechukwu on 6/15/2023
I would highly recommend this course to anyone who plan to learn data analytics(Excel,SQL and Python) this is due to the following reasons; 1. The instructors are very knowledgeable and also very skilled in teaching this course even to a beginner. 2. Also the instructors always responded promptly to questions when asked. 3. This knowledge gained from this course was helpful to start a project portfolio Also I would suggest you include either Power BI or Tableau to this course
Quality Score
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Overall Score : 90 / 100












