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Learn Data Analytics and Applied AI

Post Graduate Certification Program in Data Analytics and Applied AI

Learn Data Analytics with AI embedded into every module through case studies from PwC India, hands-on projects, and a co-branded certificate of completion.

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PG Certificate in Data Analytics and Applied AI
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Prerequisites for PG Certificate in Data Analytics and Applied AI

Prerequisites and Eligibility

There are no formal eligibility requirements for this program.

Whether you're beginning your analytics journey or looking to enhance your current role with AI-powered data skills, this program is designed to help you succeed.

No prior coding experience is required.

The program begins with a Foundation and AI-Powered Analyst Toolkit, helping learners build confidence with Excel, analytical thinking, AI tools, and business problem-solving before progressing to advanced topics.

Prerequisites and Eligibility

Who can attend the PG Certificate in Data Analytics and Applied AI

Who is this program for?
  • Working professionals across Business, Operations, Finance, MIS, Reporting, Consulting, and related domains looking to upskill in Data Analytics.
  • Professionals looking to transition into Data Analytics or Business Analytics roles.
  • Entrepreneurs and business owners looking to leverage data-driven insights for informed decision-making and business growth.
Who Should Attend
  • 500K+
    Professionals trained
  • 250+
    Workshops every month
  • 100+
    Countries and counting

Executive Post Graduate Certificate in Data Analytics and Applied AI Training

Course Highlights

Learn the Complete Analytics Tool Stack

Develop practical expertise in Excel, Advanced Excel, Power BI, SQL, Python, Statistics, Exploratory Data Analysis, Tableau (optional), Predictive Analytics, and AI-powered analytics workflows.

AI Embedded Across Every Module

Unlike other analytics programs where AI is taught as a separate topic, this curriculum integrates AI into every module—from Excel and statistics to Power BI, SQL, Python, storytelling, and predictive analytics.

PwC India Learning Experience

Gain access to PwC India-developed learning content, industry case studies, capstone projects, and a live online PwC India masterclass.

AI Verification Skills

Most programs teach learners to use AI. This program goes one step further by teaching learners how to validate AI-generated formulas, SQL queries, dashboards, insights, and analytical outputs, helping build credibility in professional environment.

PwC India Case Studies & Capstone Projects

Apply your learning to real-world business scenarios through PwC India case studies using PwC India created datasets inspired from case studies and complete two end-to-end capstone projects showcasing your analytical and AI capabilities.

Co-Branded upGrad × PwC Academy Certificate of completion

Earn a jointly co-branded upGrad x PwC Academy Certificate of completion.

WHY CHOOSE UPGRAD KNOWLEDGEHUT FOR Data Analytics and Applied AI?

upGrad KnowledgeHut Edge

Learn with a Global Community

Collaborate with a diverse cohort of learners from across industries, functions, and geographies. Exchange ideas, solve real-world business challenges, and build a professional network that extends beyond the classroom.

Learn from Industry Experts

Gain practical insights from experienced analytics professionals and industry practitioners who bring real-world business challenges, consulting perspectives, and applied AI use cases into every live session.

Weekend Learning Designed for Working Professionals

Balance learning with work through a structured blend of weekend live classes and self-paced learning. Progress through the curriculum without interrupting your professional commitments.

Career-Focused Learning Outcomes

Develop practical skills that employers value through hands-on projects, AI-assisted analytics workflows, dual capstone projects, and a portfolio demonstrating your ability to solve real business problems using data and AI.

Post Graduate Certificate in Data Analytics and Applied AI Curriculum

Curriculum

1. Pre-Launch Preparatory Content (Self-Paced)

Module Overview

Develop a strong foundation in Microsoft Excel and Advanced Excel to prepare for the analytics program. Build proficiency in spreadsheets, formulas, data manipulation, and business reporting, enabling learners to confidently perform analytical tasks throughout the curriculum.

Topics

  • Microsoft Excel Fundamentals
  • Advanced Excel
  • Data Cleaning & Formatting
  • Lookup Functions
  • Pivot Tables
  • Conditional Formatting
  • Charts & Dashboards
  • Data Validation
  • What-if Analysis

Hands-on

  • Excel worksheets
  • Advanced formulas
  • Pivot Table creation
  • Dashboard development
  • Business reporting exercises

2. Foundation: AI-Powered Analyst Toolkit

Module Overview

Set up the complete AI-powered analyst toolkit while mastering prompt engineering, AI-assisted workflows, verification techniques, and responsible AI practices. Learn to effectively leverage Generative AI throughout the analytics lifecycle while ensuring data confidentiality and maintaining consulting-grade quality standards.

Topics

  • Introduction to Generative AI
  • How LLMs Work
  • AI Capabilities & Limitations
  • Hallucinations & Failure Modes
  • Prompt Engineering Frameworks
  • Role–Context–Task–Format (RCTF)
  • Iterative Prompt Refinement
  • Chain of Verification
  • Responsible AI
  • Data Privacy & Confidentiality
  • AI for Business Analysis

Hands-on

  • ChatGPT
  • Microsoft Copilot
  • Prompt Engineering Labs
  • AI Verification Exercises

3. Problem Solving Skills

Module Overview

Learn how consultants approach complex business problems by applying structured problem-solving methodologies. Develop the ability to transform ambiguous business challenges into well-defined analytical problems using industry-standard consulting frameworks.

Topics

  • Understanding and Framing Business Problems
  • SMART Framework
  • MECE Principle
  • Root Cause Analysis (5 Whys)
  • Issue Trees
  • Solution Evaluation
  • Proof-of-Concept Thinking
  • Structuring Client Problems

Hands-on

  • Business Problem Framing Workshop
  • Issue Tree Development
  • Root Cause Analysis Exercises
  • Solution Evaluation Frameworks

4. Introduction to Data Analysis (Excel)

Module Overview

Perform end-to-end business analysis using Excel by cleaning, transforming, summarizing, and visualizing data. Build interactive reports and dashboards that answer key business questions using advanced spreadsheet techniques.

Topics

  • Data Cleaning and Preparation
  • Slicing and Dicing Data
  • Complex Excel Functions
  • Text Functions and Cell Referencing
  • VLOOKUP and XLOOKUP
  • Pivot Tables
  • Data Linking
  • What-if Analysis
  • Chart Formatting
  • Dashboard Design Principles

Hands-on

  • Data Cleaning Exercises
  • Pivot Table Reports
  • Business KPI Dashboard
  • Interactive Excel Visualizations

5. Statistics and Exploratory Data Analysis

Module Overview

Develop a strong statistical foundation for business decision-making by learning probability, hypothesis testing, and exploratory data analysis. Apply statistical techniques to validate business assumptions and uncover meaningful insights from data.

Topics

  • Random Variables
  • Probability Distributions
  • Central Limit Theorem
  • Confidence Intervals
  • Normal and t-Distributions
  • Hypothesis Testing
  • Type I & Type II Errors
  • A/B Testing
  • ERP Basics
  • Data Sourcing
  • Data Cleaning
  • Univariate Analysis
  • Bivariate Analysis
  • Derived Business Metrics

Hands-on

  • Exploratory Data Analysis
  • Statistical Analysis
  • Hypothesis Testing
  • A/B Testing Simulation
  • Business Data Exploration

Case Study

E-commerce Website Optimization – Perform exploratory analysis, conduct hypothesis testing, and evaluate A/B test results to improve customer conversion rates.

Tools Covered
Explore the range of in-demand tools covered under this training

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PG Certificate in Data Analytics and Applied AI Course FAQs

Frequently Asked Questions
Course FAQs

1. Who is this program for?

The Post Graduate Certification Program in Data Analytics and Applied AI is designed for working professionals, early-career analysts, and graduates looking to build practical skills in data analytics and AI. It is ideal for professionals in MIS, reporting, operations, finance, business support, marketing, HR, consulting, and analytics who want to transition into data-driven roles or strengthen their analytical capabilities.

Please Note:

a. PwC India or upGrad will not be involved in any kind of Placement Assistance/Career Support activities.

b. Successful completion of PwC India courses does not organically translate into employment opportunities at PwC India or upGrad.

2. Do I need prior coding knowledge?

No prior coding experience is required. The program introduces learners to Python and SQL from the fundamentals while building analytical thinking through Excel, statistics, visualization, and AI-assisted workflows.

3. What makes this program different from other Data Analytics courses?

Unlike many programs where AI is taught as a separate module, this curriculum integrates AI throughout the learning journey. You'll learn how to use AI to improve productivity, validate AI-generated outputs, and apply AI across analytics workflows while working on real-world business scenarios and PwC India case studies.

4. How is the program delivered?

The program follows a blended learning format with live instructor-led weekend sessions, self-paced learning, guided exercises, business case studies, and hands-on projects, allowing working professionals to learn while balancing their careers.

Disclaimer

upGrad is a technology platform and is not a college or university. Any programme outcomes, including placements, salary growth, career progression, admissions, certifications, or other results, are not guaranteed and may vary based on individual circumstances and external factors. Certain programmes, certifications, examinations, memberships, and related services may be offered or provided by independent third-party institutions, universities, certificati