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  3. GenAI for Data & Analytics

GenAI for Data & Analytics

This course helps professionals harness generative AI to transform data analytics into a value-driven capability. Learn to integrate people, processes, and technology to turn insights into impactful, adaptive business decisions.

Mark Peco
Mark Peco
Data Science | core | 9 hours |   Published: Oct 2025

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Overview

STUDENTS*
RECOMMEND*

This course includes:

  • On-demand videos
  • Practice assessments
  • Multiple hands-on learning activities
  • Exposure to a real-world project
  • 100% self-paced learning opportunities
  • Certification of completion

Driving Successful Data Analytics with Generative AI

 

Harnessing advanced capabilities to enhance the flow of value from data to insights, decisions, and business impact. 

 

Do you want to make data analytics more successful in your organization?

 

Data analytics is more than a set of tools, models, and reports. It is an organizational capability. Capabilities are intentionally designed to be systems that deliver value. They are created by integrating many moving parts. The Analytics Capability must be built, implemented, and improved on a regular basis to deliver its expected value. Many organizations struggle with this. Analytics and Data Science initiatives often produce outputs but not outcomes. Insights may be generated but fail to influence decisions. Teams are overwhelmed by complexity, and the gap between potential and realized value remains wide. 

 

The struggles partially stem from two forces based on growing demands and changing enablers. 

 

  • On the demand side, business leaders expect analytics to provide more than retrospective dashboards. They want predictive and prescriptive insights that shape future outcomes. Decision-making cycles are shorter, expectations for clarity are higher, and stakeholders are becoming more data-literate. 

  • On the enabler side, technology is advancing rapidly. Generative AI and large language models are emerging as transformative tools that can automate routine tasks, accelerate workflows, and create new ways of collaborating across technical and business boundaries. However, there are gaps in skills and understanding about how to harness these enablers to effectively meet the growing demand. 

A core challenge is to reimagine analytics as a capability system that delivers value on a continuous basis and adapts to changes in both demand and enablers. 

Skills You Will Gain

Learning Outcomes (At The End Of This Program, You Will Be Able To...)

  • Differentiate the building blocks of AI, GenAI, and Data Analytics, and describe how LLMs support the CRISP-DM and Value Chain frameworks. 
  • Apply prompt engineering techniques to frame business problems for data analytics by using tools likeChatGPT, Gemini in Colab for solutions. 
  • Create and Communicate actionable insights to generate narratives, reports, and visualizations for analytical findings and their business impact to stakeholders. 
  • Evaluate data, models, and GenAI outputs for accuracy and clarity to critique, validate, and refine insights across CRISP-DM Phases and Value Chain Steps. 

Prerequisites

This course requires a basic understanding of data analytics concepts such as datasets, visualizations, and reporting. Learners should be familiar with Microsoft Excel for basic data manipulation and charting. While prior exposure to Python is helpful, it’s not required, as all coding concepts will be generated and clearly explained using generative AI tools.

Who Should Attend

This course is ideal for business and data analysts aiming to accelerate insights with AI, BI developers enhancing dashboards with intelligent automation, and data scientists or engineers integrating LLMs into analytics workflows. It also benefits domain experts and decision-makers seeking to improve processes and outcomes through data-driven innovation.

Curriculum

Instructors

*Where courses have been offered multiple times, the “# Students” includes all students who have enrolled. The “%Recommended” shown is also based on this data.
1Chapter 1: Understand how GenAI transforms data analytics workflows
2Chapter 2: Prompting Techniques to Generate SQL Queries and Python
3Chapter 3: Tools and Setup for Analyst Workflows
4Chapter 4: Automate EDA Tasks using GenAI to Accelerate Insight Discovery
5Chapter 5: Extracting Meaningful Patterns and Insights from Data
6Chapter 6: Generating Actionable Narratives from Analytical Findings
7Chapter 7: Modeling with GenAI
8Chapter 8: Evaluating Models and Outputs
9Chapter 9: Generating Actionable Insights
10Chapter 10: Applying GenAI in Industry Use Cases
11Chapter 11: Implementing Governance Practices Enhanced by GenAI
12Chapter 12: Integrating GenAI into the Modern Analytics Stack
Mark Peco

Mark Peco

As a seasoned educator and consultant in the field of Data Analytics, Mark Peco brings over four decades of expertise to guiding organizations toward transformative insights and operational excellence. His extensive experience encompasses Business Intelligence, Analytics, and Data Science, positioning him as a trusted advisor across academic, corporate, and global consulting domains. A passionate advocate for continuous learning and innovation, Mark Peco serves as an instructor at leading institutions such as York University and McMaster University. In addition to teaching, he designs and develops cutting-edge courses in Big Data Analytics and Statistics for Data Science, ensuring that each curriculum reflects the latest industry trends and methodologies. His contributions extend well beyond the classroom. As the author of comprehensive e-learning courses on Analytics, Simulation, and Quality Management, Mark has played a pivotal role in shaping the next generation of data-driven professionals. Through his consultancy, Camar Solutions Inc., he leads global initiatives that empower clients to harness data for strategic decision-making and business optimization. His work includes capability modeling workshops, strategic planning, and program management—each engagement marked by a blend of technical expertise and a nuanced understanding of organizational dynamics. Whether in an academic setting or a boardroom, Mark Peco is dedicated to delivering actionable insights and sustainable solutions in today’s increasingly data-driven world.
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You need to enroll in this course to access the curriculum. Click 'Enroll' to get started!

You need to enroll in this course to access the curriculum. Click 'Enroll' to get started!

You need to enroll in this course to access the curriculum. Click 'Enroll' to get started!

You need to enroll in this course to access the curriculum. Click 'Enroll' to get started!

You need to enroll in this course to access the curriculum. Click 'Enroll' to get started!

You need to enroll in this course to access the curriculum. Click 'Enroll' to get started!

You need to enroll in this course to access the curriculum. Click 'Enroll' to get started!

You need to enroll in this course to access the curriculum. Click 'Enroll' to get started!

You need to enroll in this course to access the curriculum. Click 'Enroll' to get started!

You need to enroll in this course to access the curriculum. Click 'Enroll' to get started!