AI-Driven Insights, Validation and Scenario Modeling

Ends in 7 days! Save 40% on your access to 10,000+ programs and make a real impact in your career. Save now.

AI-Driven Insights, Validation and Scenario Modeling

This course is part of GenAI Enhanced Financial Analysis Specialization

Instructor: Microsoft

Included with Learn more

Ask Coursera

12 modules

Gain insight into a topic and learn the fundamentals.

Intermediate level

Recommended experience

8 hours to complete

Flexible schedule

Learn at your own pace

12 modules

Gain insight into a topic and learn the fundamentals.

Intermediate level

Recommended experience

8 hours to complete

Flexible schedule

Learn at your own pace

What you'll learn

Evaluate AI-generated insights to ensure accuracy and financial relevance.
Analyze financial data to identify anomalies and key drivers using statistical and AI-assisted tools.
Create scenario models to assess strategic options.
Communicate data-driven insights with clear consideration of uncertainty.

Details to know

Shareable certificate

Add to your LinkedIn profile

Assessments

20 assignments¹

AI Graded see disclaimer

Taught in English

See how employees at top companies are mastering in-demand skills

Learn more about Coursera for Business

logos of Petrobras, TATA, Danone, Capgemini, P&G and L'Oreal

Build your subject-matter expertise

This course is part of the GenAI Enhanced Financial Analysis Specialization

When you enroll in this course, you'll also be enrolled in this Specialization.

Learn new concepts from industry experts
Gain a foundational understanding of a subject or tool
Develop job-relevant skills with hands-on projects
Earn a shareable career certificate

There are 12 modules in this course

In this intermediate-level specialization, you will interpret, validate, and act on AI-driven insights. You will leverage Power BI, Excel, and Microsoft Copilot to uncover patterns, test assumptions, and build scenario models that support strategic decision-making. Emphasis is placed on validating AI-generated outputs, identifying risks and anomalies, and communicating uncertainty and recommendations with confidence to executive stakeholders.

This course is for financial professionals with 1–3 years of experience, including analysts, who have a foundational understanding of financial principles and standard data tools. By the end of this course, you will be able to evaluate AI-generated insights to ensure accuracy and financial relevance, analyze financial data to identify anomalies and key drivers using statistical and AI-assisted tools, create scenario models to assess strategic options, and communicate data-driven insights with clear consideration of uncertainty. This course requires Power BI Desktop, which runs on Windows PCs or Macs with Parallels Desktop. Microsoft Copilot is also required. Microsoft 365 online can be used as an alternative, though the desktop version is recommended for full feature access.

Achieve the art of critically evaluating AI outputs while investigating the anomalies they identify. You'll learn to verify AI insights, validate flagged issues, and understand the true business drivers behind unusual patterns.

What's included

2 videos2 readings1 assignment

Build professional documentation that tracks your AI validation process. You'll create audit trails that demonstrate due diligence, support decision-making, and enable others to understand your validation approach.

What's included

2 videos1 reading2 assignments

Transform your validation work into clear communications that stakeholders trust. You'll learn to present validated insights, explain your verification process, and build confidence in AI-assisted analysis.

What's included

1 video1 reading3 assignments

Construct dynamic scenario models that instantly show the impact of strategic changes. You'll build flexible frameworks in Excel and Power BI that enable rapid exploration of pricing, cost, and volume scenarios.

What's included

2 videos2 readings1 assignment

Systematically analyze multiple scenarios to find optimal strategies. You'll learn to compare outcomes across dimensions, identify sweet spots, and understand the drivers behind each scenario's performance.

What's included

1 video2 readings1 assignment

Master the art of trade-off analysis in strategic decision-making. You'll learn to quantify and communicate the tensions between growth and profitability, helping leadership make informed choices.

What's included

2 videos1 reading2 assignments

Transform complex scenario analyses into clear strategic recommendations. You'll learn to present scenarios in ways that acknowledge uncertainty while providing confident guidance for decision-making.

What's included

2 videos1 reading3 assignments

Use Excel's Analysis ToolPak to systematically identify unusual expenses. You'll calculate statistical measures, establish normal ranges, and flag outliers that require investigation.

What's included

2 videos2 readings1 assignment

Create visualizations that make anomalies jump off the page. You'll build box plots, control charts, and heat maps that reveal patterns and outliers human eyes might miss.

What's included

2 videos2 readings1 assignment

Move beyond detection to understanding why anomalies occur. You'll learn to investigate root causes, assess materiality, and separate concerning issues from explainable variations.

What's included

2 videos1 reading1 assignment

Transform your anomaly analysis into action by communicating effectively with stakeholders. You'll craft messages that get responses, build accountability, and drive expense discipline.

What's included

1 video1 reading3 assignments

Demonstrate an understanding of AI-assisted strategic analysis by validating insights, modeling scenarios, and detecting anomalies to inform a major business decision. You'll act as a trusted advisor who leverages AI while maintaining professional skepticism.

What's included

1 video2 readings1 assignment

Earn a career certificate

Add this credential to your LinkedIn profile, resume, or CV. Share it on social media and in your performance review.

Instructor

Microsoft

356 Courses2,667,232 learners

Offered by

Microsoft

Explore more from Finance

Microsoft
Data Visualization and Executive Storytelling
Course
Category: Credit offered
Microsoft
Core Financial Analysis
Course
Category: Credit offered
Microsoft
Data Preparation and Governance
Course
Category: Credit offered
Microsoft
Forecasting and Predictive Modeling
Course
Category: Credit offered

Why people choose Coursera for their career

Felipe M.

Learner since 2018

"To be able to take courses at my own pace and rhythm has been an amazing experience. I can learn whenever it fits my schedule and mood."

Jennifer J.

Learner since 2020

"I directly applied the concepts and skills I learned from my courses to an exciting new project at work."

Larry W.

Learner since 2021

"When I need courses on topics that my university doesn't offer, Coursera is one of the best places to go."

Chaitanya A.

"Learning isn't just about being better at your job: it's so much more than that. Coursera allows me to learn without limits."

Frequently asked questions

To access the course materials, assignments and to earn a Certificate, you will need to purchase the Certificate experience when you enroll in a course. You can try a Free Trial instead, or apply for Financial Aid. The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.

When you enroll in the course, you get access to all of the courses in the Specialization, and you earn a certificate when you complete the work. Your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile.

Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.