Coursera

Forecasting and Predictive Analytics Methods Pack Specialization

Coursera

Forecasting and Predictive Analytics Methods Pack Specialization

Advanced Financial Forecasting With AI and ML. Build probabilistic, ML, and AI forecasting models for strategic decisions.

Manish Gupta
Starweaver
Diogo Resende

Instructors: Manish Gupta

Access provided by Marie Curie Alumni Association

Get in-depth knowledge of a subject

from 56 reviews of courses in this program

Intermediate level

Recommended experience

4 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject

from 56 reviews of courses in this program

Intermediate level

Recommended experience

4 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Build deterministic, probabilistic, and AI-driven forecasting models across Excel, Python, and Power BI.

  • Apply Monte Carlo, time series (ETS/ARIMA), and ML methods to quantify uncertainty and risk.

  • Evaluate, validate, and improve financial forecasts using error analysis and explainable AI.

Details to know

Shareable certificate

Add to your LinkedIn profile

Taught in English
Recently updated!

February 2026

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

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

Advance your subject-matter expertise

  • Learn in-demand skills from university and industry experts
  • Master a subject or tool with hands-on projects
  • Develop a deep understanding of key concepts
  • Earn a career certificate from Coursera

Specialization - 7 course series

What you'll learn

  • Analyze historical sales data and create financial forecasts for different growth scenarios using key Excel functions.

Skills you'll gain

Category: Time Series Analysis and Forecasting
Category: Business Planning
Category: Revenue Forecasting
Category: Financial Forecasting
Category: Data Analysis
Category: Forecasting
Category: Trend Analysis
Category: Excel Formulas
Category: Strategic Decision-Making
Category: Sales Management
Category: Technical Communication
Category: Predictive Modeling
Category: Microsoft Excel
Category: Financial Modeling
Category: Performance Metric
Category: Data-Driven Decision-Making

What you'll learn

  • Create scenario-based projections and apply Monte Carlo simulation to produce probabilistic forecasts of financial outcomes for risk-aware decisions.

Skills you'll gain

Category: Trend Analysis
Category: Financial Forecasting
Category: Microsoft Excel
Category: Forecasting
Category: Financial Modeling
Category: Risk Analysis
Category: Time Series Analysis and Forecasting
Category: Simulation and Simulation Software
Category: Financial Analysis
Category: Risk Modeling
Category: Probability Distribution
Category: Data Analysis
Category: Cash Flow Forecasting

What you'll learn

Skills you'll gain

Category: Model Evaluation
Category: Regression Analysis
Category: Supervised Learning
Category: Performance Analysis
Category: Predictive Modeling
Category: Predictive Analytics
Category: Business Analytics
Category: Business Metrics
Category: Exploratory Data Analysis
Category: Feature Engineering
Category: Data-Driven Decision-Making
Category: Forecasting
Category: Data Presentation
Category: Stakeholder Communications
Category: Financial Forecasting
Category: Data Science
Category: Applied Machine Learning

What you'll learn

  • Master market forecasting and trend analysis. Learn to use historical data to predict demand and evaluate the strategic impact of emerging trends.

Skills you'll gain

Category: Business Planning
Category: Variance Analysis
Category: Strategic Decision-Making
Category: Demand Planning
Category: Analysis
Category: Business Development
Category: Time Series Analysis and Forecasting
Category: Performance Measurement
Category: Key Performance Indicators (KPIs)
Category: Gap Analysis
Category: Market Analysis
Category: Performance Analysis
Category: Data-Driven Decision-Making
Category: Predictive Analytics
Category: Business Strategy
Category: Market Opportunities
Category: Market Trend
Category: Prioritization
Category: Forecasting
Category: Trend Analysis

What you'll learn

  • Analyze financial models to diagnose forecast errors and synthesize best practices from past successes to create actionable improvement checklists.

Skills you'll gain

Category: Data Integrity
Category: Data Validation
Category: Financial Modeling
Category: Model Evaluation
Category: Quality Improvement
Category: Process Improvement and Optimization
Category: Project Documentation
Category: Forecasting
Category: Analysis
Category: Continuous Improvement Process
Category: Knowledge Transfer
Category: Procedure Development
Category: Root Cause Analysis
Category: Financial Forecasting

What you'll learn

  • Apply the most widely used techniques, including Exponential Smoothing (ETS) and Autoregressive Integrated Moving Average (ARIMA).

  • Analyze real-world data to identify patterns and make accurate predictions.

  • Create advanced forecasting models using Python.

Skills you'll gain

Category: Time Series Analysis and Forecasting
Category: Forecasting
Category: NumPy
Category: Financial Forecasting
Category: Data-Driven Decision-Making
Category: Advanced Analytics
Category: Trend Analysis
Category: Predictive Modeling
Category: Strategic Decision-Making
Category: Market Data
Category: Matplotlib
Category: Exploratory Data Analysis
Category: Jupyter
Category: Pandas (Python Package)
Category: Business Analytics
Category: Statistical Analysis

What you'll learn

  • Implement GEN AI models for financial forecasting to improve accuracy and decision-making.

  • Utilize AI tools for strategic financial planning and scenario analysis.

  • Navigate challenges in deploying GEN AI, including data quality, model biases, and integration issues.

  • Apply best practices for using open-source AI models to build customized financial tools.

Skills you'll gain

Category: Generative AI
Category: Forecasting
Category: Financial Forecasting
Category: Financial Planning
Category: AI Enablement
Category: Financial Management
Category: Market Intelligence
Category: Data-Driven Decision-Making
Category: Data Quality
Category: Artificial Intelligence
Category: Market Analysis

Earn a career certificate

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

Instructors

Manish Gupta
15 Courses 61,908 learners
Starweaver
Coursera
550 Courses 1,006,009 learners
Diogo Resende
Coursera
3 Courses 8,131 learners

Offered by

Coursera

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."