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 SGCSRC

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.

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Taught in English
Recently updated!

February 2026

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

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

What you'll learn

Skills you'll gain

Category: Regression Analysis
Category: Model Evaluation
Category: Supervised Learning
Category: Business Analytics
Category: Data-Driven Decision-Making
Category: Predictive Analytics
Category: Forecasting
Category: Data Storytelling
Category: Feature Engineering
Category: Stakeholder Communications
Category: Applied Machine Learning
Category: Scikit Learn (Machine Learning Library)
Category: Financial Forecasting
Category: Predictive Modeling
Category: Performance Analysis
Category: Key Performance Indicators (KPIs)
Category: Exploratory Data Analysis
Category: Data Science
Category: Business Metrics

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

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

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

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

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Instructors

Manish Gupta
15 Courses 61,727 learners
Starweaver
Coursera
549 Courses 1,001,774 learners
Diogo Resende
Coursera
3 Courses 8,103 learners

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Coursera

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