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Demand Planning: S&OP, CPFR & Time Series Models

Master the art of Forecasting Demand and Demand Planning with this comprehensive Open Source course designed for supply chain analysts, demand planners, and operations managers struggling with forecast accuracy and supply-demand imbalances. You’ll gain practical skills in quantitative forecasting, demand sensing, CPFR, and S&OP processes, directly addressing the industry challenge of 40% of companies citing poor forecast accuracy as a top supply chain risk. With demand planner roles projected to grow 28% through 2028, this course equips you with in-demand competencies to drive strategic alignment and profitability.

This course prepares you for the ISCEA Certified Forecaster and Demand Planner (CFDP) certification, validating your expertise globally. Koenig Solutions enhances your learning with Guaranteed-to-Run live training and 30-day lab access, ensuring hands-on practice with real-world forecasting models. Earn your credential and position yourself for career advancement in a field where certified professionals command up to 20% higher salaries.

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Course Overview

The Open Source Forecasting Demand and Demand Planning course is a comprehensive, hands-on program designed for supply chain analysts, demand planners, and inventory optimization specialists seeking to master modern forecasting techniques. This vendor-neutral curriculum covers the full spectrum of demand planning, from statistical foundations to AI-driven forecasting, aligning with industry best practices used by leading organizations. With 73% of supply chain leaders citing forecast accuracy as a top strategic priority (Gartner, 2024), this course equips professionals with the skills to reduce forecast error by up to 15%, directly impacting inventory costs and service levels. It serves as foundational training for roles such as Demand Planning Analyst, Supply Chain Data Scientist, and Inventory Optimization Manager, preparing learners for real-world challenges in retail, manufacturing, and logistics.

Participants engage with a robust toolkit including ARIMA, Prophet, LSTM, N-BEATS, and Transformer models, all implemented in a Jupyter Notebook environment using Python and open-source libraries like Statsmodels, Scikit-learn, and PyTorch. The hands-on lab component centers on building a production-grade forecasting pipeline using the M5 Walmart dataset, where students configure hierarchical forecasting with MinTrace reconciliation, implement demand sensing with external signals, and deploy ensemble models with automated model selection. Using a Docker-based lab environment that mirrors real-world data science workflows, learners complete a capstone project that integrates forecasting with S&OP simulation, capacity planning, and GenAI-enhanced scenario analysis, delivering a fully reproducible pipeline capable of scaling to 30,000+ SKUs.

This course prepares learners for professional recognition through alignment with the Certified Forecaster and Demand Planner (CFDP) framework, a credential increasingly adopted by enterprises for supply chain excellence. Graduates report career advancements including 20–30% salary increases, with demand planning roles averaging $95,000–$130,000 in North America (BLS, 2024). Koenig Solutions enhances this learning experience with Guaranteed-to-Run batches and 1-on-1 mentoring, ensuring access to official courseware and expert guidance. Upon completion, professionals are equipped to lead forecasting transformations, drive supply chain resilience, and transition into advanced roles such as AI Supply Chain Architect or Chief Planning Officer.

What You'll Learn

Apply quantitative demand forecasting models using time series analysis in Python (Statsmodels/Prophet) to reduce Mean Absolute Percentage Error (MAPE)
Design causal forecasting models with regression techniques for demand planning within R frameworks to support S&OP decision-making
Implement exponential smoothing methods in Python (Statsmodels) to generate automated forecast reports and improve predictive accuracy
Assess forecast accuracy using Apache Spark performance metrics to optimize inventory levels and demand planning precision
Enhance demand planning processes by adjusting for seasonal trends and market volatility using Python-based forecasting tools
Coordinate collaborative demand forecasting efforts within CPFR frameworks using R and Python to boost planning efficiency and supply chain alignment

Skills You'll Gain

Demand Forecasting Time Series Analysis Moving Average Exponential Smoothing ARIMA Models Regression Analysis Seasonality Analysis Open Source Python Open Source R Open Source Prophet Open Source Statsmodels Open Source Scikit-learn Inventory Optimization Supply Chain Forecasting Machine Learning Forecasting Forecast Accuracy Demand Planning

Prerequisites

Recommended knowledge before taking this course
  • Basic R language skills, including variables, vectors, and data frames, are essential for understanding Forecasting Demand and Demand Planning by Open Source.
  • Familiarity with the RStudio interface helps learners efficiently navigate the tools used in demand forecasting.
  • An understanding of time series data—such as trends, seasonality, and forecasting periods—is crucial for accurate demand prediction in this course.
  • Basic knowledge of supply chain and operations concepts enables learners to apply demand planning techniques effectively.
  • Ability to analyze and visualize data using R enhances decision-making skills in demand forecasting scenarios.
  • Experience with demand modeling and forecast evaluation techniques prepares learners to assess forecast accuracy and improve planning processes.
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Certification Exam

Everything you need to know about the Demand Planning: S&OP, CPFR & Time Series Models certification exam

Exam Details
Exam Name
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
N/A
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What's Included in Your Training

Every enrollment comes packed with resources to maximise your learning and exam success

Career Outcomes

78%

of Demand Planning: S&OP, CPFR & Time Series Models certified professionals report career advancement within 6 months

Salary Impact

+19%

Average salary increase reported after obtaining the Demand Planning: S&OP, CPFR & Time Series Models certification

Typical Salary Range (Global)
Entry$90,000–$115,000
Mid$115,000–$145,000
Senior$145,000–$180,000

*Source: Glassdoor / LinkedIn 2025

Job Roles

6
  • Demand Planner
  • Supply Chain Analyst
  • Demand Forecasting Specialist
  • Inventory Planner
  • Sales and Operations Planning Manager
  • Supply Chain Planner

Companies Hiring

5,000+
Amazon Walmart Procter & Gamble Deloitte Accenture IBM Coca-Cola PepsiCo Unilever

and 5,000+ organizations worldwide seeking Demand Planning: S&OP, CPFR & Time Series Models certified professionals

Real Transformations

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    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

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    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

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    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified

Frequently Asked Questions

Everything you need to know about the Demand Planning: S&OP, CPFR & Time Series Models training course

Is the certification exam included in the Forecasting Demand and Demand Planning course fee?
The exam is not included in the course fee. You must purchase it separately for US$1,195 per ISCEA pricing. This covers the Certified Forecaster and Demand Planner (CFDP) exam, which validates your expertise in forecasting models and supply balance. Koenig offers optional exam vouchers as add-ons.
What training formats are available for Forecasting Demand and Demand Planning?
Koenig offers live online 1-on-1, public instructor-led, and self-paced Flexi learning for this Open Source course. All formats feature Guaranteed-to-Run (GTR) sessions. GTR ensures your training proceeds as scheduled regardless of enrollment, providing reliability for professionals planning their certification timeline around critical business demands.
How long is lab access for Forecasting Demand and Demand Planning?
You receive 30 days of access to cloud-based sandbox environments. These hands-on labs use real-world tools like Excel and forecasting software to master demand modeling and scenario planning. This secure, preconfigured environment is accessible from anywhere, ensuring you gain practical experience during your study period.
What is the rescheduling policy for Forecasting Demand and Demand Planning?
Rescheduling is free if requested more than 10 days before your start date. Cancellations or rescheduling within 10 days incur a 50% fee. Per Koenig's Terms of Service, you cannot reschedule the same training session more than once to maintain scheduling integrity and course quality.
What is the format for the Forecasting Demand and Demand Planning certification exam?
The CFDP exam consists of 50 multiple-choice questions with a 70% passing score. You have 90 minutes to complete it. The exam tests your knowledge of forecasting models, demand planning processes, and S&OP integration, aligning with the comprehensive quantitative and qualitative techniques taught in this course.
How long is the Forecasting Demand and Demand Planning certification valid?
The CFDP certification is valid for three years. After this, you must recertify through continuing education credits or re-examination. Renewal fees are approximately $150. This ensures you maintain up-to-date skills in evolving demand planning methodologies and industry-standard technologies throughout your professional career.
What post-training support does Koenig provide for Forecasting Demand and Demand Planning?
Koenig provides 30 days of post-training support, including lab access, session recordings, and email-based instructor assistance. You also benefit from the Happiness Guarantee, which allows a free retake if you are unsatisfied. This ensures comprehensive support for your certification success and practical application of skills.
Are there prerequisites for the Forecasting Demand and Demand Planning course?
There are no formal prerequisites, though experience in supply chain, logistics, or business analytics is recommended. The course assumes foundational knowledge of business operations and basic Excel skills. This allows participants to fully engage with the advanced forecasting models and demand planning strategies covered in the curriculum.
What is the career impact of the Forecasting Demand and Demand Planning certification?
Professionals with this certification report an average salary increase of 18%. Certified planners earn $85,000–$110,000 annually in the U.S. The CFDP credential significantly enhances your career prospects in supply chain management and demand forecasting, demonstrating your validated expertise to employers in a competitive global market.
How does instructor-led training for Forecasting Demand and Demand Planning compare to self-study?
Instructor-led training offers expert guidance, real-time doubt resolution, and hands-on labs, which improves exam success rates compared to self-study. Koenig's guided approach includes mentorship and practical exercises. Conversely, self-study relies solely on materials without the personalized support or interactive problem-solving sessions essential for mastering complex forecasting.
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