🚨 Demand planning off? It’s costing you more than you think.
bit.ly/4qSAo8D
#NetSuite #SupplyChain #ERP #InventoryManagement #BusinessGrowth #HayaSolutions #Operations #Entrepreneurship #demandplanning

Many users of an IMS or ERP don't realise that they can get demand forecasting insights within minutes just by adding StockTrim. Avoid headaches & sign up for a free trial. No credit card or service fees apply. #inventory #inventory forecasting #demandplanning #supplychain

SPARK Matrix?: Supply Chain Planning Q4, 2025 QKS Group's Supply Chain Planning (SCP) market research provides a comprehensive analysis of the glo...

How Modern Supply Chain Planning Solutions Are Transforming Business Operations

qksgroup.com/market-resea...

#SupplyChainPlanning #sandop #supplychain #business #technology #businessintelligence #SupplyChainManagement #DigitalSupplyChain #SupplyChainTechnology #DemandPlanning

In our upcoming webinar, we break down a live manufacturing case study showing how ERP + BI lifted forecast accuracy and operational visibility.

👉 Save your spot: www.elevatiq.com/events-and-w...

#DemandPlanning #ManufacturingERP #Analytics

In our upcoming webinar, we break down a live manufacturing case study showing how ERP + BI lifted forecast accuracy and operational visibility.

👉 Save your spot: www.elevatiq.com/events-and-w...

#DemandPlanning #ManufacturingERP #Analytics

Forecasting models are only as good as the data behind them.

Join our webinar “Demand Forecasting vs Reality: What ERP Buyers Must Fix First” to uncover the blind spots that derail planning accuracy.

👉 Register now: www.elevatiq.com/events-and-w...

#ERP #DemandPlanning #SupplyChain

Forecasting models are only as good as the data behind them.

Join our webinar “Demand Forecasting vs Reality: What ERP Buyers Must Fix First” to uncover the blind spots that derail planning accuracy.

👉 Register now: www.elevatiq.com/events-and-w...

#ERP #DemandPlanning #SupplyChain

SPARK Matrix?: Global Supply Chain Inventory Optimization, Q4 2025 QKS Group's Supply Chain Inventory Optimization (SCIO) market research provides a comprehensive anal...

SPARK Matrix™: Global Supply Chain Inventory Optimization, Q4 2025
qksgroup.com/market-resea...
#InventoryOptimization #SupplyChainManagement
#DemandPlanning

Retailers can’t succeed today with rearview mirror data. The market moves on external signals and the fastest teams monitor them first.

Read the full blog here 👉 shorturl.at/HWpD5

#marketintelligence #retailanalytics #digitalshelf #ecommerceintelligence #demandplanning #42Signals

Red Bull didn’t fight for shelf space — it built cultural space.

Demand-led distribution meant the product was placed where belief already existed.

Brand first. Logistics second. Growth exponential.

#RedBull #DemandPlanning #BrandBuilding #GlobalMarketing #FMCG #Distribution

“Efficiency on the line today is availability on the shelf tomorrow.”
.
#SupplyChain
#FMCG
#RetailIndustry
#OperationsManagement
#LogisticsLife
#InventoryManagement
#DemandPlanning
#RetailSupplyChain
#WarehouseLife
#SupplyChainManagement

Gatorade doesn’t just sell hydration — it sells timing.

January demand is forecast months ahead, so products are available exactly when habits shift.

That’s how seasonality turns into predictable volume.

#FMCG #DemandPlanning #ConsumerTrends #SupplyChainInsights

BEVOLTA | Optimisez votre supply chain avec une planification intelligente Découvrez la suite VOLTA : une plateforme intégrée pour prévoir, planifier et exécuter votre supply chain plus vite, avec moins de stocks et moins d’urgences.

🎉 We have a new website!

At BEVOLTA, we believe that a high-performing supply chain should be simple, seamless, and connected to real-world operations.

👉 bevolta.com

#SupplyChain #BEVOLTA #DemandPlanning #SupplyPlanning #Agilité #SalesOperationsPlanning #DDMRP

📈 Markets can shift without warning, your plans need to adapt fast. DecisionBrain’s advanced #forecasting and machine learning deliver dynamic demand forecasts that keep operations aligned with market changes.
Contact us for a Demo: decisionbrain.com/contact/

#optimization #demandplanning #ML #AI

Mastering Modern Time Series Forecasting : The Complete Guide to Statistical, Machine Learning & Deep Learning Models in Python 📘 Mastering Modern Time Series Forecasting (early access)The book trusted by data science leaders in 100+ countries. Unlock the toolkit behind today’s most powerful forecasting systems. 💸 Pricing 🎉 Standard Edition Price: $40 | Minimum: $35Will increase to $80+ as content grows. A tremendous amount of work and expertise has gone into this book, which is designed to deliver exponential improvement to your forecasting skills, your company's bottom line and ROI, and your career. Forecasting is one of the most in-demand skills across nearly every industry today. As the content continues to grow, if you find value in it—or simply want to support the project—you're welcome to contribute whatever it’s worth to you ❤️. 🧠 Why This Book Stands Out🔑 Forecasting models are only 5% of the equation.The other 95%? It’s the hard-earned knowledge of metrics, validation, deployment, failure modes, and real-world constraints — insights that are often missing or buried in internet noise and social media fluff.🔍 It starts with what actually matters: solid foundations.Learn how to properly evaluate forecasts, recognize when they're failing, and build with confidence — not on shaky assumptions, but on methods that stand up to real-world pressure.💎 You’ll also learn how to assess the forecastability of a time series — a critical step for managing your time, setting stakeholder expectations, and realistically estimating how far forecasting accuracy can be pushed before diminishing returns kick in.🧠 Built for understanding — not just coding.Go beyond black-box code. Grasp model mechanics and decision-making logic to truly understand how and why things work.💻 Clear, transparent, production-ready code.No obfuscation, no throwaway scripts. Every example is fully documented, reusable, and ready for real-world use.🔄 Continuously improved through real feedback.This is a living resource shaped by an active community of readers. Many improvements and additions come directly from their thoughtful feedback — and all readers get lifetime updates, including new chapters and bonus tools. Thank you to all contributors — your insights are recognized and appreciated in the book.📚 Comprehensive, real-world coverage.From classical time series models to deep learning and forecasting-specific transformers (FTSMs), the book covers a wide range — but always with a practical lens. Every method has been tested in production or validated against strong academic benchmarks. No fluff, just tools that work.📈 Real ROI — for your company and your career.Readers often see immediate improvements in model accuracy, interpretability, and stakeholder trust. No more silent failures or fragile production systems. This book helps you build forecasting solutions that earn trust, drive business results, and accelerate your career.✍️ About the AuthorWritten by Valeriy Manokhin, PhD, MBA, CQF — a seasoned forecasting expert, data scientist, and machine learning researcher with publications in top academic journals.Valeriy has advised both startups and large enterprises, helping them build and rebuild forecasting systems at scale. He has led successful forecasting initiatives for global organizations — including winning competitive tenders from multinational companies, outperforming major consulting firms like BCG and specialized AI startups focused on forecasting. He has delivered production-grade solutions for industry leaders such as Stanley Black & Decker and GfK.His methods have driven multimillion-dollar business impact, and his training programs have reached professionals in over 40 countries. This book is now used in more than 100+ countries and has become a #1-ranked title in Machine Learning, Forecasting, and Time Series across major platforms.🌍 Trusted By and Taught ToValeriy’s expertise is trusted by leaders at:Amazon, Apple, Google, Meta, Nike, BlackRock, Morgan Stanley, Target, NTT Data, Mars Inc., Lidl, Publicis Sapient, and more.His frameworks are followed by professionals from:University of Chicago, KTH (Sweden), UBC (Canada), DTU (Denmark), and other world-class institutions.👤 Students include:VPs of Engineering, AI Leads, Principal & Lead Data Scientists, ML Engineers, Consultants, Professors, Founders, Researchers, and PhD students.🎓 Want a Live, Interactive Learning Experience?Pair this book with the Modern Forecasting Mastery course on Maven.Join live cohort sessions with Valeriy, get direct feedback, and build models with peers.Next cohort → maven.com/valeriy-manokhin/modern-forecasting-mastery📦 What You Get📥 Instant access to the book — start reading immediately.🔄 Free updates — including new chapters, bug fixes, and bonus content.💬 Exclusive access to the private Discord community — connect with fellow readers, get additional materials, early bonuses, special discounts, and join live events with the author.🔓 Pro Edition Bonus Pack (Early Access – $65) 🔥🔥🔥 Includes everything above, plus:✅ Premium Forecasting Templates — plug-and-play workflows✅ Extended Case Studies — deep analyses across major industries✅ Cheat Sheets & Flashcards — quick-reference model guides and best practices✅ Behind-the-Scenes Notebooks — annotated walkthroughs and exploratory pipelines✅ Forecast Model Selection Toolkit — Python notebooks to benchmark, optimize, and compare📈 Ideal for professionals and teams who want to build and deploy faster—and sidestep the guesswork.https://valeman.gumroad.com/l/MasteringModernTimeSeriesForecastingPro💸 New Pricing effective 16th June - grab your copy before price increase 🎉 Standard Edition Price: $45 | Minimum: $39Will increase to $80+ as content grows.If you find value or simply want to support the project, feel free to pay what it’s worth to you ❤️Ready to take your forecasting skills from stats to neural nets, and from theory to real-world deployment?👉 Hit “Buy Now” and start mastering forecasting like never before.

Ways to smooth deep learning models (like Stable N-BEATS)
#ForecastStability #DemandPlanning #MLinProduction #timeseries #forecasting

valeman.gumroad.com/...

Mastering Modern Time Series Forecasting : The Complete Guide to Statistical, Machine Learning & Deep Learning Models in Python 📘 Mastering Modern Time Series Forecasting (early access)The book trusted by data science leaders in 100+ countries. Unlock the toolkit behind today’s most powerful forecasting systems. 💸 Pricing 🎉 Standard Edition Price: $40 | Minimum: $35Will increase to $80+ as content grows. A tremendous amount of work and expertise has gone into this book, which is designed to deliver exponential improvement to your forecasting skills, your company's bottom line and ROI, and your career. Forecasting is one of the most in-demand skills across nearly every industry today. As the content continues to grow, if you find value in it—or simply want to support the project—you're welcome to contribute whatever it’s worth to you ❤️. 🧠 Why This Book Stands Out🔑 Forecasting models are only 5% of the equation.The other 95%? It’s the hard-earned knowledge of metrics, validation, deployment, failure modes, and real-world constraints — insights that are often missing or buried in internet noise and social media fluff.🔍 It starts with what actually matters: solid foundations.Learn how to properly evaluate forecasts, recognize when they're failing, and build with confidence — not on shaky assumptions, but on methods that stand up to real-world pressure.💎 You’ll also learn how to assess the forecastability of a time series — a critical step for managing your time, setting stakeholder expectations, and realistically estimating how far forecasting accuracy can be pushed before diminishing returns kick in.🧠 Built for understanding — not just coding.Go beyond black-box code. Grasp model mechanics and decision-making logic to truly understand how and why things work.💻 Clear, transparent, production-ready code.No obfuscation, no throwaway scripts. Every example is fully documented, reusable, and ready for real-world use.🔄 Continuously improved through real feedback.This is a living resource shaped by an active community of readers. Many improvements and additions come directly from their thoughtful feedback — and all readers get lifetime updates, including new chapters and bonus tools. Thank you to all contributors — your insights are recognized and appreciated in the book.📚 Comprehensive, real-world coverage.From classical time series models to deep learning and forecasting-specific transformers (FTSMs), the book covers a wide range — but always with a practical lens. Every method has been tested in production or validated against strong academic benchmarks. No fluff, just tools that work.📈 Real ROI — for your company and your career.Readers often see immediate improvements in model accuracy, interpretability, and stakeholder trust. No more silent failures or fragile production systems. This book helps you build forecasting solutions that earn trust, drive business results, and accelerate your career.✍️ About the AuthorWritten by Valeriy Manokhin, PhD, MBA, CQF — a seasoned forecasting expert, data scientist, and machine learning researcher with publications in top academic journals.Valeriy has advised both startups and large enterprises, helping them build and rebuild forecasting systems at scale. He has led successful forecasting initiatives for global organizations — including winning competitive tenders from multinational companies, outperforming major consulting firms like BCG and specialized AI startups focused on forecasting. He has delivered production-grade solutions for industry leaders such as Stanley Black & Decker and GfK.His methods have driven multimillion-dollar business impact, and his training programs have reached professionals in over 40 countries. This book is now used in more than 100+ countries and has become a #1-ranked title in Machine Learning, Forecasting, and Time Series across major platforms.🌍 Trusted By and Taught ToValeriy’s expertise is trusted by leaders at:Amazon, Apple, Google, Meta, Nike, BlackRock, Morgan Stanley, Target, NTT Data, Mars Inc., Lidl, Publicis Sapient, and more.His frameworks are followed by professionals from:University of Chicago, KTH (Sweden), UBC (Canada), DTU (Denmark), and other world-class institutions.👤 Students include:VPs of Engineering, AI Leads, Principal & Lead Data Scientists, ML Engineers, Consultants, Professors, Founders, Researchers, and PhD students.🎓 Want a Live, Interactive Learning Experience?Pair this book with the Modern Forecasting Mastery course on Maven.Join live cohort sessions with Valeriy, get direct feedback, and build models with peers.Next cohort → maven.com/valeriy-manokhin/modern-forecasting-mastery📦 What You Get📥 Instant access to the book — start reading immediately.🔄 Free updates — including new chapters, bug fixes, and bonus content.💬 Exclusive access to the private Discord community — connect with fellow readers, get additional materials, early bonuses, special discounts, and join live events with the author.🔓 Pro Edition Bonus Pack (Early Access – $65) 🔥🔥🔥 Includes everything above, plus:✅ Premium Forecasting Templates — plug-and-play workflows✅ Extended Case Studies — deep analyses across major industries✅ Cheat Sheets & Flashcards — quick-reference model guides and best practices✅ Behind-the-Scenes Notebooks — annotated walkthroughs and exploratory pipelines✅ Forecast Model Selection Toolkit — Python notebooks to benchmark, optimize, and compare📈 Ideal for professionals and teams who want to build and deploy faster—and sidestep the guesswork.https://valeman.gumroad.com/l/MasteringModernTimeSeriesForecastingPro💸 New Pricing effective 16th June - grab your copy before price increase 🎉 Standard Edition Price: $45 | Minimum: $39Will increase to $80+ as content grows.If you find value or simply want to support the project, feel free to pay what it’s worth to you ❤️Ready to take your forecasting skills from stats to neural nets, and from theory to real-world deployment?👉 Hit “Buy Now” and start mastering forecasting like never before.

Forecast like a Pro -> "Mastering Modern Time Series Forecasting" valeman.gumroad.com/...

#SupplyChain #Forecasting #AI #DataScience #Operations #DemandPlanning #PlanningAndScheduling #MachineLearning #SupplyChainOptimization

#forecasting #AutoARIMA #AutoML #timeseries #dataanalytics #financialplanning #demandplanning #datascience

Hey there, small business owners! Tired of feeling like you need a PhD in data science to manage your inventory? Well, now you can access top-notch forecasting and demand planning software without breaking the bank. #inventoryplanning #inventoryforecasting #demandforecasting #demandplanning

Forecast demand with precision utilizing superior AI for SAP IBP – Mytechnews Provide chain leaders know the ache of misaligned stock. A high-demand product sells out simply as a promotion goes dwell. In the meantime, pallets of out of da

📈 Forecast Demand with AI-Powered Precision in SAP IBP
Transform your supply chain with AI-driven demand planning.
#SAPIBP #AI #DemandPlanning #SupplyChain #PredictiveAnalytics #ERP #Pakistan #Индии #Пакистана #FREEMINTHERE #Хорошего #Звучит #Красной #Sportsmanship
www.mytechnews.co/forecast-dem...

5th IMA and OR Society Conference - Open Forecasting It was a pleasure to attend the 5th IMA and OR Society Conference at Aston University, Birmingham, and to present my research with Anna Sroginis on model-based demand classification. A great crowd of ...

It was great to attend the 5th IMA & OR conference and present my research with Anna Sroginis on model-based demand classification.

openforecast.org/2025/05/02/5...

#forecasting #demandplanning #datascience #operationsresearch

🧠 A dedicated expert who knows your business and becomes a real thought partner — not just a app making generic suggestions

If your current tools aren’t built to answer your questions – we should talk.

#inventorymanagement #supplychain #ecommerce #demandplanning

Products Project Management Toolkit

My full project management toolkit of 47 templates across Demand, Initiation, Planning, Monitoring & Closing phases is now available at http://dlvr.it/TJdmVV

#ProjectManagement #ISO27001 #Toolkits #DemandPlanning #Templates

Hey there, small business owners! Tired of feeling like you need a PhD in data science to manage your inventory? Well, now you can access top-notch forecasting and demand planning software without breaking the bank. #inventoryplanning #inventoryforecasting #demandforecasting #demandplanning

⚠️ Top Risks 2025

Supply chain disruptions present new problems
Learn global risks in 2025 short term 2-year horizon to longer term 10-years

World Economic Forum report www.weforum.org/publications...

#suplychainmanagement #riskmanagement #demandplanning #logisticsmanagement #valuechainanalysis

Inventory forecasting for SMB's never got easier #inventoryforecasting #stockplanning #inventoryplanning #demandforecasting #demandplanning #manufacturing #distribution #wholesale #retail #inventorycontrol #BOMforecasting #nomorespreadsheets #inventoryplanningsoftware #targetinventory

Avoid using MAPE! - Open Forecasting Frankly speaking, I didn’t see the point in discussing MAPE when I wrote recent posts on error measures. However, I’ve received several comments and messages from data scientists and demand planners a...

Avoid using MAPE! Here is a post from my website explaining, why: openforecast.org/2024/04/17/a... - the image shows Mean APEs (APE - Absolute Percentage Error).

#forecasting #DataScience #demandplanning #MachineLearning