Case Study | 26 August 2025
How a Specialty Chemicals Manufacturer Streamlined Demand Forecasting to Eliminate Overstock and Improve Profitability
Posted by : Abhishek Bhardwaj
A globally recognized manufacturer of specialty chemicals was dealing with persistent inventory imbalances, largely due to outdated methods of forecasting demand. To enhance stock control, increase profitability, and make operations more responsive to market changes, the company partnered with Research Nester to revamp its planning systems and introduce more robust supply chain practices. With better forecasting tools and a stronger, more diversified supplier network, the company significantly reduced surplus inventory, increased cash flow, and built a foundation for long-term efficiency.

An overview:
The client is a top player in the specialty chemicals industry, producing a wide range of materials including coatings, adhesives, polymers, and chemical additives. These products serve several critical sectors such as pharmaceuticals, automotive, construction, and packaging. With its headquarters in Europe and production facilities across Asia and North America, the company operates a huge distribution network, supplying to over 40 countries worldwide. Although the company had strong market presence and steady demand, it began to experience challenges due to changing market dynamics, delays in sourcing raw materials, and inconsistent supplier performance. These issues forced the Vice President of Operations to ask for expert guidance from Research Nester to help realign their supply chain strategies and prevent mounting inventory losses.


The Story
In recent quarters, the company had noticed a rise in warehousing costs and a decline in overall profitability. After an extensive internal analysis, various key issues were identified as mentioned below:
- A 22% surge in outdated or dead stock over the previous fiscal year.
- Inventory buildup due to over-predicting some product range, while the rest of the products underwent critical product shortages.
- Limited feedback on consumer trends in developing and emerging markets.
- Overreliance on a few key suppliers exposes the business to regional instability and shipping delays.
The main goal was to achieve accurate demand forecasting to streamline production planning, improve inventory rotation, and reinforce resilience in the face of supply chain interruptions. The client wanted actionable insights and a long-term plan that would match procurement, production, and sales strategies under one predictive model.
Our Solution:
Improving Predictions and Inventory Control: We started by deeply examining the client’s past sales data, inventory movements, and planning cycles. It became apparent that the forecasting tools in use were outdated and failed to reflect changes in seasonal demand, shifting customer preferences, and regional variations. As a result, the production and inventory plans often didn't align with what was needed in the market scenario.
We helped the client introduce more precise forecasting practices by analyzing past demand trends in greater depth. Their product lines were re-segmented to allow for more tailored forecasting, depending on region, season, and customer type. The company also established clearer stock thresholds and reorder levels, based on how quickly each item was actually being consumed and how reliably it could be replenished. These improvements allowed the client to respond more practically to demand fluctuations. Within a year, the company saw a 30% reduction in surplus inventory and much better alignment between what was produced and what was sold.
Reducing Supplier Risks and Enhancing Lead Times: A critical vulnerability in the client's operations was their reliance on a small group of suppliers, some of whom operated in regions having logistical hurdles or political instability. Delays in receiving raw materials were disrupting production timelines and leading to customer dissatisfaction.
To address this, we encouraged the client to enlarge its supplier base. This included onboarding new suppliers from more stable regions and shifting a portion of their sourcing to countries closer to their production facilities. These changes not only helped cut down delivery times but also added flexibility to the procurement process. We also suggested setting up a list of alternate suppliers for critical materials and holding moderate buffer stocks to cushion against future disruptions. These steps reduced supply-related delays by 36% and shortened the average procurement cycle by more than three weeks.
Strengthening Internal Coordination Across all Departments: During our analysis, we discovered that different departments within the company were not always aligned. For example, the marketing team would occasionally launch promotional campaigns without informing the production or inventory teams, which led to unplanned surges in demand. At the same time, sales teams were missing clear visibility into available stock, which led to missed opportunities and customer dissatisfaction.
We initiated a standardized planning procedure where teams from sales, marketing, supply chain, and production would meet regularly to align customer expectations, upcoming campaigns, and stock availability. To support this effort, we helped implement real-time dashboards that gave live data access to managers on inventory levels, orders, and promotions.
We also conducted training sessions to make sure all teams understood how their decisions fueled the broader supply chain. With these changes, the company was able to prevent campaign-driven stockouts and improve coordination across departments.
The results were visible: stock shortages during promotional campaigns fell by 48%, and the rate of on-time customer order fulfillment rose by about 30%.


Results
- Greater Accuracy in Forecasting Demand: By updating its planning approach with more responsive tools and real-time market insights, the company was able to raise its forecast accuracy from 62% to 86%. This shift allowed for better coordination between production and actual demand, reducing both overproduction and stockouts. The business moved away from outdated systems and adopted smarter forecasting techniques tailored to real-world trends.
- Significant Drop in Inventory-Related Costs: With tighter control over excess stock and a more disciplined inventory strategy, the company reduced its annual inventory write-offs from $18 million to $8.7 million. The drop in dead stock from 22% to just 8% played a major role in this cost saving. Additional reductions in storage and logistics costs further contributed to operational savings.
- Faster Sourcing and Shorter Lead Times: Following a more diverse and well-distributed supplier network, the company successfully cut down procurement lead times by an average of 24 days. This improvement helped reduce production delays, lowered the chances of material shortages, and ensured a more consistent supply flow even during periods of high demand.
- Improved Product Availability and Satisfied Customer Experience: Timely deliveries improved significantly, with on-time delivery rates increasing from 67% to 93%. At the same time, order fulfillment rose from 71% to 96%. Customers experienced fewer delays and better service, which helped strengthen relationships, attract repeat orders, and support market expansion.
- More Efficient Use of Inventory: Inventory turnover almost doubled, going from 3.4 to 6.8, showing that products were moving more efficiently through the system. The company also made better use of its safety stock, with 88% of it being used consciously to meet actual demand, rather than sitting idle in warehouses.
- Stronger Internal Coordination and Responsiveness: Introducing a systematic planning approach across departments has significantly improved communication. Regular meetings between marketing, sales, supply chain, and production teams helped assure that promotions and campaigns were backed by the right inventory levels. These efforts led to a 48% lesser stockouts during key sales periods. Moreover, real-time dashboards helped managers react quickly to changes in demand.
- Healthier Cash Flow and Greater Profit Margins: By removing unnecessary stock and reducing waste, the company freed up working capital. This gave them more room to invest in product development and infrastructure improvements. Operating costs went down, availability went up, and profit margins saw a 7% improvement.
- Greater Supply Chain Flexibility and Stability: By reducing reliance on suppliers in high-risk regions and relocating part of its sourcing closer to production sites, the company made its supply chain more resilient. Over two years, interruptions due to political or environmental disruptions fell by 36%. A new supplier risk-monitoring system also supported the procurement team plan ahead and avoid last-minute decisions.
customized message

Abhishek Bhardwaj is a visionary Vice President – Business Research, with over 17 years of leadership experience driving strategy, innovation, and client success across niche industrial domains. His expertise spans the Packaging (rigid, flexible, sustainable packaging, barrier technologies), Chemicals & Advanced Materials (specialty chemicals, polymers, coatings, adhesives, composites), and Metals, Minerals & Mining (ferrous/non-ferrous metals, rare earths, industrial minerals, mining technology) sectors.
Abhishek is recognized for aligning deep-domain research with business strategy, enabling global clients to make informed decisions in market entry, technology scouting, product innovation, and competitive positioning. Under his leadership, research practices have evolved through the integration of AI-driven analytics, predictive modeling, and automated data intelligence, making insight delivery faster, sharper, and more actionable.
A pioneer in applying AI forecasting tools, natural language processing (NLP), and web scraping techniques, Abhishek has significantly enhanced research efficiency—reducing turnaround time by 30% and improving forecast accuracy by over 30%. His innovations have been instrumental in supporting C-suite executives with strategic intelligence that fuels long-term growth.
Copyright @ 2025 Research Nester. All Rights Reserved.

Thank you for contacting us!
"We have received your request for proposal. Our research representative will contact you shortly."