Demand Forecasting for Inventory Management
Any company that carries inventory is forecasting, whether they think they are or not. Many companies claim that they don’t forecast, but if you are stocking raw materials, work-in-process or finished goods in anticipation of fulfilling future demand, you are forecasting. Often when companies are trying to decide how they can improve their supply chain strategy, the first thing they want to try is to develop an improved demand forecast. Due to seasonality, new products, lead time, or changing customer demand, simply ordering what was sold in the recent past will not work in most cases.
At Supply Velocity we understand demand planning and ultimately how it allows our customers to make informed decisions on how to fulfill future demand. We begin by working with businesses to understand customer demand and the underlying data. One distribution center (DC) serving 12 branches needs a different demand forecast than trying to figure out the right inventory levels for a single warehouse. Historical data often has issues and understanding which weeks or months will impact the demand forecast is not always clear without a bigger picture perspective. For example, when one branch has a stockout, in some industries and for some customers, that will lead to a lost sale. In other cases, end customers may be happy to drive to a nearby branch that has the product in stock. Understanding your historical data and what it means for how closely sales reflect demand is a key step in developing an accurate demand forecast using historical sales data.
With accurate input data, there are the parallel efforts of designing the analytics and ensuring the process can be done accurately at a regular cadence. Because of seasonality patterns, it is critical that a demand forecast project include how to automate or simplify the creation of supporting data sets. With the data accessible and on-hand, our clients are able to make more accurate business decisions than when they consider demand forecasting as a one-time or short-term effort. With years of experience, we at Supply Velocity balance sophisticated demand forecasting models that minimize forecast error with the technical sophistication of our clients. This ensures that our approaches are sustainable for the long-term and accurately predict future demand.
Our next step after we have refined the historical data is to run demand forecasting algorithms based on past sales. We run multiple, proven forecast algorithms within a math optimization model to determine the trend projection for each SKU and/or if there is a seasonality factor. These algorithms are optimized to maximize forecast accuracy. We can then add external factors within a machine learning model to account for additional macro or micro issues that impact the demand forecast. Using these demand forecasting methods we are able to create a highly accurate time-series forecasting model. We review the aggregate data with our clients to ensure that it aligns with the expectations of the business and will ensure that customer demand will be fulfilled at target service levels.
The approach we take at Supply Velocity allows us to get the maximum benefit from proven supply chain analytics, data science and machine learning techniques. We use regression analysis and other demand forecasting techniques to ensure we support planners and long-term demand needs. However, unlike data science focused consulting companies, we understand that the value from a demand forecast for a supply chain company comes primarily from how you use it. Most of our clients choose a combined approach, using demand forecasting with inventory optimization.
By taking a more holistic approach our clients go directly from a forecast to actionable recommendations such as reorder points and reorder quantities (or min/max settings). These recommendations are built on the SKU-level demand forecast, but also rely on techniques like ABC Inventory Classification, Safety Stock, and Service Levels to feed into a profit maximization inventory optimization model. These additional factors are developed using our clients’ expert opinions to ensure they reflect the metrics our clients care about.
For more information on our Inventory Optimization approach, please visit our service page here.
We typically support our clients by starting with an Assessment. This allows us to create a customized plan based on specific needs such as to manage cash flow, capacity planning or setting inventory levels. Our models support decision making of which products to stock and how to manage market trends while supporting demand planning. Contact us to learn how we can customize our demand forecast and inventory optimization models to your business.
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“Supply Velocity has helped Clean succeed in a number of ways. First, they provided the education that kicked off our Lean Process Improvement journey. They also facilitated a number of large supply chain and process improvement projects including: 1) building quality into our direct-labor productivity incentive program, 2) designing the layout of our garment warehouse, and 3) streamlining our route service process.We have integrated the methods that Supply Velocity taught us into our management and strategic planning. In the process our quality measurement has improved 22% from 2013 to 2015, we have reduced required annual labor by 2200 hours from the garment facility layout project and we’ve seen 50% decrease in error rate. Obviously the numbers speak for themselves, but just as important, Supply Velocity has been fun to work and have become true partners. They have “taught us how to fish” so our internal teams are able to implement change on their own, with the skills we learned from Supply Velocity. This relationship has been invaluable.”
“Supply Velocity has provided the technical expertise and political capital to move our project forward. They have just the right amount of push and the right amount of support. Supply Velocity has helped us make real changes to improve efficiencies in logistics without jeopardizing our performance. We’re happy and our customers are happy.”
“Isolating a problem, finding short, and long term solutions with measurable results is what was promised and results is what was delivered by Supply Velocity. Upon launch of the Lean Six Sigma Selling System, we knew more about our customers, our products, and were able to create a solid plan to increase sales of our most profitable products. Within months of implementation, our booked sales jumped 60% and our most valued customers were getting direct, active, and calculable attention.”
“We used Supply Velocity on our Warehouse optimization project. One of the key characteristics of Supply Velocity is that they listened to our requirements and provided a clear path for our Warehouse processes using lean tools and our future sales growth as objectives.”
“Anheuser-Busch Precision Printing had been implementing Lean Operations on our own for the past two years. We needed to move faster and partnered with Supply Velocity, Inc. Through Supply Velocity, Inc.’s mathematical workflow balancing and visual management tools, dramatic improvements were achieved. The entire converting operation was rearranged based on Lean principles. The result is a 20.6% productivity improvement, enabling us to operate with 23 fewer people in production.”
“We engaged with Supply Velocity to help us embed process improvement at all levels of the business. Our team learned from Mitch to let the data drive decisions, to use Lean tools to help us see our processes critically and objectively, and to create a control plan to manage all of the tasks that were the outcome of the data study.The project turned out to be very significant to the company and most importantly, our customers. We reduced our customer wait times by 40%, and cut in half the labor cost to fulfill customer orders.
Some results are not able to be measured. However, as a result of this project, we have started to build a Lean mindset and culture, which is part of our strategic mission to save our customers money. Supply Velocity has been a valued partner in this mission.”
“Your process encourages this group to work together, better communicate and have fun doing it.”
“Closure Medical recently completed a major reorganization in order to enhance our ability to rapidly create innovative medical devices. We hired Supply Velocity to help us map out the process and service flows of the new organization that would maximize our product development process (PDP). In four weeks, Supply Velocity helped us envision a new PDP structure, develop measures and accountability for each step, and gain consensus within the organization. Supply Velocity’s focus on speed and accountability helped us complete a critical project in a timely fashion.”
“Our experience with Supply Velocity was one of the best values we have ever had from a consulting project. Cyril Narishkin brought a structured lean methodology, invaluable experience and engaging facilitation skills to help us streamline a very complex and disjointed sales order process. Just as importantly, our team now has the knowledge and process competencies to address other business improvement opportunities going forward.”
“For several years we have worked with Supply Velocity to support us with their expertise on Lean Operations and Supply Chain Management. Supply Velocity has helped us implement Lean, improve our inventory systems, and educate our people. They are professionals who are always available to help us as needed.”
“We used Supply Velocity to rethink our sales process. By analyzing the entire process we found wasted time in our Sales, Admin and Operations departments. Streamlining this process created extra time for each Sales Rep, allowing them to spend more time with Customers and increase the value we add. Gross profit margins are up 40%!We are now using Supply Velocity to help us rethink our entire Strategic Plan.”
“Many thanks to all three Supply Velocity presenters. I think you guys took a very difficult time for learning and capitalized on everyone’s time and training needs. I truly hope this helps your business as this was a considerable undertaking on the part of Supply Velocity. Outstanding!!”
“Mitch Millstein and his team helped guide our shop fabrication division in the re-layout of our custom pipe and steel fabrication facility when we moved into a new building. It is not only the results but how he helped. We were involved in every step. I personally did time studies and was able to see the non-value added steps required to manufacture in our old layout. When we created our new layout, everyone was involved, from the executive team to our direct labor force. With Mitch’s help we increased our throughput by a 3x multiple, while providing more competitive prices to our clients as a result of the efficiency improvements.This has enabled us to not only make more money but also to expand our commercial reach and serve more, and larger customers. I would recommend Supply Velocity to any company that wants to make improvement in supply chain and operations.”
“We are using Supply Velocity’s Lean Six Sigma methods to analyze a variety of processes including rationalizing SKUs (stock-keeping-units). By using math to evaluate SKUs we took some of the emotion out of our decisions. We expect significant increases in sales and productivity from reducing poor performing SKUs.”
“In thirty years of hiring consultants, Supply Velocity, Inc. was the first to tell me what they were going to do, set a price they stuck to and substantially exceed my expectations. I have recommended them to friends and acquaintances. They were true partners in assisting with the turnaround of an acquisition we had been struggling with for two years.Their math-based technology, solid down-to-earth facilitation skills, and positive, patient and enthusiastic attitude combined to make our implementation of Lean a very rewarding experience.
We increased our production by 50% in the first month of implementation and continue to see improvements. Improvements have not only been realized in productivity, but also in quality and morale. We have increased profitability by $2M on flat sales of $10M.
Based on Supply Velocity, Inc.’s integrity and our results, I will continue to refer them to others and utilize them in the future as we expand our company through acquisitions.”
“In 2015 we began working with Dr. Mitch Millstein to optimize our inventory locations supporting e-commerce and in-store inventory needs. From this work we developed a new omni-channel warehousing and inventory plan that entirely redefined our approach to warehousing, inventory management, store distribution and fulfillment. As a result of the analyses by Dr. Millstein we have begun the move to an improved omni-channel design by reassigning MSAs to new warehouses, greater leveraging of in-store inventories to satisfy e-commerce demands, and exploring acquisitions of new warehousing space in strategic locations. We have already seen an improvement of $300,000 from both more efficient shipping strategies due to better inventory management.”
“C&R was struggling with labor productivity. The construction crews were often missing materials that they needed to do their work. This caused significant idle time. Supply Velocity, Inc. and C&R used value stream mapping and visual management tools to make dramatic improvements in operations. Most importantly, two years later C&R is sustaining and improving on the implementation. C&R’s return on investment was 11:1. C&R had a record year last year in both sales and profits and would not have been able to pull it off without the changes Supply Velocity, Inc. helped us make.”
“In the spring of 2003, the St. Louis Area Chapter of the American Red Cross engaged Supply Velocity, Inc. to perform a study and make recommendations to streamline office processes, maximize cash flow in purchasing and warehousing and restructure and enhance our maintenance department. Supply Velocity, Inc.’s process was methodical, flexible, staff-oriented, inclusive and, above all, trackable.In the last six months, our Chapter has realized expense savings of over $380,000 annually, and significant improvement in intra-company service levels has been attained. Supply Velocity, Inc. will return to the Chapter periodically throughout the next 18 months to audit our newly implemented processes. We have been pleased with our results and Supply Velocity, Inc.’s professionalism.”
“We are pleased that Essex selected Supply Velocity, Inc. as our Lean Implementation Partner. At one facility, we have saved over $350,000 in work-in-process inventory, reduced throughput time from 2 weeks to minutes and increased inventory turns 3 to 8 times per year. All these results are in just 6 months. Our return of investment is very high.”
“The role of the Erie Insurance Marketing Department has been evolving over the past several years – from a support role to a more critical role of driving growth in our organization. Because of our increased workload and desire to prioritize the most critical projects, we hired Supply Velocity to teach us the skills of Lean Six Sigma.Participants included the Promotions, Market Research and Agency Licensing sections of the Marketing Department.
We learned valuable tools to help us to prioritize based on the voice of the customer.
I firmly believe these skills made a difference in how we work every day. We are moving new projects forward, eliminating or changing ineffective processes, and we are a much stronger department. We continue to use the tools to help us with our highly-complex and time-consuming projects. Supply Velocity helped us to accomplish our goals.”
“Supply Velocity created visibility within our Assurance Services Group… visibility of performance, Client-service, employee satisfaction and processing time. Using the Supply Velocity System, Audit Report Cycle time is down over 50%. We are using his strategies to create greater Client loyalty.”
“Supply Velocity gave us the tools to analyze our business and processes based on the facts and numbers versus our perceptions. Our common quote was “Let the numbers lead us”. The key for our organization was how quickly we moved from classroom to actual project initiation. We were able to jump in, start using the tools and see a difference right away.
The get-into-action approach was good for our culture.”
“Supply Velocity is driving instrumental change in our inventory management processes. This is critical for us to be competitive in a supply chain environment with numerous disruptions. They are making change happen, which can be challenging in a 182 year old organization.”
“Myerson engaged Supply Velocity, specifically Ray Davis to visit our plant in Trinidad to conduct a two day assessment of our production procedures and provide us feedback on areas for improvement and where applicable, areas for future analysis.Put simply, we got everything we paid for and in addition to more in depth analysis, we got specific tasks that were immediately actionable. Our local management team found Ray to be engaging, highly credible and insightful based on his wide experience. In other words the cultural differences and lack of specific industry knowledge weren’t impediments to things we could implement immediately and on our own. In a nutshell it was money well spent and will pay itself back many times over.”
“I am thrilled to provide this testimonial for Supply Velocity and their outstanding work in implementing Lean Warehouses and processes at Crescent Parts & Equipment through the COVID pandemic. With their data-first focus and Mitch’s exceptional coaching and experience, they transformed our business into a more supply chain-oriented organization, enabling us to grow while prioritizing employee safety and creating a better work environment. Supply Velocity’s expertise in Lean methodologies and their comprehensive evaluation of our customers have been instrumental in optimizing our operations and increasing customer satisfaction. We highly recommend Supply Velocity to any company seeking to implement Lean processes and enhance their supply chain efficiency.”
“In a time of volatile supply chain disruption, Supply Velocity is helping us develop Demand and Supply Planning processes to proactively tackle these new challenges. They are genuine partners, working with our team, facilitating and teaching.”
“Supply Velocity’s Lean Six Sigma System has given us new tools to help improve our sales performance. We have learned new ways to analyze our business which makes problem solving more accurate and has made us better leaders.”