You have a favorite forecast accuracy metric(s) you’ve been practicing within the organization for a while, and now you think you are ready to bring it to the Sales and Operations Planning (S&OP) meeting as a Key Performance Indicator (KPI) of your demand planning process. But you are not sure exactly how to go about
Most folks involved in Sales and Operations Planning (S&OP) for supply chain management have heard the terms “optimization” or “linear programming” with regards to supply planning and have cringed at the sound. Over the past few years a new “cringe” worthy term has emerged – “machine learning” which is sometimes used with the term predictive
Research shows that a majority of mergers fail. A recent study put the percentage as high as 83%. As one would imagine, there are various reasons for this high rate of failure. However, the reasons can be divided into two main groups:
In my last post, I wrote a little on the importance of extending participation in the sales and operations (S&OP) collaboration process as well as knowing what questions to ask each party. In this blog, I would like to step away from collaborating with internal departments to discuss collaborating with customers.
In my experience with several different companies, it is evident that companies make great decisions some of the time. Unfortunately, being successful only some of the time doesn’t cut it. The key to business success is to make good decisions all of the time. Company success is much like investment success. It requires a disciplined
What-if scenario planning is an excellent technique that allows a planner to ask questions on the future. Given a working model that represents a business, a planner can quickly ask the questions that represent the range of possibilities in the foreseeable future which can render the current plan obsolete.
It was Sir Isaac Newton who told us that things not in motion will continue to be that way until acted upon by an external force. Vice versa, things that were already in motion will continue to move that particular way without a change in direction or speed unless acted upon by an external force.
Extending sales and operations collaboration requires a clear articulation of business rules and information transfers. As a result, knowing exactly what questions to ask is crucial. In this short blog series, I will provide a list of questions to ask the various roles and people involved in the S&OP process. These questions can make a
I am fairly new to the supply chain industry. Ever since joining Arkieva, I have been immersed in all things manufacturing, planning and optimizing related. As I worked with my colleagues I observed that naturally every company is different and these differences can be seen especially during the implementation process. The steps, rules, politics, etc.,
Key Points: Work hard on finding the ‘perfect’ metric that measures the behavior you are trying to improve. Look for both the cause and the effect. In the absence of such a metric, do not ignore the ones that are only partially good. Do not measure something just because the data is available.