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What is the Rule of Thumb for Stock Levels?
                      It is not by Calculations but by the Process

                                            Shridhar Lolla, PhD

First Rough Draft
Needs Significant Editing


This article is about solving the general dilemma faced by teams in Operations.

Key words: Inventory Management, Operations, Manufacturing, Manufacturing
Competitiveness, Operation Excellence, Process improvement, Production, stock
management
________________________________________________________________________
May3rd 2012
Last quarter one of my clients built a natural process of inventory control and recently
they described it in the form of a guidelines. Subsequently, I found several requests
including a discussion in a LinkedIN group for a rule of thumb for stocking levels. Well
we know that things change with time and static rule of thumb may not serve the purpose.
You need a process to allow you to have an acceptable level of inventory. Most often the
decision is not how much inventory, it is about how do I have a process that addresses the
dilemma of sometime having too less stock (stock out) and other time having too high
stocks (expiries, non-moving stocks, returns, money locked).
Here is a sample of the description and question that I am often asked.
<start>
I have 30 days of committed orders and above it we forecast for 60 days. Hence, we have
orders for 90 days ( a quarter of the year) in our operational horizon. With time, orders
add into 'committed orders', which may be from the 'forecasted ones' or 'new orders of
different products or specifications'. The committed orders in fact, could change almost
in the range of -5% to 25% over 30 days load on day to day basis. Of course, once in a
quarter we may have spiked orders of more than 10 days work.
We do use some sort of forecasting, but you know it is never accurate for operations and
it never works, rather creates a lot of mismatches and tension. Forecast, does seem useful
though, for advanced planning and preparation with suppliers and sometime for capacity
management. We do have intuition that for effective operations, we need something at
the level of scheduling and stock management, than long term based planning.


                                                                                             1
Copyrights ©2012, CVMark Consulting, All rights reserved.
Under above situation, we often run out of stock for several products and we get
brickbats from our customers as well as from our sales team for not honouring the
promise of due date or ready availability of certain products. On the other hand, at any
time, a substantial number of our products are overstocked and lie in our FG stores for
too long a time, which locks my money and invites ire of my CEO and CFO.
In every meeting I am hammered to ensure availability on one hand, while I am warned
of bad consequences on my next promotions if I do not keep my inventory down to 30
days. My inventory levels fluctuates in the range of 75 days to 90 days.
Well this is only half of the story, I have to take care of raw materials as well, whose
variety is no less than that of our saleable products (SKUs).
I feel that 30 days inventory is not realistic, while my bosses feel that anything above 30
days is a professional crime. What do I do?
<end>

Direction to solving the Dilemma

Input Data Set:
Commitment: 30 days, Forecast: +60 days over 30 days
Demand variability: -5%+25%
Spiked Demand: upto 50%
No. of Raw Materials: 300
Expected inventory = 30 days
Current inventory levels = 75-90 days
Assumptions:
1. Inventory under discussion is finished goods inventory (200 items)
2. FG Inventory is in the plant before dispatch

Basics-1

There is a rule for the shop-floor:
1. Inventory in hand (FG inventory) is not decided, rather it is maintained. We need to
allow the internal operational processes and demand dynamics to suggest what would be
the 'Inventory in hand.' However, effort can always be made to reduce the inventory
drastically without jeopardizing availability.
2. Pipeline inventory for a class of product is equal to maximum consumption during a
reliable replenishment time. Where, Pipeline inventory comprises items in the stock and
those in progress (WIP).


                                                                                              2
Copyrights ©2012, CVMark Consulting, All rights reserved.
Consumption



            Orders waiting to
            enter the plant
                      C    C
                                   C
                 A                                                       A
                     A A       A
                                                         D
                                                                 C
                                                                     C       A A
                                                                                   C
                                                                                       C
                                                                                                     SKU B            SKU D
                           A           A C   B   B                                         SKU A             SKU C
 RM Stock                                            WIP in shop floor
                                                                                           FG Stock- Stocks in Hand


                                                             Pipeline Inventory



Figure: Inventory in the Production Pipeline.


Further, having a stock that provides enough safety for the replenishment time and a
factor safety is good enough. However, it is very difficult to get an 'exact' replenishment
time.

Explanation

It is not whether you should have 30 days stock-in-hand or 60 days stock-in-hand. You
need to have enough inventories so that you do not stock out when there is a customer
order. At the same time you don't stock so much that your money is stuck in inventory
(and the system response slows down).
The guiding factor therefore, is to have just enough inventory, which must be
proportional to the consumption pattern during a replenishment time.

More explanation…

Normally average demand and average replenishment time are used for estimating
inventory. But an 'average' is an 'average'. In day to day operations, peaks and troughs
take place leading to bullwhip effect (excess of load in one place and starvation in other
places). Thus, 'average' number invariably leads to underestimation and overestimation,
meaning it never works and we get into a vicious cycle that impinges upon us in the form
of dilemma as described above.
Average is a good way of treating the available data and starting estimation of inventory
(unless your forecasting in reasonably accurate, not only in terms of how much but also
in which sequence products be consumed by the market).
So, if we do not have a high confidence in forecasting and average is the only other way
of handling demand, then we start with average but establish a process that corrects the
under and over estimation before the dilemma hits us. Here is a practical way. But before
that some basic understanding.
                                                                                                                       3
Copyrights ©2012, CVMark Consulting, All rights reserved.
More Basics:

Inventory in hand is a derivative of what is called Pipe Line inventory (for the
Production).
Pipeline inventory = FG inventory + WIP inventory
The Pipeline inventory is estimated as the maximum demand over a period of reliable
replenishment time. And a rule for shop floor operations is:
Pipeline inventory levels = (Average Demand * Demand variability factor) x (Average
Replenishment time x operational reliability factor)


While you can get the average numbers, based on past as well as future, common sense
tells us that variability factor is something which you need to arrive at by gazing and
monitoring the variation. It will vary from industry to industry, organization to
organization and plant to plant based on your product portfolio and operational maturity.
Never the less, there is no need to worry about its accuracy, start with something that is
not ridiculously on extremes. And then the rule of operations is to allow the system to
correct the error. How? Here it is.

The process

The Objective: To establish a simple and intuitive inventory 'control' system that keeps
inventory at just enough levels that do not cause extreme levels of stock-out and non-
movables.
1. Set initial pipeline inventory, by using replenishment time, consumption rate and a
variability factor. The outcome need not be very accurate (believe in the saying from
economics: it is better to be roughly right than precisely wrong.)
2. Install a procedure to monitor stock-in-hand for key products where you have concerns
(a quick review of your stocks will tell you that you need not monitor 100% of products)
3. Whether you like it or not, with time, stocks of some products would move towards the
bottom while those of others will languish near the top. Consider, your observations
during a reasonable period and then:
                  a. if stocks in hand for certain products 'chronically' hit the bottom,
          increase the pipeline stock levels by a predetermined level. This will also mean
          releasing additional orders. (assumption: you have enough capacity in the plant).
                  b. if stocks in hand for certain products 'chronically' stay at the top,
          decrease the pipeline stock levels by a predetermined level. Which means that you
          may also need to stop releasing some of the process orders.
What should be the interval of review and the level of increase or decrease of inventory,
where ever it is required? It depends on the level of risk you associate to 'stock out' and
'overstock'. Normally, review once per replenishment time is good enough. For some

                                                                                              4
Copyrights ©2012, CVMark Consulting, All rights reserved.
organizations, 'stock out' would be riskier than 'overstock', while it could be the other way
for other organizations.
This is how you correct your inventory levels on an ongoing basis. Trying to be accurate
here does not work, and you would unnecessary be playing into the noise and stressed up
in the dilemma of stock control.
Of course, when you have seasonality and unprecedented spike, your level of confirmed
orders goes well beyond 30 days, then you need a well planned intervention not only into
controlling the Pipeline stock but also in scheduling the complete operations.

Where is my thumb rule?

Now if that is so much about the Pipeline stock, then what about the thumb rule for stock-
in-hand. Yes, ideally it should be around 50% of the pipeline inventory. So you have 50%
stock-in-hand and 50% in WIP. Whether the stock in hand should be of 30 days or 45
days, it depends on your replenishment time.
So if your boss says reduce the inventory to 30 days. Check what is replenishment time
after applying a factor of process variability? If for a product, it is less than 30 days, then
you know that there is scope for reducing stock-in-hand. But if the replenishment is way
beyond 30 days (in the example 75-90 days), you need to have discussion with your boss,
because it may not be in your hand. Remember that you are an inventory controller and
not operations manager. You need to then bring in Operations team and crack the puzzle
of long replenishment time. Yes… the indication is towards possible improvements in
operations… and you know there is a journey called Operation Excellence.

A departing note:

when you monitor stocks on regular basis, you could also use the relative status of stocks
in hand for different products to set a priority system that gives you a non-complex
scheduling system. It will give a significant jump in achieving high availability of
products at lower stocks in hand. Details on this…. may be at a different time. And also,
we need to address the raw material issue too…

Clet:03-2-12


Reference: Supply Chain Management at Warp Speed, Eli Schragenheim, H William
Dettmer and J Wayne Patterson, CRC Press
__________________________________________________________________
CVMark handholds business leaders in creating organizations that are built to transform.
For developing, innovating and executing your business model, call Tel: +91 94480 70081 or Email details to : lolla@cvmark.com .
CVMark Consulting, #2304, Nandi Park, Gottegere, Bannergatta Road, Bangalore 560083, INDIA Web: http://www.cvmark.com




                                                                                                                                   5
Copyrights ©2012, CVMark Consulting, All rights reserved.

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What is the rule of thumb for stock level... draft0

  • 1. What is the Rule of Thumb for Stock Levels? It is not by Calculations but by the Process Shridhar Lolla, PhD First Rough Draft Needs Significant Editing This article is about solving the general dilemma faced by teams in Operations. Key words: Inventory Management, Operations, Manufacturing, Manufacturing Competitiveness, Operation Excellence, Process improvement, Production, stock management ________________________________________________________________________ May3rd 2012 Last quarter one of my clients built a natural process of inventory control and recently they described it in the form of a guidelines. Subsequently, I found several requests including a discussion in a LinkedIN group for a rule of thumb for stocking levels. Well we know that things change with time and static rule of thumb may not serve the purpose. You need a process to allow you to have an acceptable level of inventory. Most often the decision is not how much inventory, it is about how do I have a process that addresses the dilemma of sometime having too less stock (stock out) and other time having too high stocks (expiries, non-moving stocks, returns, money locked). Here is a sample of the description and question that I am often asked. <start> I have 30 days of committed orders and above it we forecast for 60 days. Hence, we have orders for 90 days ( a quarter of the year) in our operational horizon. With time, orders add into 'committed orders', which may be from the 'forecasted ones' or 'new orders of different products or specifications'. The committed orders in fact, could change almost in the range of -5% to 25% over 30 days load on day to day basis. Of course, once in a quarter we may have spiked orders of more than 10 days work. We do use some sort of forecasting, but you know it is never accurate for operations and it never works, rather creates a lot of mismatches and tension. Forecast, does seem useful though, for advanced planning and preparation with suppliers and sometime for capacity management. We do have intuition that for effective operations, we need something at the level of scheduling and stock management, than long term based planning. 1 Copyrights ©2012, CVMark Consulting, All rights reserved.
  • 2. Under above situation, we often run out of stock for several products and we get brickbats from our customers as well as from our sales team for not honouring the promise of due date or ready availability of certain products. On the other hand, at any time, a substantial number of our products are overstocked and lie in our FG stores for too long a time, which locks my money and invites ire of my CEO and CFO. In every meeting I am hammered to ensure availability on one hand, while I am warned of bad consequences on my next promotions if I do not keep my inventory down to 30 days. My inventory levels fluctuates in the range of 75 days to 90 days. Well this is only half of the story, I have to take care of raw materials as well, whose variety is no less than that of our saleable products (SKUs). I feel that 30 days inventory is not realistic, while my bosses feel that anything above 30 days is a professional crime. What do I do? <end> Direction to solving the Dilemma Input Data Set: Commitment: 30 days, Forecast: +60 days over 30 days Demand variability: -5%+25% Spiked Demand: upto 50% No. of Raw Materials: 300 Expected inventory = 30 days Current inventory levels = 75-90 days Assumptions: 1. Inventory under discussion is finished goods inventory (200 items) 2. FG Inventory is in the plant before dispatch Basics-1 There is a rule for the shop-floor: 1. Inventory in hand (FG inventory) is not decided, rather it is maintained. We need to allow the internal operational processes and demand dynamics to suggest what would be the 'Inventory in hand.' However, effort can always be made to reduce the inventory drastically without jeopardizing availability. 2. Pipeline inventory for a class of product is equal to maximum consumption during a reliable replenishment time. Where, Pipeline inventory comprises items in the stock and those in progress (WIP). 2 Copyrights ©2012, CVMark Consulting, All rights reserved.
  • 3. Consumption Orders waiting to enter the plant C C C A A A A A D C C A A C C SKU B SKU D A A C B B SKU A SKU C RM Stock WIP in shop floor FG Stock- Stocks in Hand Pipeline Inventory Figure: Inventory in the Production Pipeline. Further, having a stock that provides enough safety for the replenishment time and a factor safety is good enough. However, it is very difficult to get an 'exact' replenishment time. Explanation It is not whether you should have 30 days stock-in-hand or 60 days stock-in-hand. You need to have enough inventories so that you do not stock out when there is a customer order. At the same time you don't stock so much that your money is stuck in inventory (and the system response slows down). The guiding factor therefore, is to have just enough inventory, which must be proportional to the consumption pattern during a replenishment time. More explanation… Normally average demand and average replenishment time are used for estimating inventory. But an 'average' is an 'average'. In day to day operations, peaks and troughs take place leading to bullwhip effect (excess of load in one place and starvation in other places). Thus, 'average' number invariably leads to underestimation and overestimation, meaning it never works and we get into a vicious cycle that impinges upon us in the form of dilemma as described above. Average is a good way of treating the available data and starting estimation of inventory (unless your forecasting in reasonably accurate, not only in terms of how much but also in which sequence products be consumed by the market). So, if we do not have a high confidence in forecasting and average is the only other way of handling demand, then we start with average but establish a process that corrects the under and over estimation before the dilemma hits us. Here is a practical way. But before that some basic understanding. 3 Copyrights ©2012, CVMark Consulting, All rights reserved.
  • 4. More Basics: Inventory in hand is a derivative of what is called Pipe Line inventory (for the Production). Pipeline inventory = FG inventory + WIP inventory The Pipeline inventory is estimated as the maximum demand over a period of reliable replenishment time. And a rule for shop floor operations is: Pipeline inventory levels = (Average Demand * Demand variability factor) x (Average Replenishment time x operational reliability factor) While you can get the average numbers, based on past as well as future, common sense tells us that variability factor is something which you need to arrive at by gazing and monitoring the variation. It will vary from industry to industry, organization to organization and plant to plant based on your product portfolio and operational maturity. Never the less, there is no need to worry about its accuracy, start with something that is not ridiculously on extremes. And then the rule of operations is to allow the system to correct the error. How? Here it is. The process The Objective: To establish a simple and intuitive inventory 'control' system that keeps inventory at just enough levels that do not cause extreme levels of stock-out and non- movables. 1. Set initial pipeline inventory, by using replenishment time, consumption rate and a variability factor. The outcome need not be very accurate (believe in the saying from economics: it is better to be roughly right than precisely wrong.) 2. Install a procedure to monitor stock-in-hand for key products where you have concerns (a quick review of your stocks will tell you that you need not monitor 100% of products) 3. Whether you like it or not, with time, stocks of some products would move towards the bottom while those of others will languish near the top. Consider, your observations during a reasonable period and then: a. if stocks in hand for certain products 'chronically' hit the bottom, increase the pipeline stock levels by a predetermined level. This will also mean releasing additional orders. (assumption: you have enough capacity in the plant). b. if stocks in hand for certain products 'chronically' stay at the top, decrease the pipeline stock levels by a predetermined level. Which means that you may also need to stop releasing some of the process orders. What should be the interval of review and the level of increase or decrease of inventory, where ever it is required? It depends on the level of risk you associate to 'stock out' and 'overstock'. Normally, review once per replenishment time is good enough. For some 4 Copyrights ©2012, CVMark Consulting, All rights reserved.
  • 5. organizations, 'stock out' would be riskier than 'overstock', while it could be the other way for other organizations. This is how you correct your inventory levels on an ongoing basis. Trying to be accurate here does not work, and you would unnecessary be playing into the noise and stressed up in the dilemma of stock control. Of course, when you have seasonality and unprecedented spike, your level of confirmed orders goes well beyond 30 days, then you need a well planned intervention not only into controlling the Pipeline stock but also in scheduling the complete operations. Where is my thumb rule? Now if that is so much about the Pipeline stock, then what about the thumb rule for stock- in-hand. Yes, ideally it should be around 50% of the pipeline inventory. So you have 50% stock-in-hand and 50% in WIP. Whether the stock in hand should be of 30 days or 45 days, it depends on your replenishment time. So if your boss says reduce the inventory to 30 days. Check what is replenishment time after applying a factor of process variability? If for a product, it is less than 30 days, then you know that there is scope for reducing stock-in-hand. But if the replenishment is way beyond 30 days (in the example 75-90 days), you need to have discussion with your boss, because it may not be in your hand. Remember that you are an inventory controller and not operations manager. You need to then bring in Operations team and crack the puzzle of long replenishment time. Yes… the indication is towards possible improvements in operations… and you know there is a journey called Operation Excellence. A departing note: when you monitor stocks on regular basis, you could also use the relative status of stocks in hand for different products to set a priority system that gives you a non-complex scheduling system. It will give a significant jump in achieving high availability of products at lower stocks in hand. Details on this…. may be at a different time. And also, we need to address the raw material issue too… Clet:03-2-12 Reference: Supply Chain Management at Warp Speed, Eli Schragenheim, H William Dettmer and J Wayne Patterson, CRC Press __________________________________________________________________ CVMark handholds business leaders in creating organizations that are built to transform. For developing, innovating and executing your business model, call Tel: +91 94480 70081 or Email details to : lolla@cvmark.com . CVMark Consulting, #2304, Nandi Park, Gottegere, Bannergatta Road, Bangalore 560083, INDIA Web: http://www.cvmark.com 5 Copyrights ©2012, CVMark Consulting, All rights reserved.