The Infosys global supply chain management blog enables leaner supply chains through process and IT related interventions. Discuss the latest trends and solutions across the supply chain management landscape.

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March 02, 2010

Are Demand Planners stressed out these days?

Well, this blog of mine is focused very specifically to ‘demand planning’ role in a supply chain organization. Most of us would appreciate the difficult conflicting goals that a demand planner faces in industry, and I believe, it is becoming increasingly more stressful for them to manage these goals. Being a demand planner myself in the past, I can empathize with their pain and would like to share few operational challenges that add to their stress levels, if not attended effectively. I would urge each one of you to provide your experience, comments, and advise how demand planners can effectively work to mitigate these issues to improve business performance. Read on…

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February 24, 2010

Supply Chain Predictions for 2010 - how far are we from our end-state vision?

Last month, Infosys got a call from Supply Chain Digest magazine, courtesy the editor-in-chief Dan Gilmore to air our views on the key trends for Supply Chain Management in 2010. Supply Chain Guru Predictions for 2010 published earlier this month covered a set of 5 other eminent folks from MIT, Gartner, Descartes and so on, so I was happy for the opportunity to be featured amongst these industry thought leaders.

As primarily a package supply chain enabler, I stuck to my knitting and covered my theme along two lines (a) Improving efficiencies in the back-end supply chain to reduce costs and (b) Enhancing end-customer experience by augmenting the front-end supply chain. People ask me where the relentless pressure to slay every efficiency killer would end up. What next after Multi-channel commerce, end2end procurement, green asset management... whither goes SCM end-state?

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February 21, 2010

Chasing the right Q or "Cue" on your CFRs

Often times, organizations hold CFR or the Customer Fulfilment Rate as one of the key meterics Customer Service Organization are measured against. Certain best-in-class supply chains boast of CFRs in their high nineties. However one question that all organizations should answer is - what is the quality of the CFRs ?

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February 03, 2010

Dilemma of Supply Chain Planning in an Allotment scenario - 4

In continuation with earlier blogs, we had an interesting set of conversations in the past one month within the project team. One of the ideas through the brainstorming and subsequent brain-streamlining session, was to provide capability in the tool to store realtime Allotment limits in the sales order. An interesting revelation was that one could arrive at this figure only if we use another parameter called the Checking Horizon.

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January 24, 2010

Checking Horizon: The confluence of ATP and Planning

One of the most interesting business discussions in any Available-To-Promise (ATP) project is that on Checking Horizon. This seemingly unassuming horizon, determines the timeline within which supplies are actually assessed against demands. The supply within the horizon is valuated as feasible, and thus a Sales Order within this horizon can be truly promised. A Sales Order outside of this horizon is deemed always feasible assuming that the supply chain can always react to the demand without any constraint.

 

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January 08, 2010

Supplier and Customer Collaboration

Over the last few years supplier collaboration is gaining prominence and lot of data sharing is happening with the suppliers helping them to plan their manufacturing capacity better. It has helped the suppliers meet the requirements and ensuring adequate inventory control. Supplier collaboration has become an important supply chain initiative across different industries and corporations have realized the benefits. Of late there seems to be surge in the supplier collaboration initiatives as organizations want to follow the example of others who have done it and have achieved significant benefits.

Organizations who have gone ahead with supplier collaborations- have not done so on the customer collaboration side (or the number of organizations who have done is far less- I am referring to non VMI scenarios)- sharing replenishment data with their customers.

Customer collaboration can be at a strategic level whereby an organization can work with its customers’ long term plans to develop new products & services, enhance its capacities and thereby ensuring strategic customer relevance. 

Customer collaboration can also be at an operational or tactical level wherein customer forecasts, promotions and short term demand signals can be used to recalibrate the supply responses providing better service levels, lead times and flexibility. 

In operational   customer collaboration it will be the vendor who will inform the customer of the supply quantity that needs to be delivered as against the order quantity- this will help in demand supply balancing keeping inventory levels low.  If we take a VMI scenario, the situation is different. The common issue in VMI is less transparency with respect to the SKU and quantity being replenished by the vendors- this is primarily because very few companies share the forecast data and leave it to the vendor to replenish the SKUs based on the inventory position at the time of delivery- may be because they do not forecast for VMI items.

Customer collaboration would help in fine tuning the VMI process – for VMI to be effective, the retailer should share its SKU level forecasts for the VMI items with the CPG manufacturer and the manufacturer can share the data in terms of what will be replenished in the next delivery schedule. This will help smoothen the process and the customer can plan appropriately for the SKUs being delivered with respect to promotions, space management and warehouse management.

However the customer collaboration has still not caught up- as much as it is being done on the supplier side.

Probable reasons would be that organizations are not tuned to tell their customers

what quantity they would deliver which would help customers ensure proper inventory control- this would be possible if they look at the ordering pattern from their customer. It is still working based on an order from the customer about the quantity based on their business plan and the supplier supplying that quantity.

Having both supplier and customer collaboration would ensure that the extended enterprise works in a real partnership model and that there is free flow of information which will help in effective decision making and inventory control and cost savings. Hence I strongly feel that organizations should not restrict their collaboration on one side but should do it both at the supplier and customer end. Organizations which have had experience say in supplier collaboration- should focus on extending it to customer collaboration end- this will be more effective as they can bank upon their learning while doing supplier collaboration.

It would be interesting to understand from you if you have done both supplier and customer collaboration and how has it benefited your organization and also the challenges faced.

 

January 02, 2010

Demand Planning in the CPG industry- The decade that was

I wish the readers a very happy new year and a happy new decade. This morning, I was reminiscing on my journey through the past decade, on how during the last 10 years I saw myself transition from a student to young professional to a doting husband to a responsible father. I concluded that life seemed much simpler 10-20 years back, in retrospect that is. Well, how is it connected to demand planning in the CPG industry (the topic of this blog)? You are right; there is no connection, except that demand planning in the CPG industry also underwent a transition during this decade, just as I did.

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December 14, 2009

Dilemma of Supply Chain Planning in an Allotment scenario - 3

One very interesting aspect in an Allotment scenario is that of Price increases and decreases. In the last two blogs we saw the interesting phenomena of how Allotment situation works in a supply chain scenario. Price change is essentially done in two ways - one possible way is by informing the retailer in advance of an eminent price change at a pre-destined date. The other is by doing a mass inventory revaluation of the stock-on-hand that the retailer is carrying at that point in time- and then making a price adjustment of the existing stock across the board both in the books of retailer and that of the CPG organization. This might result in an accounts payable or receivable to/from the retailer to the CPG organization. The former is mostly done for price increases, while the latter for price reductions.

Continue reading "Dilemma of Supply Chain Planning in an Allotment scenario - 3" »

December 12, 2009

Dilemma of Supply Chain Planning in an Allotment scenario - 2

Another unique challenge is Pricing of CPG products in an allotment scenario. As mentioned in the last blog, allotment of products to different demand streams is done under unique business situations i.e promotions, a genuine supply constraint or for doing very focused test-marketing. Pricing is a CPG context is very complex and is proportionate to the order volume and the tier of the customer. Customers who order in Full-Truckload are passed on logistical benefits by pricing a unit in conformance with the best possible price. Likewise, the Mom and Pop stores or small time retailers, who may order in less-than truckload may not get the best unit price.

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December 11, 2009

Dilemma of Supply Chain Planning in an Allotment scenario - 1

The Supply Chain tool of SAP is being implemented in one of the leading CPG organizations of the world by Infosys. While most of the capabilities of this tool meets business requirements, there are a few critical business requirements that have not been met and this is a first hand account of what the issue is and where we can potentially go from here.

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November 27, 2009

Buffett’s bet on railroads- basically, a bet on America?

Hope you had a great time with your family this Thanksgiving. For me, Thanksgiving was an excuse to maximize my time with my family before they left for India this coming Sunday on a three month long vacation.

Anyway, coming to the topic of this blog, today I watched this amazing show on CNBC called Warren Buffett and Bill Gates - Keeping America Great, where the two greatest legends of the current times took questions from Columbia B-School students on various topics ranging from the economy to philanthropy.

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November 21, 2009

The Death of DRP- an eyewitness’ account

I simply loved reading Lora Cecere’s blog titled The Death of DRP. I loved it, because it brought me a feeling of déjà vu. You see, for the past few years, I was part accomplice and part eyewitness to the slow murder, while working on a supply chain transformation program for a leading CPG.

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November 12, 2009

Demand sensing- is it a solution to capacity planning or near term deployment planning problem?

I came across an interesting blog on Kinaxis website which talks about the importance of demand sensing especially during the post recession recovery period (Is the supply chain finally being recognized by the mainstream as a strategic capability of a company?)  It talks about how Nokia could have avoided Q3 loss of $832 m, had it utilized demand sensing capabilities to sense demand upturn and accordingly adjust capacity well in advance. Using demand sensing, they could have (theoretically) looked at the future customer orders (or other leading indicators) and sensed that they are hitting them faster than their forecasted pace and used that information to identify the future capacity issues. However, I feel, even with a good demand sensing system in place, Nokia would have still faced the problem. To elaborate further, let me first explain how demand sensing system works.

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November 09, 2009

A big fat geek wedding- JDA weds i2

On Nov 5, JDA Software Group announced its plan to acquire i2 Technologies  in a cash and stock deal of $396 m. The merger is said to bring in net annual cost synergies to the tune of $20m and help elevate JDA as a leading supply chain management software company with combined revenue of $617 m and EBITDA of $179 m. Unlike last year, when the much touted deal broke off due to JDA stating inability to borrow money, this time around, the deal  has been structured to ensure a high degree of completion certainty (through Plan A- Intended Structure and Plan B-Alternative structure). The deal is expected to close by Q1 of 2010.

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November 05, 2009

S&OP Process – Do whatever suits you best!!!

S&OP has been talked about a lot almost everywhere and anywhere. The point of view that I am going to share through this blog is that there is no defined and one-single way to manage S&OP process. At least, this is what I have seen across various organizations in multiple industry segments. We have read about S&OP processes in books and various public domains, and almost everywhere the approach has been fairly generic, standard and uniform, but when it comes to real-world scenario, each organization takes a unique approach towards S&OP. I will share my opinion on critical success factors for an effective S&OP process and how organizations have been doing it differently. Read on….

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November 04, 2009

My 6 cents on S&OP best practices

In my earlier blog (Office politics and forecasting), I talked about how office politics contributes to forecast bias and how it can be overcome by implementation of a well designed S&OP process. In this blog, I will talk about some of the best practices I have come across in S&OP.

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October 28, 2009

So is SCM Transformation an Oxymoron or a Holy Grail to aspire to?

Transformation is a much-used (abused?) word these days. So, when I read Bob Ferrari's guest column at our blog site (http://www.infosysblogs.com/supply-chain/2009/10/resolving_the_constant_debate.html), something I keep wondering periodically came to my mind again - Is SCM Tranformation an oxymoron or is it actually a valid proposition? The context the word "transformation" is used currently refers to mega-sized, multi-year, multi-million, global-scale, rip-everything-off & replace programs. Since SCM is inherently an outside-in domain, the typical definitions of transformation may not apply.

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October 22, 2009

Office politics and forecasting...

Say ‘office politics’ loud, close your eyes, and meditate on it for a few minutes. What comes to your mind? Taking credit for someone else’s work, showing favoritism, indulging in mudslinging are a few thoughts that come to my mind immediately. Whatever form it may take, the motive seems to be the same- achieving personal success at the cost of another competing colleague.  However, today I am going to blog about another interesting form of office politics that touches a critical process within any company- that of forecasting future demand.

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September 11, 2009

The unentertaining game of Chinese Whispers in the world of consumer products supply chain- Part 2: Measures to effectively channel demand variability

In the previous post we discussed how small variations in demand at the consumer end get amplified as the retailers and manufacturers play the game of ‘Chinese Whispers’.  In this post we will discuss some of the steps that the retailers and manufacturers are taking to counter the behavior. While some of these measures require simple changes in policies, others require significant investments in processes. 

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August 27, 2009

The unentertaining game of Chinese Whispers in the world of consumer products supply chain

Ever played the game of Chinese Whispers and wondered how a simple message can get completely distorted as it passes through several ears? Well, demand variability in the business is caused due to a phenomenon that is somewhat similar, only that instead of a phrase, the buying pattern of the end consumer passes through several layers of the supply chain with increasing degree of variability at each layer, causing swings in demand as it propagates upstream through the supply chain.

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August 26, 2009

Supply Chain “Proverbs-to-ponder”

IDENTIFYING CAUSES FOR UNSUSTAINABLE BEHAVIOR

Efforts for sustaining supply chain benefits have been under fire. Business requires supply chain programs for implementing their strategies. Variability, especially uncertainties in operations dim the chances for even the best solutions to return results in a consistent manner. Sustainability, is taking center-stage for CXOs and I see them scramble for ideas that have demonstrated results.

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July 15, 2009

Periodic Assessment of your planning systems

It is extremely common in any organization to maintain status quo and not review the deployed solutions periodically unless the results are awfully incorrect having a significant business impact. Given the current economic downturn, it would be extremely critical to assess the performance of your advanced planning systems which help you to achieve a good balance between demand and supply while optimizing your inventory. The planning system would have been implemented a few years back or in boom time. Hence the solution configured in the planning system would not have factored in bad times. This becomes critical- as the results churned out of the planning system may not be in sync with the current business environment which would lead to bad decision or too much of manual intervention is necessary for review and modifications.

It is extremely important that the solution deployed is reviewed not only in such bad times but also periodically in order to ensure that the results are in line with the constantly changing business environment. For example, it is extremely necessary to review the different planning parameters which act as input to your planning engine. For example, safety stock levels you would want to maintain during different business environment would be much different- ranging from days of coverage to say statistical/dynamic. These parameters which are input to your planning engine will impact the results what you get.

Having this planning system audit or health check should form a part of your yearly or half yearly planning process review. This would ensure that you take corrective actions at appropriate times and even if no major correction is required, it will also give you opportunities to fine tune the solution deployed. Most of the times, there will not be a need for major changes and what will be required is slight tweaking of the solution.

Lot of times, organizations do get this opportunity when they have to upgrade to a new version of the software. In these cases rather than just doing a technical upgrade, the opportunity should be used to do a proper assessment of the solution while performing the upgrade.

I would like to understand if your organizations are doing it- and if yes the benefits realized. If no, what are the challenges/difficulties for not doing.

June 03, 2009

Poll on next generation of requirements from Supply Chain tools?

What are your present day challenges from supply chain tools you have? In which technological area of supply chain would  your next investment spend go? If you had a wishlist of expectations from supply chain tools, which ones would make it to top three ?
Well most of the supply chain tool vendors are coming up with their roadmaps of the future based on specific trends in the market. It is important that supply chains keep their tools as current as possible since it provides a great competitive edge to an organization. Participate in our on-going Supply Chain polls, that assesses the most popular features that organizations are vying for in their supply chain tools.

May 26, 2009

Resolving the puzzle of achieving Higher Service Levels and Lower Inventory Levels through Faster Demand Sensing!!

I had talked about how to do forecasting during recession in my earlier blog here. During my discussions with end users the common feedback has been that frequent forecasting can help in faster sensing of demand, it doesn’t help in reducing inventories. Some of the most common questions emerging from end users on short term frequent forecasting are –  

• How to deal with lead times which are longer than the forecasting period?
• How do I change my safety stock levels? Do I need to?
• How will my service levels will be affected?
• How shall I deal with larger demand variation in granular level forecasting?

Continue reading "Resolving the puzzle of achieving Higher Service Levels and Lower Inventory Levels through Faster Demand Sensing!!" »

May 01, 2009

An Approach to Effective APO Demand Planning Design

APO Demand Planning offers great set of functionalities tuned to very popular business requirements. The key is to come up with a design that takes care of multiple dimensions including Scale & Scope management, Product Life-cycle Management and finally a platform to manually att value to the Statistical Forecast planning process. APO Demand Planning also offers extensions and customizations that can meet some of the complex and atypical business requirements. The end objective of a DP implementation is to make sure that the planners use the tool and make them more productive than before. These thoughts have been summarized in an insightful technical white paper prepared specially for different stakeholders in a DP project.

April 22, 2009

DNA Therapy for Strategic Cost Reduction in Supply Chains

My recent hunt for stem cell banking information in South India got me excited on a subject of high interest in the biomedical world. Stem cell therapy is the latest medical wonder discovery and supposed to be a cure for 70 odd complex maladies of humans, especially interesting because till late these ill’s were supposed be hard to win over with the conventional medical treatment methods - treatments which were more focused on treatment of the symptom or providing a patch solution for the life threatening diseases, not usually a permanent cure.

DNA is the building block of all life and living on this planet. They are the smallest finite elements which determine the characteristic and personality of any individual. DNA or gene therapy gets to the root cause of the problem. They provided the paradigm shift in medical treatment from the symptomatic treatment of the yesteryears to treating or correcting the diseases cells at source.

What has DNA therapy got to do with Supply Chain Management?

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April 20, 2009

Planning in Recessionary times

According to different economic studies, recession is here to stay at least for the next one year. Discretionary spendings is expected to be the most affected since people are now scrambling to meet basic requirements. Businesses across the world are remodeling themselves, trying to be as lean, tightly controlling their expenditure and keeping their focus on existing markets. Investment budgets too are the most affected which earlier used to be one of the most important tools at the hands of CXOs to improve productivity in their organization.

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April 13, 2009

What’s the right forecasting approach in the current business environment?

I am talking about short term operational forecasting here, since that’s the one that drives business on an ongoing basis and has a direct impact on the financial performance of an organization. Forecasting has been a very statistically driven exercise with too much weightage given to quantitative techniques. Quantitative techniques take historical data as the reference or basis for forecasting, and therefore, the results are acceptable as long as the industry and other players work in similar economic environmental conditions. Now, when the consumer demand is extremely volatile and sentiments are down across almost all the industry segments, the historical consumer sales data cannot be considered as the right reference for generating forecasts. And therefore, dependence on quantitative techniques may not be the right approach and might lead to serious consequences such as rise in excess and obsolete inventory, increase in blocked working capital and finally, shortfall in achieving sales targets.

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March 23, 2009

What every "Supply Chain" boardroom should be thinking...

Image this. In one of your S&OP cycle meetings, Mr A from Demand Planning makes an adjustment to the Forecasting numbers of product X. Very recently he has been given to understand from the Engineering department that product X will be getting superceded by product Y in unforeseen future. Mr B from sales believes supply chain to be completely elastic. He expects supply chain to respond very quickly to any demand surges without any loss of sales. Mr C from Supply Planning side has allocated resources and materials in the supply chain based on product X's converted demand in the market. In many cases Mr C has been reprimanded for taking a conservative approach that results in stocks being unavailable when it is time to make hay. While Mr A has been experiencing the phenomena called "I perhaps know more than others", Mr B believes in "Stretch and compress the supply chain at will", Mr C has been experiencing a phenomena called "falling short today and hence make up by tomorrow". Sounds familiar ? It is. All of us are familiar with a situation where each team member believes in local maxima agnostic to global maxima.

 

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February 23, 2009

Power Supply and the Supply Chain - Part 2

In one of my earlier blogs, I had drawn a hypothetical comparison between a power production process and a best-in-class supply chain. We saw how supply and demand situation can result in a stable equilibrium. A stable equilibrium is defined as an interplay of balancing forces where any deviation from normal, results in greater propensity for self-restoration.

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February 17, 2009

How do I forecast during Recession?

In a client meeting on Friday – the 13th, I encountered a “scary” statement!! The category manager told me that his gut forecast was more accurate than the one generated by his ‘expensive forecasting system’ for last quarter or so. The symptom was recent and the forecast was going away by as much as 40%!!! Could this be symptom of a recession? How do I forecast during such times? Complex algorithms are far more powerful in finding out hidden patterns and extrapolates them beyond the capacity of human mind. Then why would such powerful models fail to detect a recession which is so obvious?

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February 16, 2009

Managing organizational issues is the key for a successful S&OP

Sales & Operations Planning (S&OP) is an integral component of an organization’s planning process that drives both revenue enhancement and cost control. Although it is not new to the industry, its deployment in the true sense varies, with only a very few organizations which have implemented this in practice to achieve full benefits. Companies usually face lots of challenges while S&OP is being deployed that can be bucketed under Process-Technology-Organization dimensions. Although we may follow any list that captures the critical Dos and Don’ts of a successful S&OP implementation, I feel the real challenges lie under the “Organization” bucket and need the top most priority since all the other challenges are directly or indirectly connected to one or more organizational issue/s.

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January 19, 2009

Multi-Level Vendor planning in APO: Your means to control the extended supplier network

One of the grave challenges companies, specifically in the area of consumer electronics and Hi-tech, face today is the reality of diverse and multi-echelon supplier network. The different tiers in the network are core competent in different aspects of manufacturing the product, and usually are driven by their own set of KPIs which may or may not be in alignment with network level. OEMs of today's world thus have to grapple with co-coordinating the right supply of materials and capacity to cater to a fluctuating set of demands in the customer side of the network. They have to balance with two counteracting objectives of controlling inventory/obsolescence cost on one hand and fill rate of demands to the customer on the other.

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January 17, 2009

Nextgen requirements from Supply Chain tools

Faster, stronger and higher - these words sound great for a sporting event. Every year records are broken, new ones are set and everytime individuals and corporations alike have broken barriers thought to be unsurmountable. At the same time there have been individuals and corporations that have fallen like pack of cards due to intimidating challenges either of their own making or due to external business conditions. While businesses are constantly reinventing to survive, running faster to stay at the same place, growing stronger to stay afloat among competitors and climbing higher to protect its position in the market, one of the key elements of survival for businesses of today is to keep its supply chain competitive.

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January 02, 2009

Ownership of forecasting function

Organizations treat forecasting function differently based on their maturity levels; with a lagging organization having an ad-hoc approach to the entire process. There is hardly any focus on forecasting process and a dominant function decides the final numbers that also keeps changing and always remains a moving target. On the other hand, a mature supply chain organization would try to incorporate systems in place to ensure that forecasting as a process works fine and achieves the overall business objectives. I have seen and experienced that “right ownership” of this process is a very important and critical element to ensure that the forecasts are not biased and serves its desired purpose.

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January 01, 2009

Attribution Analysis in Supply Chain

Supply Chain function in most organizations is multi-faceted and requires management through a complex hierarchical organizational structure. At one end are Forecasters who manage the most upstream function and at the other end are executioners (production and procurement managers) who manage the most downstream function of supply chain. These functions have evolved over a period of time, found to be most optimal and is based on simple principle of segregation of duties.

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November 22, 2008

The Other Side of Supply Chain

Supply chains have been traditionally linear in nature. Let me explain what I mean by a linear chain.

Raw materials are procured from sources such as vendors, transformed into a sub-assembly and/or into a finished good again at  factory and transported to a distribution center or a warehouse. The number of echelons in the chain vary based on industry structure and resulting dynamics. Each echelon adds a finite value by either transforming the product into something more worthy of consumption or moving it closer to a consumer. This chain quickly became a network when organizations felt strongly about leveraging core-competencies of other organizations and developing one of their own.

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October 09, 2008

The Closed-loop Supply Chain Strategy

OK, what came first - the chicken or an egg? Well, for most it does not matter and as for others – they probably don’t care, though the question continues to draw quite an attention from many a curious mind. However, what’s interesting is that one cannot live without the other, and in fact one emanates from the other as a never ending inter-looping hierarchical chain. This chain is a logical chain and is also a genetic chain. The DNA of the chain keeps evolving getting refined and in many ways better as the right feedback gets factored into the chain. No wonder then the “chickens” of today are probably smarter than their predecessors.

 

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September 20, 2008

The Right Level for measuring the Right Forecast Errors

Many organizations have complex multi-level hierarchies for forecasting not only in the product dimension but also in geographical dimension. One of the standard practicies in most organizations is to do Bottom-up forecasting, followed by Middle-out forecasting and Top-down forecasting. The forecasting done at lower level of detail is very crucial since it determines the proportional factors for forecasts done at higher level. In other words, forecasts at lower level of detail helps come up with the right mix. Forecasting done at higher level helps come up with the right volume.

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September 16, 2008

Criteria in choosing the holistic Forecasting System

Forecasting has been rated as one of the top supply chain issues in the globalized world. Organizations are striving to predict customer demand as accurately as possible. Accurate forecasting kick-starts demand and supply chain planning. A large number of products-geography-customer combinations require system enabled forecasting capabilities. A holistic forecasting system brings in Statistical Rigour and Modeling, Dashboards and Simulation capabilities and automatically tunes its models to suit changing business requirements. Sharing here excerpts from one of our working paper – the criteria in choosing the holistic forecasting system.

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September 01, 2008

Caveats in a Forecasting System implementation project

Let me start with a clichéd statement - forecasting drives supply in your network. It sets the tone of supply chain planning. In many different contexts, we have heard about what different proponents of forecasting are saying- a one percent improvement in forecast accuracy saves sometimes millions of dollars in inventory and other short-term working capital requirements. Granted all this holds lot of water and consequently, we will probably have millions of dollars spent in forecasting and related consulting projects in coming years.

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Effectiveness of Planning

Accuracy of the supply and demand planning forecasts for direct sourcing and allocation is very important for an integrated and effective Supply Chain.We run into many scenarios when the forecast figures at a company level are either too conservative or inaccurate and that leads to lots of issues while planning for the downstream activities.One process consulting approach could be to slice and dice the historical data and present the output of the analysis to the planning team to adjust or if needed revamp the planning models and approach used.What can be the variety of approaches that can be used to streamline the planning processes in this scenario?

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