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OVERVIEW
Forecasting is the process of estimation in unknown situations. Prediction is
a similar, but more general term. Both can refer to estimation of time series,
cross-sectional or longitudinal data. Usage can differ between areas of
application. Risk and uncertainty are central to forecasting and prediction.
Forecasting is used in the practice of Customer Demand Planning in every
day business forecasting for manufacturing companies. The discipline of
demand planning, also sometimes referred to as supply chain forecasting,
embraces both statistical forecasting and a consensus process.
This project explores the area of Forecasting for Operations : Inventory
Forecasting at McDonald’s and Just in time Method at McDonald’s. It gives
a briefing of the Fast food industry and the profile of the Company whose
case is being analysed , in this case it is McDonald’s.
It gives the needs of Forecasting, its pros and cons and the analysis of the
case “ McDonald’s : Stock Management”.
It further also explores the Just In Time Method followed at McDonald’s
and analysis of the case. I am covering JIT in my term paper because it helps
in inventory management. Thus it can be related to forecasting methods
being covered in the first half of this termpaper.
The project will help in better understanding of both Forecasting and the
Just-in-time method of Product and Operations Management
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FORECASTING
Introduction
Forecasting has long been associated with processes that impacts on stock.
Such process includes production, procurement and sales. Irrespective of the
industry type, whether "make to sell" or "buy to sell", elements of
forecasting springs up. This is because the driving phenomenon of "demand"
is inevitable.
In a "make to sell" industry, the producer can't wait for orders to be received
before the production process is initiated. In like manner, the "buy to sell"
entrepreneur can't wait for customers to request for an item before he
procures the item. However, these behaviors might be practicable for special
order.
From the foregoing, it is evident that some level of inventory must exist at
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any point in time. It can be raw materials for production and/or finished
goods. The crux of the matter then becomes, what should be the relative
inventory level at a particular point in time. In objectively answering this
question, some form of forecasting must be made.
Inventory forecasting in my opinion is a proactive and futuristic strategy
aimed at providing estimated stock level to meet demand at a particular
point in time. Proactiveness can be interpreted as a step taken, prelude to a
known event. Forecasting involves estimating what will be needed based on
certain assumptions. It can also be viewed as projections of some sort.
Steps of forecasting
There are four steps to forecasting:
1
Set objectives for forecast - what decisions will forecast influence, and
how - what aspects of plan are vulnerable to surprise - how accurate must
forecast be to be of any use?
2 Obtain forecast - from existing sources or commissioned study.
3
Evaluate forecast, including assessing the sensitivity of planned actions
on the accuracy of the forecast - what exactly is being forecast - what
assumptions does the forecast itself make - source of forecast and past
reliability - what objectives of forecasters, and how do they compare with
your own?
4Disseminate the forecast, persuade others of its accuracy and
appropriateness.
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Techniques of forecasting
Techniques can be divided into ‘exploratory’, which project forward from the
past/present situation, and ‘normative’, which trace backward from a hypothetical future
situation to assess its likelihood, timing and consequences.
extrapolation
Extend or bend a known line or curve from the past into
the future. This requires some theory to decide whether
to extend or bend (e.g. straight line, S-curve). Don't
forget to consider trends, seasonal & cyclical variations.
precursor
To estimate the success of a new product, consider what
happened last time we introduced this kind of product,
and adust the estimate for any plausible differences. Or
if historical figures are available from other firms or
periods, (especially the rate of technical substitution).
Use with caution.
leading
indicators
Find internal or external variable(s) that is shown to be
correlated to the variable for which a forecast is desired,
except that the correlated variable either moves sooner,
or can be measured sooner, than the desired variable.
model
building
Develop symbolic representation or simulation for
prediction, to forecast several interrelated variables
together (thus avoiding the dangers mentioned under
extrapolation, above).
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scenarios
Use alternative pictures of the future, not as fixed
predictions but as frameworks for discussing future
possibilities (use brainstorming, synectics, lateral
thinking, ...).
delphiAttempt consensus among experts by iteration of
individual forecasts.
judgement Choose subjectively which forecast(s) to believe.
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Forecasting, Not Predicting
Forecasting is different from predicting, although both strategies involve
statistical projections. In a prediction framework, the results of a statistical
analysis are used to make decisions. Under a forecasting framework,
statistical projections are seen as merely the beginning of a more involved
decision-making process.
In a prediction context, researchers use data about the past to speculate about
the future and they encourage policymakers to act on that statistical vision of
the future. In a forecasting context, researchers combine the outcomes of
prior forecasts with the newest data about actual bed space utilization to
examine how the recent past differed from expectations. By analyzing the
differences between their expectations and subsequent reality, officials learn
about factors that influence future demand for bed space but they don't place
undue faith in anyone's ability to predict the future.
Forecasting is also more inclusive than prediction. Prediction models can
only account for measurable factors, or variables for which data actually
exist. Forecasting models are not limited by data availability. The heart of a
forecasting process, in fact, is often the discussion that takes place after
statistical projections are complete. These discussions can address a much
wider range of factirs, including practice and policy concerns for which
there may never be objective data.
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Forecasting benefits
NOT MANY PEOPLE have trouble calculating costs. It takes a little more
ingenuity to pin down the benefits. There are three main categories of
benefit:
Direct cost savings: savings in expenditure other than labour - print,
paper, telephone, travel costs, etc. - that can be directly attributed to
the introduction of the intranet. These can usually be calculated in
three steps: (1) the number of incidences of expenditure in the time
period, (2) the cost of each incidence and (3) the proportion of these
that could be eliminated using the intranet. For example, if the number
of pages of formal printed material received per person per year was
500, the cost in pence per page, including printing and delivery, was
6p and the percentage of these pages that could be delivered on-line
was 70%, the saving in pounds would be 500 x (6 / 100) x 70% x the
size of the population.
Labour savings: savings in the amount of time required to carry out
tasks as a result of introducing the intranet. These can be expressed in
minutes per person per day. To calculate the saving, divide the
number of minutes saved by the number of minutes in the day (60 x
the number of working hours) and multiply by the size of the
population and the average salary.
Productivity increases: increases in output per person attributable to
the introduction of the intranet, expressed as a percentage. Because
personal productivity has such a wide range of implications from job
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to job and organisation to organisation, it is probably easier to convert
these to simple labour savings. For example, if the total productivity
gains were 3%, calculate the savings as (3 / 103) x the size of the
population x the average salary. The actual effect of higher
productivity, such as increases in sales, could well be much larger
and, if you can estimate these, then you should.
Limitations of Forecasting
A good sales forecast cost money
Sales forecasters seldom have all the time they deem necessary
Sales forecasts are estimates
Changes in fundamental conditions can cause the forecast to vary from actual results
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JUST IN TIME
Just-in-time (JIT) is an inventory strategy implemented to improve the return
on investment of a business by reducing in-process inventory and its
associated carrying costs. In order to achieve JIT the process must have
signals of what is going on elsewhere within the process. This means that the
process is often driven by a series of signals, which can be Kanban ,that tell
production processes when to make the next part. Kanban are usually
'tickets' but can be simple visual signals, such as the presence or absence of a
part on a shelf. When implemented correctly, JIT can lead to dramatic
improvements in a manufacturing organization's return on investment,
quality, and efficiency. Some have suggested that "Just on Time" would be a
more appropriate name since it emphasizes that production should create
items that arrive when needed and neither earlier nor later.
Quick communication of the consumption of old stock which triggers new
stock to be ordered is key to JIT and inventory reduction. This saves
warehouse space and costs. However since stock levels are determined by
historical demand any sudden demand rises above the historical average
demand, the firm will deplete inventory faster than usual and cause customer
service issues. Some[1] have suggested that recycling Kanban faster can also
help flex the system by as much as 10-30%. In recent years manufacturers
have touted a trailing 13 week average as a better predictor for JIT planning
than most forecastors could provide.[2]
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INDUSTRY OVERVIEW
The food service industry continues to grow in volume and revenue every
year and typically divides itself into two categories: full-service restaurants
and fast-food restaurants. Each individual restaurant is in competition with
other food service operations within the same geographical area. The fast
food restaurant industry is highly competitive. McDonald’s competes with
other restaurants through the quality, variety and value perception of food
products offered. McDonald’s Corporation’s main competition comes from
other fast-food restaurants; most notably, YUM! Brands Inc, Wendy’s
International and Burger King.
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COMPANY’S PROFILE
McDonald’s Corporation operates and franchises restaurants in the food
service industry all over the world. They are the leading global food service
retailer by means of over 30,000 restaurants in more than 119 countries,
serving about 50 million people every day. Franchising plays a major role in
McDonald’s system with over 2,400 franchise owners, making up about
25% of their total revenue. Their total revenue in 2004 was $19.06 billion.
McDonald’s success in the fast food industry stems from their main success
factors which are cost efficiency, product development, marketing and
promotions. These success factors are used to promote McDonald’s brand
image, provide customers with quality products and differentiate themselves
from other competitors. These main success factors are important to the
company since the fast food industry is highly competitive and competitors
compete for market share due to the fact it’s easy to enter the industry.
McDonald’s also has operations in other fast food restaurants such as Boston
Market and Chipotle who make about $800 million together in revenues a
year and these additions provide McDonald’s with growth opportunities.
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CASE @ Managing Stock to meet customers
need
Overview of the case
Mc Donalds is one of only a handful of brands that command instant
recognition in virtually every country in the world.
All businesses face challenges everyday. One of the major challenges facing
McDonald’s is managing stock. Stock management involves creating a
balance between customers’ needs whilst at the same time minimizing
waste. Waste is reduced by :
1. Accurate forecasting of demand so that product do not have
to be thrown away as often.
2. Accurate stock control of the raw materials.
This is an increasingly tough balancing act. As customer tastes change,
McDonald’s needs to increase the range of new products it offers, so the
challenge of reducing waste becomes even greater.
In the past, stock ordering was the responsibility of individual restaurant
managers. They order stock using their local knowledge as well as data on
what they store sold the previous day, week and months. For example, if
last weeks sales figures showed they sold 100 units of coffee and net sales
were rising at 10 %, they would expect to sell 110 units this week.
However, this was a simple method and involved no calculations to take
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account of the factors such as National promotions or School holidays. It
looks up a lot of the restaurant manager’s time, leaving them with less time
to concentrate on delivering quality food, service and cleanliness in the
restaurants.
The New System
Restaurant Supply Planning Department.
Launched in 2004
This department communicates with restaurants managers on a
regular basis to find out local events.
The department then builds these factors into the new planning and
forecasting system called Manugistics to forecast likely demand of
finished menu items (e.g. Big Macs)
This case study being analyzed looks at how McDonald’s manages its
Stock through management systems and what benefits this brings.
*The case studies are in European context not Indian.
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CASE ANALYSIS
At McDonald’s, all raw materials, wok-in-progress and finished products are
handled on a First in, First out (FIFO) basis. (Types of Stocks at
McDonald’s are given in the Appendix section of this project) This means
raw materials are used in the order they are received. Therefore stock is
always fresh because products are sold in the order they are made.
Stock management
This is the process of making sure there is enough stock at all times to
meet the customer demands. Having too little stock means
dissatisfied customers. Having too much means waste.
McDonald’s use Lean stock control – carrying as little as possible- to
save on waste. The central team has 14 regional planners who each
work with around 80 outlets and communicate regularly with them.
Managers inform the planners of any local factors that could affect
sales, so they can be accounted for in store forecasts within the
planning system – Manugistics
Forecasting using Manugistics
Manugistics uses 2yrs worth of product mix history to produce
accurate forecast for each restaurant. This data has to be accurate.
Managers record closing stocks of major items daily and of all items
weekly on the store computer system.
Managers use a web tool called “Weblog” to view and amend orders
- Weblog creates a daily proposed order for the manager to view
and change if necessary.
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Once confirmed, the order is sent to the distribution centre to be
picked. Weblog then creates a delivery note to be checked
against the items delivered and also gives the exact quantities
and descriptions of the delivery.
All managers need to do is simply click ‘confirm’ on WebLog.
This saves valuable time and makes the process more cost
effective.
Both managers and customers benefit from the system. Outlets run out of
stock less often, time is saved on ordering and there is less waste. This also
reduces costs – a benefit that can be passed on to the customer. Factors such
as promotions are taken into account and deliveries can be less frequent
because amounts are more accurate.
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McDonald’s, a guide to the benefits of
JIT
Just-in-Time (JIT) inventory is the big thing right now in operations. This,
along with lean operations and six-sigma are the buzz words being talked
most about. But what exactly is the deal with JIT operations?
First of all, JIT is a form of providing supplies for customers, as the name
suggests, just in time. JIT model involves not even being in possession of
the raw materials needed to fulfill an order until that order is placed and yet
being capable of filling orders in a short period of time.
McDonald's doesn't begin to cook (well, I should probably say reheat and
assemble what may or may not be actual food) its orders until a customer
has placed a specific order.
What used to be the case was McDonald's would pre-cook a batch of
hamburgers and let them sit under heat lamps. They would keep them for as
long as possible and eventually discard what couldn't be sold. The only way
to get a fresh hamburger under the old system was to make a special order.
Now, due to more sophisticated burger-making technology (including a
record-breaking bun toaster), McDonald's is able to make food fast enough
to wait until it's been ordered.
What McDonald's do is, provide a customer with their order as fast as
possible while having the finished product sitting in inventory for as short as
possible.
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What are the benefits for
McDonald's? The major benefits for McDonald's are better food at a lower cost.
Let's stop here for a second to drive home a very important point: Whenever
you can implement something that allows you to raise quality AND lower
costs, you should definitely look into implementing that practice. Unless
illegal, immoral, socially irresponsible, or likely to drive down demand
(which is unlikely considering quality is being improved), you are probably
going to want to implement this practice. Back to McDonald's.
McDonald's has found something that allows them to improve quality and
lower costs. Let's take a look at how it does both.
Improved Quality
I think benefits of a better tasting burger should be fairly apparent. Unless
of course you prefer aged burgers, the fresher burger is going to be higher
quality if made fresh just for you.
The less obvious benefit is the higher quality customer service that arises
from the JIT burger assembly. When McDonald's waits for you to order the
burger, they do a few things to improve customer service. First of all, when
you place a special order, it doesn't send McDonald's into a panic that causes
huge delays.
Now that McDonald's is in the practice of waiting until you order a burger
until they make it, they don't freak out when they have to make a special
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order fresh just for you. This higher quality customer service is subject to
McDonald's ability to actually produce faster. Without this ability,
McDonald's ordering costs would be sky-high because the costs associated
with ordering would be the loss of customers tired of ordering fast food that
really isn't fast.
Second, JIT allows McDonald's to adapt to demand a little bit better.
Seemingly, lower inventory levels would cause McDonald's bigger problems
in a higher demand because they wouldn't have their safety stock. However,
because they can produce burgers in a record time, they don't have to worry
about their pre-made burger inventories running out in the middle of an
exceptionally busy shift.
Lower Costs
The holding costs for burger parts are fairly high because of their spoilage
costs. Frozen ground chicken that's good today might not be so good in a
few months. Once cooked, the same ground chicken’s spoilage rate shoots
through the roof. Instead of having a shelf life of months or weeks, the
burger needs to be sold within 15 minutes or so. The holding costs go from
roughly 20% per week to 100% per hour.
In other words, under McDonald's old system, they produced at a level that
gave them high inventories so that food would be available fast, which is the
main benefit of fast food. Unfortunately, food that was unsold after a short
period of time was scrapped. Food that was sold was forced to be sold at a
higher price in order to absorb the scrap costs of unsold food. Ultimately
this meant higher costs for McDonald's.
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For McDonald's, the benefits of JIT are fairly clear.
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Why
Economic Order quantity Savings
A large benefit of JIT is that it reduces the total cost of ordering and holding
inventory. Let's quickly recap three firms that have achieved this and how
they did so.
McDonald's High holding costs is the nature of the fast food industry. JIT
system allowed it to exploit the savings that were realized by holding less
inventory.
High holding costs and low ordering costs are the factors that drive JIT.
Generally, it's the ability to lower ordering costs that make it a feasible
solution. McDonald's is slave to the high holding costs. It was just the
nature of their industry. The solution for them was that while they couldn't
lower holding costs, they could lower ordering costs. McDonald's has very
high holding costs in comparison to their ordering costs. Ultimately, this,
coupled with the ability to lower safety stock, is when JIT is effective. EOQ
determines how much you should order and there are two factors that drive
economic order quantities down: low ordering costs and high holding costs.
Depending on the product and the industry, one or both of these qualities
may exist in your operations. If they do, JIT may be right for you. Without
the ability to make ordering costs low as a percentage of holding costs then
there is no need for JIT. In fact, the increased frequency in ordering will
result in cost increases.
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Safety stock Reductions
The other aspect of JIT is the drastic reduction in safety stock. The two
reasons safety stock exists: variability in demand and variability in lead
times from suppliers (in McDonald's case, the supplier is the internal
production process).
It is because of this variability that safety stock exists in the first place.
What JIT does is tries to reduce the lead times and variation in lead times in
order to help reduce safety stock. McDonald's accomplished this by creating
a system that allowed a faster burger production (remember, McDonald's
lead times are internal) by standardizing production.
In order to accomplish the tasks of shortening lead times and reducing their
variances, a considerable amount of work needs to be done with
suppliers/internal operations. For some firms this is worth the trouble, for
others, it is not.
Conclusively, there are two major parts to JIT inventory operations:
lowering the ratio between ordering costs and holding costs and shortening
lead times. What results is a firm with such high holding costs that ordering
very small batches very frequently is the most profitable solution. This
eliminates average inventory above the safety stock level. Then, if lead
times and lead time variability can be decreased, safety stock can be
decreased. The result is inventory coming in as it needs to come in. In other
words, it comes in just in time.
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CONCLUSION
Efficient stock management is essential to any business. It enables the
business to operate in a responsible way. Because McDonald's has taken
much of the hard work out of stock management, Restaurant Managers are
able to spend more time focusing on delivering McDonald's high standards
of Quality, Service and Cleanliness. Customers are happy because they can
be sure the item they want is on the menu that day.
The system also minimizes waste. Efficient use of materials means that
society’s resources are being used well with very few waste products. For
example, fewer materials end up as waste in landfill sites. This leads to a
reduction in costs. Due to lower costs, McDonald's can pass the benefits on
to customers, providing better service and lower prices. The reduction of
waste provides a win-win situation for McDonald's, its customers and wider
society.
McDonald's avoid running out of stock. As a result, customers can
always receive what they order.
The system eliminates inexperience in the ordering. The system
enables a new Restaurant Manager to ensure the order is right first
time.
Time saved in ordering as the system calculates how much is required.
Orders are based on the current stocks. The Restaurant Manager
simply inputs the current stock levels.
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Less waste means food costs are reduced. This cost saving is then
passed on in better value for money for customers.
The amount of stock ordered for promotions is more accurate, being
based on past performance.
There is a reduction in the need for emergency deliveries, saving
money.
Stock levels are always at optimum level, helping to ensure sales and
the freshest product.
Stock can be reduced automatically at the end of a promotion,
avoiding too much stock.
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APPENDIX
Types of Stock
Stock is the physical product a company buys, creates or sells. Every
business has three main types of stocks:
i. Raw materials
The raw materials are the ingredients that will go into
producing the finished product. For McDonald's, these will
include the buns, patties, paper cups, salad ingredients and
packaging. These are delivered to the restaurants between 3
and 5 times a week. The raw materials arrive together on one
lorry with three sections so that each product can be stored at a
suitable temperature. The three sections are:
frozen
chilled
ambient – which means foods that can be stored at room
temperature. This applies to items such as coffee or
sugar sachets.
ii. Work-in-progress
Work-in-progress refers to stocks that are in the process of
being made into finished product. A Big Mac consists of bun, to
beef patties, lettuce, cheese, pickles, onions, sauce and a small
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amount of seasoning. The restaurant will only combine these
items just before the customer orders them so the Big Macs are
hot and fresh when served.
iii. Finished products
Finished products are goods that are ready for immediate sale to
a customer. At any one time, a restaurant will have a range of
products ready for sale. Many of these will include finished
products like filet-o-Fish, Big Macs and side salads.
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BIBLIOGRAPHY
1. Google.com
2. Yahoo.com
3. Wikipedia
4. Production and operations management by Adam & Ebert
5. Operations Management by B.Mahadevan
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