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7/31/2019 Demand Forecasting in Supply Chain Management
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Demand Forecasting in SupplyChain Management
Presented By:
Amith M.
Chetan C.S
Sanjay Bagriya
Yogeshkumar Joshi
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Supply Chain Management
Supply chain management (SCM) is the
management of a network of
interconnected businesses involved in the
provision of product and service packagesrequired by the end customers in a supply
chain. Supply chain management spans all
movement and storage of raw materials,work-in-process inventory, and finished goods
from point of origin to point of consumption.
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Supply-Demand Nexus
To have an effective supply chain managementframework; organizations must have a clearunderstanding of the supply - demand nexus andits implications for strategy and implementation.
There is an interdependent relationship betweensupply and demand; organizations need tounderstand customer demand so that they canmanage it, create future demand and, of course,
meet the level of desired customer satisfaction.Demand defines the supply chain target, whilesupply side capabilities support, shape andsustain demand.
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SCM Framework
Strategic: On the strategic level it is importantto know how SCM can contribute to theenterprises basic value proposition to the
customers. Structural: After the strategic issues are dealt
with, the next level question(s) that should beasked are: Should the organization marketdirectly or should it use distributors or otherintermediaries to reach the customers?
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Functional: This is the level where operational
details are decided upon. Functional
excellence requires that the optimal operating
practices for transportation management,warehouse operations, and materials
management (which includes forecasting,
inventory management, productionscheduling, and purchasing) are designed.
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Factors determining SCM Structure
Geographical
Cultural
Government Legislation Time
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Demand Forecasting
Demand forecasting is the activity of estimating
the quantity of a product or service that
consumers will purchase. Demand forecastingmay be used in making pricing decisions, in
assessing future capacity requirements, or in
making decisions on whether to enter a new
market.
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demand forecasting is done through
the following steps:
Determine the use of the forecast
Select the items to be forecast
Determine the time horizon of the forecast Select the forecasting model(s)
Gather the data
Make the forecast Validate and implement results
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Objectives of Demand Forecasting
Helping for continuous production
Regular supply of commodities
Formulation of price policy Arrangement of finance
Labour requirement
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Factors Involved In demand
Forecasting
Time period
Levels of forecasting-- International level--
Macro level-- Industry level-- Firm level
Purpose - General or Specific
Methods Of Forecasting
Nature Of Commodity Nature Of Competition
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Need for Demand Forecasting
Demand forecasting is essential for a firmbecause it must plan its output to meet theforecasted demand according to the
quantities demanded and the time at whichthese are demanded. The forecasting demandhelps a firm to arrange for the supplies of thenecessary inputs without any wastage of
materials and time and also helps a firm todiversify its output to stabilize its incomeovertime.
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Challenges Faced in Demand
Forecasting
Scale of forecast (how many goods to include
in the forecast?)
sporadic demand (erratic sales for many items
in the store)
introduction of new goods
changing prices and promotions
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Forecasting Methods
Qualitative Forecasting Method
Jury of executive opinion
Sales force composite
Delphi method
Consumer market survey
Quantitative Forecasting Methods
Nave Approach
Moving Averages (MA)
Exponential Smoothing
Time Series Decomposition
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Forecast Accuracy and Key
Performance Indicators (KPIs)
Forecast accuracy can be calculated using a formula
called MAPE Mean Absolute Percent Error. The
equation is as follows:
Error % = |Actual Forecast|/Actual Forecast accuracy is a metric that is inversely related
to MAPE (as MAPE increases, FA decreases). The
equation for forecast accuracy is:
FA = 100 MAPE
(expressed as a percentage)
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SCM Disaster at Nike
In 1999, profits dropped by 50 percent
Birth of NSC
i2 forecasting technology By 2004, Nike had an integrated and efficient
supply chain with i2 technologies forecasting
system, SAPs ERP system, and Siebels CRM
systems. Nike spent 6 years and $800 million
on the project.
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Thank You