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What is Forecasting

Apr 08, 2018

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    DEMAND FORECASTING

    Shobhit Kumar

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    DEMAND FORECASTINGDEMAND FORECASTING

    Forecasting of demand is

    the art of predicting demand

    for a product or service atsome future date on the basis

    of certain present and past

    behaviour patterns of some

    related events.

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    Periods of ForecastingPeriods of Forecasting

    Depending upon the period the forecast can

    be termed as:

    Short Range Forecasting

    Medium Range Forecasting

    Long range Forecasting

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    Periods Of ForecastingPeriods Of Forecasting

    1.Long Range Planning Normal Period used is Generally 5 Years.

    It may Extents from 10 to 15 Years.

    Here much importance is given to Long-range growth factors.

    Purpose of Long Range Planning To work out expected capital expenditure for future development.

    To determine the expected cash flow from sales.

    Plan for future manpower requirements.

    To plan for the raw material.

    Plan for Research & Development.

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    Periods Of ForecastingPeriods Of Forecasting

    2.Medium Range Planning In Medium Range Forecasting the period may extent over 1 or 2

    years.

    Purpose of Medium Range Planning To determine budgetary control over expenses.

    To determine the dividend policy.

    To find and control maintenance expenses.

    To determine the schedule operations.

    To plan for the capacity adjustments.

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    Periods Of ForecastingPeriods Of Forecasting

    3.Short Range PlanningIn case of Short Term Forecasting extents from few weeks to three or

    six months.

    Purpose of Medium Range PlanningEstimate inventory requirements

    To provide transport facilities for finished goods.

    To decide work load for man and machines.

    To find the working capital needed

    Finding the required overtime to meet the delivery promises.

    Setting up the production run for the products.

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    SHORT TERM OBJECTIVES

    1.FORMULATION OF PRODUCTION POLICY : Demand forecasts help

    in formulating suitable production policy.

    (a) Regular supply of material : Determination of desired volume of

    production on the basis of demand forecasts, evaluate raw material

    requirement in future so as to ensure regular and continuous supply of

    material as well as controlling the size of inventory at economic level.

    (b) Maximum utilization of machine : The operations can be so planned

    that the machines are utilized to its maximum capacity.

    (c) Regular availability of labor : Skilled and unskilled workers can beproperly arranged to meet the production schedule requirement.

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    SHORT TERM OBJECTIVES (Contd.)

    2 .PRICE POLICY FORMATION: Sales forecast enables themanagement to formulate some appropriate pricing

    mechanism, so that the level of price does not fluctuate too

    much in the periods of inflation.

    3.PROPER CONTROL OF SALES: Sale forecast are

    calculated region wise and then the sales targets for variousterritories are fixed.

    4.ARRANGEMENT OF FINANCE: determine the financial

    requirements of the enterprise for the production of desired

    output . This can lead to minimize the cost of procuring finance.

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    LONG TERM OBJECTIVELONG TERM OBJECTIVE

    1.To decide about the production capacity.- Plant size should be such that conforms to sale requirement.

    - Too small or too large plant size may not be in the economic interest of the enterprise.

    -Analyze demand pattern of the product & the forecast for future the enterprise can plan for

    the plant or output of the desired capacity.

    2.Labor Requirements.-Expenditure on labor is one of the most important component in the cost of production-Reliable and accurate demand forecasts can ensure the best labor facility and no hindrances

    in production process.

    3.Long term production planning can help the management to arrange for long

    term finances.

    - Long term production planning can help the management to arrange the long term finances.

    -Long term forecasting helps management to take policy decisions and if any error committed

    in this may be difficult and expensive to rectify.

    Thus the overall success of an enterprise mainly depends on the quality and reliability of

    demand forecasting.

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    FORECASTING:FORECASTING:

    NEEDS AND USESNEEDS AND USES Scheduling existing resources

    How many employees do we need and when?

    How much product should we make inanticipation of demand?

    Acquiring additional resources

    When are we going to run out of capacity? How many more people will we need?

    How large will our back-orders be?

    Determining what resources are needed

    What kind of machines will we require? Which services are growing in demand?declining?

    What kind of people should we be hiring?

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    BENEFITS:BENEFITS:

    Aids decision making.

    Informs planning and resource allocationdecisions.

    Evaluating the performance of sales

    department. Have finished goods of right quality & quantity

    at right time with minimum cost.

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    BEFORE YOU FORECASTBEFORE YOU FORECAST

    Key questions which must be answered

    before making a forecast:

    what is the purpose of the forecast?

    what specifically do we wish to forecast? how important is the past in predicting the

    future?

    what method or methods will be used to

    make the forecast?

    What could change the forecast?

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    techniques of demand forecasting

    Survey methods Statistical method

    Consumer survey Expert opinion

    delphiSamplesurvey

    End use

    TrendprojectionRegression method

    Least squareTime series

    Exponentialsmoothing

    Moving average

    econometric

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    FORESIGHTFORESIGHT

    FORECASTING1. A method for translating past experience

    into estimates of the future.

    2. A method for analyzing future possibilities to

    develop strategies to plan for more desirable

    futures.

    The future is malleable.

    It is not preordained.

    Many possibilities exist for any future timeperiod.

    The future can be changed.

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    DELPHI METHODDELPHI METHOD

    Under the Delphi method the experts areprovided information on estimates offorecasts of other experts along with theunderlying assumptions. The experts may

    revise their own estimates in the light offorecasts made by other experts. Theconsensus of experts about the forecastsconstitutes the final forecast.

    This method is used to consolidate thedivergent expert opinions and to arrive at acompromise estimate of future demand.

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    ADVANTAGEADVANTAGE

    It is simple to conduct .

    Used where quantitative data is not

    possible. Forecast is reliable.

    It is inexpensive.

    It takes little time.

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    DISADVANTAGESDISADVANTAGES

    The expert may be biased.

    The result are based on mere hunch of one or

    more persons and not on scientific analysis. The method is subjective and the forecast could

    be unfavorably influenced by persons with vested

    interest.

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    CONSUMER SURVEYCONSUMER SURVEY

    METHODMETHOD Surveys are conducted to collect

    information about future purchase

    plans of the probable buyers of the

    product.

    (a) COMPLETE ENUMERATION

    SURVEY- The firm has to go for a door

    to door survey for the forecast period by

    contacting all the households in the

    area.

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    ADVANTAGESADVANTAGES

    It is simple to use.

    It is not affected by personal biases.

    Based on collected data.

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    DISADVANTAGESDISADVANTAGES

    It is costly.

    It is time consuming.

    Difficult and practically impossible tosurvey all the consumers.

    Useful only for products with limited

    consumers.

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    SIMPLE MOVING AVERAGESIMPLE MOVING AVERAGE

    Forecast Ft is average ofn previous observations oractuals Dt :

    Note that the n past observations are equally weighted.

    Issues with moving average forecasts: All n past observations treated equally; Observations older than n are not included at all;

    Requires that n past observations be retained;

    Problem when 1000's of items are being forecast.

    !

    !

    !

    t

    nti

    it

    ntttt

    Dn

    F

    DDDn

    F

    1

    1

    111

    1

    )(1

    .

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    SIMPLE MOVINGSIMPLE MOVING

    AVERAGEAVERAGE

    Include n most recent observations

    Weight equally

    Ignore older observationsweight

    today

    123...n

    1/n

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    .

    Include all past observations

    Weight recent observations much

    more heavily than very old

    observations:weight

    today

    Decreasing weight givento older observations

    EXPONENTIAL SMOOTHINGEXPONENTIAL SMOOTHING

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    .

    EXPONENTIALEXPONENTIAL

    SMOOTHINGSMOOTHING Include all past observations

    Weight recent observations much

    more heavily than very old

    observations:weight

    today

    Decreasing weight givento older observations

    0 1 E

    E

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    EXPONENTIALEXPONENTIAL

    SMOOTHING: CONCEPTSMOOTHING: CONCEPT Include all past observations

    Weight recent observations much

    more heavily than very old

    observations:weight

    today

    Decreasing weight givento older observations

    0 1 E

    E

    E E

    E E

    E E

    ( )

    ( )( )

    1

    11

    2

    3

    /

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    1

    2

    2

    1

    )1(

    )1()1(

    !

    !

    ttt

    tttt

    FaaDF

    DaaDaaaDF .

    tkt FF !

    .

    EXPONENTIALEXPONENTIAL

    SMOOTHING: MATHSMOOTHING: MATH

    Thus, new forecast is weighted sum of old forecast and actual demand

    Notes:

    Only 2 values (Dt and Ft-1 ) are required, compared with n for moving

    average

    Parameter a determined empirically (whatever works best)

    Rule of thumb: E < 0.5

    Typically, E = 0.2 orE = 0.3 work well

    Forecast forkperiods into future is:

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    THANK YOU