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GATE Exam » GATE Study Materials » Mechanical Engineering » Forecasting Models
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Forecasting Models

Forecasting models can be described as the keen activity in the pathway of planning forecasting models that may help to briefly analyze the previous data.

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Forecasting models may play a vital role in order to optimize the future aspects by keeping an eye on the wide present scenario. It can be considered as the primary level of the planning and structuring process of mechanical engineering. Apart from that, forecasting can be considered as keeping highlighted information and sources into account, building the mechanical projections of the past into the aspects of future. However, this can be done on the basis of proper data management and predictions based on judgments. Forecasting models may help to build an effective and optimized source in order to save energy.

Benefits of forecasting models

  • It helps to enhance the rate of production and helps to determine the keen volume of the production.
  • It can help to create a redefined form of budget within the organization for example material budget, production budget, and labor budget.
  • Forecasting models may help to create the enhanced pathway to complete the assigned project within the assigned time span. Simultaneously identifying the obstacles the plant may expand.
  • It can be considered as the most important factor in designing and developing a mechanical product.

Description of forecasting based on duration

Forecasting can be termed as the art of prediction in the demand and future sales of the products. The survival of an organization depends on the project that can be made in  demand for the future. 

In forecasting, the horizons are termed in the following manner:

(i) Short forecasting in time: 1-3 months

(ii) Term of intermediate forecasting: 3-12 months

(iii) Long forecasting in time: More than 1 year

Forecasting can be classified in two ways and those are qualitative and quantitative. Qualitative is judgmental and divided into the market trial, opinion survey, Delphi technique, and market research. In the method of qualitative, the time series and casual economics are defined. The technique of judgmental human beings can be predicted into the demand of purposes in the future and those are market trial, opinion, Delphi, and opinion survey.

Method of Time Series

The future demand that is based on the pattern of history is known as the series pattern. 

  •  Past average: The forecast of this method is equal to the product shown in the period previously.
  •  Average method moving: It used the past data for the calculation in the average of constant speed in the period of average calculations the addition of data in the actual demand has shown the recent demand of the data. 

Moving average= the sum of demand given/ the chosen numbers of period 

  •  Moving of average weight: In the method of average equal weight age that can be given in an unequal demand such as the summation of the weight age that is equal to the recent demand of more weight age assigned to the demand in an older way. 
  •  Exponential method of smoothing: The value that has become for the large method in assigning the weight of exponent in a decreasing form. 

Forecasting techniques

The forecasting techniques may include three basic qualitative techniques that may include casual models, time series, analysis, and projection. However, forecasting techniques can be indirectly related to financial aspects and sustainability of the society. Apart from that as per the forecasting techniques ppt it can be said that it can be very challenging due to the vast dynamic system. Simultaneously, it has been seen that the forecasting errors can be drastically penalized but well demonstrated forecasting models may help to build a great competitive advantage for the organization. Therefore the company may gain an advantage by increasing the profit and decreasing the overall expenditure. Hence it can be said that forecasting models may help to build great revenue for an organization and help to maximize the use of available resources within the organization.

Conclusion 

To conclude the discussion forecasting model has been used to demonstrate various aspects of mechanical engineering and gate exams. Simultaneously, a forecasting model can be considered as the keen activity in the pathway of planning forecasting models that may help to briefly analyze the previous data. However, the forecasting techniques may include three basic qualitative techniques that may include casual models, time series, analysis, and projection. However, forecasting techniques can be indirectly related to financial aspects and sustainability of the society. Apart from that, forecasting errors can be drastically penalized but well demonstrated forecasting models may help to build a great competitive advantage for the organization.

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