Question

In: Statistics and Probability

List and briefly explain four forecasting techniques that can be used to analyse data.

List and briefly explain four forecasting techniques that can be used to analyse data.

Solutions

Expert Solution

EXPLANATION OF FOUR FORECASTING TECHNIQUES:

(1) Moving Average Technique:

Moving Average Technique takes the average of past actuals and project it forward. This method assumes that the recent past represents the future. As a result, this technique works best for products with little change. This technique uses repeated forecasts. Mathematically this is very simple, involving only minimum level. Historical datta is a prerequisite of this technique. This technique uses an average of a specified number of the most recent observations, with each observation receiving the same weight.

(2) Simple Linear Regression Technique:

This technique is used for comparing one independent variable with one dependent variable. For applying this technique, basic statistical knowledge is a prerequisite. A sample of relevant observations is required for applying this technique.

(3) Multiple Linear Regression Analysis Technique:

This technique is used to compare more than one independent variable with one dependent variable. For this technique also, statistical knowledge is required. For this technique also, a sample of relevant observations is required for analysis.

(4) Exponential Smoothing Forecasting Technique:

This technique is a weighted average procudre with weights declining as the data becomes older. It is a way of smoothing out the data by eliminating the noise ranrom effects. It is a way to take some of the random effects out of the time series by using all time series values up to the currect period.


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