In: Finance
How can marketing managers use regression model to generate insights on consumers' behavior?
Answer:
Here, we will talk about linear regression model because it is
one of the most important tool which can be used to generate
insights on consumers' behaviour. Linear regression is used to
establish a relationship between two variables and how the change
in one variable impacts the change in the other variable.
The dependent variable is the factor of interest, say- the sales of
a product, its pricing etc whereas the independent variables are
the standalone variables which which impact the dependent variables
i.e. independent variables define the values for the dependent
variables. They explain the factors which influence the dependent
variables and also the degree of impact which can be calculated
using the coefficients.
It is a strong statistical technique which can be used to generate
insights on consumers' behavious, to understand business better by
identifying better and profitable opportunities. It helps the
company in making trend analysis and conduct forecasts. Say, if a
company has seen a considerable increase in their sales over the
last few months, then by using the linear regression model, it can
forecast sales for future months.
Thus, the regression models, nowadays, have become of the most
powerful techniques that are used to make forecasts and make trend
analysis. Therefore, the managers should use it to their benefit to
identify business opportunities and grab profitable
opportunities.