Past and present, determine the future. Time series analysis is the application of specific algorithms to analyze data points collected over an interval of time. The general premise of time series data is that by observing and analyzing historical data, models can be created, and those models can then be…

How satisfied are you with this product? :) or :( — Companies and businesses want their products or services to be popular among the customers. There is never a case when a product or a service is released with the intention that customers won’t like it. In the competitive world of business, it is often important to understand how a product…

Can you group similar customers in the churn data? Hmm... maybe, but similar in what way? When choosing a telecommunication service provider, customers usually have many choices. They can choose any service provider and may move away from the current provider. The percentage of customers moving out and disconnecting the…

Too many dimensions to deal with? Bring some sanity with PCA. When choosing a telecommunication service provider, customers usually have many choices. They can choose any service provider and may move away from the current provider. When a customer chooses to move away from the current provider to a new…

If a few of my neighbors leave the telecom service provider, should I leave it too? No, not really. That’s not what I meant. When choosing a telecommunication service provider, customers usually have many choices. They can choose any service provider and may move away from the current provider. When…

Predicting the monthly payment using Random Forest Ensemble Technique When analyzing customer data from a company many interesting patterns can be observed and further analysis can lead to predictive models for various metrics. One such interesting metric is customer churn. Another interesting metric is the monthly payments. Usually, customers want…

Can you predict what customers are paying for the service? When analyzing customer data from a company many interesting patterns can be observed and further analysis can lead to predictive models for various metrics. One such interesting metric is customer churn. Another interesting metric is the monthly payments. Usually, customers…

Can you predict the customers likely to leave the company? When choosing a telecommunication service provider, customers usually have many choices. They can choose any service provider and may move away from the current provider. When a customer chooses to move away from the current provider to a new provider…