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Data Mining Applications

By Exforsys | on July 26, 2006 |
Data Mining

Data mining is a relativey new technology that has not fully matured. Despite this, there are a number of industries that are already using it on a regular basis. Some of these organizations include retail stores, hospitals, banks, and insurance companies.

Many of these organizations are combining data mining with such things as statistics, pattern recognition, and other important tools. Data mining can be used to find patterns and connections that would otherwise be difficult to find. This technology is popular with many businesses because it allows them to learn more about their customers and make smart marketing decisions. 

There are a number of applications that data mining has. The first is called market segmentation. With market segmentation, you will be able to find behaviors that are common among your customers. You can look for patterns among customers that seem to purchase the same products at the same time. Another application of data mining is called customer churn. Customer churn will allow you to estimate which customers are the most likely to stop purchasing your products or services and go to one of your competitors. In addition to this, a company can use data mining to find out which purchases are the most likely to be fraudulent.

For example, by using data mining a retail store may be able to determine which products are stolen the most. By finding out which products are stolen the most, steps can be taken to protect those products and detect those who are stealing them. While direct mail marketing is an older technique that has been used for many years, companies who combine it with data mining can experience fantastic results.

For example, you can use data mining to find out which customers will respond favorably to a direct mail marketing strategy. You can also use data mining to determine the effectiveness of interactive marketing. Some of your customers will be more likely to purchase your products online than offline, and you must identify them.

While many businesses use data mining to help increase their profits, many of them don’t realize that it can be used to create new businesses and industries. One industry that can be created by data mining is the automatic prediction of both behaviors and trends. Imagine for a moment that you were the owner of a fashion company, and you were able to precisely predict the next big fashion trend based on the behavior and shopping patterns of your customers? It is easy to see that you could become very wealthy within a short period of time. You would have an advantage over your competitors. Instead of simply guessing what the next big trend will be, you will determine it based on statistics, patterns, and logic.

Another example of automatic prediction is to use data mining to look at your past marketing strategies. Which one worked the best? Why did it work the best? Who were the customers that responded most favorably to it? Data mining will allow you to answer these questions, and once you have the answers, you will be able to avoid making any mistakes that you made in your previous marketing campaign.

Data mining can allow you to become better at what you do. It is also a powerful tool for those who deal with finances. A financial institution such as a bank can predict the number of defaults that will occur among their customers within a given period of time, and they can also predict the amount of fraud that will occur as well.

Another potential application of data mining is the automatic recognition of patterns that were not previously known. Imagine if you had a tool that could automatically search your database to look for patterns which are hidden. If you had access to this technology, you would be able to find relationships that could allow you to make strategic decisions.

Because your decisions are based on logic, you would increase the chances of being successful. While data mining is a very valuable tool, it is important to realize that it is not a panacea. Even if an automated technology should be invented, it will not guarantee the success of you or your company. However, it will tip the odds in your favor.

« « Importance of Interaction in Data Mining
How Data Mining Works » »

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Editorial Team at Exforsys is a team of IT Consulting and Training team led by Chandra Vennapoosa.

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