Data Mining Information
Data mining is one of the most useful techniques that help entrepreneurs, researchers, and individuals to extract valuable information from huge sets of data. Data mining is also called Knowledge Discovery in Database (KDD). The knowledge discovery process includes Data cleaning, Data integration, Data selection, Data transformation, Data mining, Pattern evaluation, and Knowledge presentation.
Our Data mining tutorial includes all topics of Data mining such as applications, Data mining vs Machine learning, Data mining tools, Social Media Data mining, Data mining techniques, Clustering in data mining, Challenges in Data mining, etc.
Data mining is most commonly defined as the process of using computers and automation to search large sets of data for patterns and trends, turning those findings into business insights and predictions. Data mining goes beyond the search process, as it uses data to evaluate future probabilities and develop actionable analyses.
Data mining is the process of searching and analyzing a large batch of raw data in order to identify patterns and extract useful information. Companies use data mining software to learn more about their customers. It can help them to develop more effective marketing strategies, increase sales, and decrease costs.
![What is Data Mining](https://static.javatpoint.com/tutorial/data-mining/images/data-mining-introduction.png)
The data mining process can be broken down into these four primary stages:
1- Data gathering
2- Data preparation
3- Mining the data
4- Data analysis and interpretation
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)
Benefits of data mining for enterprises:
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- Targeted marketing & advertisements: Data mining allows marketing teams to comprehend customer behavior and preferences better. It will enable them to direct targeted advertisements to respective customers showing a pattern of behavior. Moreover, the sales department benefits from data mining as it helps them target customers with a particular inclination toward specific products. It additionally allows them to sell more services and products to older customers.
- Identifying customer service issues: Data mining is an effective tool to keep track of customer service issues when customers interact with contact center agents through calls and online chats. It gives them a chance to provide better customer service, thanks to the in-depth analysis possible through data mining.
- Improved supply chain management (SCM): With data mining, businesses can identify market trends and predict future customer behavior that can impact product demand. This allows enterprises to plan for the future and manage the supply of goods and services to meet market demands. Moreover, SCM managers can plan their logistic operations accordingly, streamline product distribution, and optimize warehousing services.
- Maintaining production uptime: Gathering and mining data from sensors, Iot device, manufacturing machines, and industrial equipment aids in creating predictive maintenance applications that determine potential problems before the actual incident hurts the machinery. Such pre-timed warnings reduce the unscheduled downtime for machines, thereby boosting overall productivity.
- Better assess risks: Data mining allows risk managers and concerned business personnel to assess better the risks related to finances, legal matters, or cybersecurity factors that the company may encounter in the future. It gives them the chance to properly prepare for such events and have a plan in place to manage such mishaps better.
- Drive cost savings: Data mining can easily identify any operational inefficiencies in a typical business process. This early problem identification helps streamline corporate processes that align with a company’s business goals, thereby saving considerably on corporate spending.