Database Consulting

What are Data Clusters and What Can They do For You?

By | Azure, SQL Server
Learning to effectively manage large datasets is key to optimizing your data analytics. Using data clusters can help optimize your data management. It involves grouping data points with similar characteristics into the same cluster to speed up processing time and improve analysis. Consider starting an analysis project on customer spending habits by gender in different regions. Your time on the project would be maximized if you’re able to use statistical techniques to automatically organize the data into logical groups prior to analyzing. How do data clusters work? Data clustering allows you to partition large volumes of structured and unstructured data/observations into logical groupings. One way it does this is by analyzing all of the data in the data warehouse and comparing each data point with clusters created. You rely upon the clustering algorithms to sort and cluster the data in a logical way. In a perfect world, all data points in the same group should be highly similar in nature, while data points in different groups should be dissimilar. There are several different models and algorithms that guide the clustering process. Here are a few: Hierarchical Method: This method creates separate successive clusters using specific criteria. Partitioning Method: This method (more…)