As an Enterprise you are acquiring and generating heaps of data every second. Generation of accurate insights and development AI/ML models often depend directly on the quality of Data. AI systems are only as good as the quality of data they are trained on. Poor data quality can result in unreliable AI models that produce inaccurate, incomplete, or biased results. But you are not alone in facing such a challenge; there are numerous small, medium and large-scale enterprises that are facing this challenge just like you are.
Before we get into the details of how it works, here’s what you can get done with our Data Sentinel in a matter of minutes:
Identification of critical data elements
Source data systems and metadata are identified, which result in identification of data elements
Profiling and reporting
The platform ensures that the data being profiled is complete, valid, accurate, consistent, and conforms to standards laid out by the enterprise
Integration with data pipeline
The Data Sentinel plugs into your ETL/ELT pipelines and enables rules to be exported from them. The platform is also designed to scale automatically, depending on the size of your data sources.
Stewardship and governance
We are firm believers in the benefits of data stewardship and governance, and that’s why, we’ve integrated these principles in the Data Sentinel. You can configure rules that perform actions on critical data elements, access reports based on your data and prep the data for cleansing. All this takes place through a rule-based approval process.
This is where everything culminates. You can cleanse your data based on a set of rules that can identify inconsistencies in data, and perform actions based on machine learning algorithms. If it’s patterns that you are looking for, you can introduce them as identifiers as well.
The Data Sentinel by Prescience is designed to be a self-service platform that brings the power of machine learning to your data strategy right at the beginning of the journey that your data sets out on.
Schedule a demo of the platform with us to see it all in action. You’ll be surprised at how we have made such a complex process, so simple. And did we tell you that everything in the platform is configurable to your business and data needs?