During the course of process R&D and commercial operations in high technology, life sciences and health care organizations a large amount of data is generated. As part of our expertise, we have analyzed thousands of batches records from multiple products over multiple years. Data capture and analysis has been performed for compliance and problem solving investigations.
Our expertise includes:
- Analysis of Variances and Exceptions
- Evaluation of Data Consistency
- Evaluation of Data Quality and Data Quantity
- Rapid Data Capture
- Systematic Structured Data Analysis
- Trend and Pattern Analysis
- Underlying Cause Analysis
We have expertise in developing powerful proprietary pattern recognition and data mining techniques involving Artificial Neural Networks, Clustering, Discriminant Analysis and Principal Component Analysis that enable companies to extract the few key pieces of information from large volumes of data. Active learning methodologies have been developed that allow companies to dramatically enhance the rate of data mining and knowledge extraction. These methodologies are integrated within Light Pharma's proprietary PI framework.