KnowledgeSTUDIO builds upon the market-leading data analysis and predictive analytics capabilities included in KnowledgeSEEKER with many advanced modeling and predictive analytics features for high-performance business users and quantitative analysts.
-
Advanced modeling capabilities include linear and logistic regression, neural networks and scorecards.
-
Unsupervised learning techniques include cluster analysis and principal component analysis.
KnowledgeSTUDIO delivers advanced business intelligence that translates into improved Return on Investment (ROI) through:
-
Scorecards – Put the power of scorecard creation in the hands of internal staff. Whether to analyze credit risk or apply scorecard principles in non-credit risk domains, KnowledgeSTUDIO offers the ability to create predictive scorecards that span all customer-centric business processes—from acquisition to collection.
-
Scoring – Assess and validate predictive models with an integrated set of scoring and deployment tools. Intuitive sampling and validation features include wizard-driven partitioning and hold-out options; Lift and Kolmogorov-Smirnov (K-S) charts; Relative Operating Characteristic (ROC); Goodness-of-Fit and Profit curves; Bias, Accuracy and Error charts; and Scatter plots.
-
Code Generation – Analysts can quickly generate model code that can be exported into virtually any application, database or deployment system with automated SQL, XML, PMML and SAS generators.
| KnowledgeSTUDIO | Advanced Feature Highlights |
| Predictive Models | Linear and logistic regression and neural networks |
| Cluster Analysis | K-means and Expectation Maximization algorithms |
| Scorecards | Based on logistic regressions models |
| Principal Component Analysis | To enable variable set reduction |
| Market Basket Analysis | Discovering association rules |
| Strategy Trees | Strategy design based on the decision tree graphical user interface (GUI) |
| Model Validation |
Model performance and sensitivity evaluation, comparative model evaluation with cumulative lift and many others |
| Model Deployment | Both direct deployment and automatic generation of SAS, SQL, SPSS, PMML and Java code for decision trees and strategy trees |