| Program Name Distribution | See which program names institutions typically use for each CIP code |
| Accuracy Ratings | Identify CIP codes with high rates or large percentages of misclassification |
| Misclassification Detection | Discover program names that may be incorrectly classified under a given CIP |
| Alternative CIP Suggestions | Get recommended CIP designations for misclassified programs |
| CIP Code Distribution | Enter a program name and see what percentage of CIP codes are used for similar programs |
| Classification Patterns | Discover how institutions classify programs with the same or similar names |
| Multi-CIP Analysis | Understand when one program type is spread across multiple CIP codes |
| Data Reliability Context | Know when program data is clean vs. scattered across classifications |

Strategic Program Planning
See how similar programs are classified across institutions to identify true market saturation vs. fragmented data, guiding where to invest resources

New Program Validation
Verify real market gaps before launching programs by understanding actual enrollment distributions beyond misleading aggregated CIP data

Informed Decisions
Allocate budgets confidently by distinguishing truly distinct programs from statistical duplicates hidden in poor classifications