OMB Individually Reported
Neural Networks for FHFA Modeling Analytics Platform (FMAP)
Low riskExact public inventory row
Description
Help researchers optimize the framework and specifications of the production of the Single-Family FHFA Modeling Analytics Platform (FMAP).
Detailed example
This tool uses neural networks to identify nonlinearities, anomalies, and important variables in loan-level mortgage data, which helps FHFA staff improve forecasts from the Single-Family Modeling Analytics Platform.
AI / analytics pattern
Classical/Predictive Machine Learning: Models trained on data to make predictions or classifications based on identified patterns or relationships.
Automation level / stage
c) Deployed – The use case is being actively authorized or utilized to support the functions or mission of an agency.
Expected benefit
Efficiency
Controls / human review
ATO: No; PIA: Not published
Data needed
MLIS - Borrower level monthly mortgage data