Rate Tracking & Decision Support
MORTGAGE INTELLIGENCE
Automated mortgage-rate tracking and decision support system designed around refinance thresholds and long-term financial planning.
- Status
- ACTIVE
- Host
- UBUNTU
- Deployment
- SELF-HOSTED
Overview
System Overview
An automated mortgage-rate tracking and decision-support system built around refinance thresholds and long-term financial planning — turning a manual, easy-to-forget check into a monitored, data-backed decision.
Problem
The Problem
- ›Refinance opportunities are time-sensitive and easy to miss when tracking rates means remembering to check manually.
- ›Rate data on its own doesn't answer the real question: does this specific move make sense given the numbers that matter for this loan.
Requirements
What It Had to Do
- ›Automatically collect current mortgage-rate data on a schedule instead of relying on manual checks.
- ›Evaluate rates against defined refinance thresholds relevant to the actual loan and financial plan.
- ›Present results on a dashboard rather than in scattered notes or spreadsheets.
Architecture
How It's Structured
Build
Engineering the Build
A scheduled collection job pulls current rate data and logs it over time, rather than only capturing a single point-in-time snapshot.
Collected rates are evaluated against defined refinance thresholds to flag when conditions actually justify a closer look.
A dashboard presents current rates, history, and threshold status, turning the process into a monitored system instead of a recurring manual chore.
Challenges
What Made It Hard
- ›Defining thresholds that reflect real breakeven math rather than a simple 'rate went down' check.
- ›Keeping data collection reliable over long, mostly-uneventful stretches where nothing changes.
Current System
Results — Where It Stands Today
- ›Automated rate tracking and threshold evaluation run on a schedule, with results visible on a dashboard.
- ›The system functions as ongoing monitoring rather than a one-time calculator.
What's Next
What's Next
- ›Expand the model behind threshold evaluation as more real-world data accumulates.
- ›Add longer-horizon trend tracking to support broader financial planning, not just refinance timing.