The Frugal Analyst Open-source analytics

Open-source dashboard example

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This example turns a reviewed national HMDA snapshot into an interactive view of mortgage activity and lending outcomes across U.S. states and territories.

National aggregate data 2022–2025 Published snapshot

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Market overview

At a glance

United States · 2022–2025

Applications

Action-taken codes 1–3 in the reviewed population

Approved applications

Originated plus approved but not accepted

Originations

Loans reported as originated

Approval rate

Approved applications divided by applications

Origination rate

Originated loans divided by applications

What stands out

Report highlights

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Explore the drivers

Market analysis

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Trend

Applications, approvals, and originations by year

Comparable annual volumes for the selected geography and purpose

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Market size

Largest state and territory markets

Top 15 geographies by application volume

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Outcomes

Approval rate across major markets

Approval rate for the 15 highest-volume geographies

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Purpose and time

Approval rate by year and loan purpose

Direct-labeled matrix of approval outcomes across the reporting period

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Scale and outcomes

Application volume and approval rate by geography

Geographies with at least 100 applications; log volume scale with the national benchmark

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Conversion

Approval-to-origination gap across major markets

Approval and origination rates for the 15 largest markets, sorted by the gap

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Drivers of change

State contributions to application change, 2024 to 2025

Ten largest absolute state drivers plus all remaining geographies; focused application scale

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Transparent by design

About this report

This dashboard uses a published snapshot of the national HMDA aggregate table for 2022–2025. It reports descriptive patterns and is not a fair-lending, legal, or causal assessment.

01

Trusted definitions

Applications include HMDA action-taken codes 1–3; approval and origination rates use that same denominator.

02

Reviewed snapshot

Counts reconcile to the national limited table for every year in the 2022–2025 period.

03

Open-source charts

Every visualization is rendered with Vega-Lite and includes a readable data table and source notes.

Data source and metric definitions

Source details will appear when the report finishes loading.

Go beyond the dashboard

Ask a follow-up question in plain English.

Use the HMDA Analyst to explore another metric, grouping, or time period.

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Expanded view

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