Gallery
Topic

Consumer & Household Finance

Spending, saving, debt, and financial fragility — how American households earn, borrow, and manage money.

9 pieces

BlogNew
Consumer & Household Finance

The Complaint Machine

16.7 million CFPB complaints: the cleanest natural experiment in consumer finance, and a database that one product category swallowed whole.

Text analysisCausal inferenceTrend analysis
BlogNew
Consumer & Household Finance

The Fed Hiked. Your Credit Card Noticed.

Fourteen years of CFPB complaints show monetary policy reaching households through exactly one door: credit-card complaints triple after the 2022 hikes while mortgage complaints never move.

Shock analysisTime seriesCausal inference
BlogNew
Consumer & Household Finance

The January Echo

Amazon's musical-instrument reviews peak in January, not December — the sound of a million gifts being unboxed. Seasonality cleanly separates the instruments people give from the gear working musicians buy.

Text analysisTrend analysisScanner / CPG
Blog
Consumer & Household Finance

Feeling Rich Is Not the Same as Being Rich

Across 147 countries, money reliably buys the feeling of financial sufficiency — and the feeling never tops out, across countries or within them. But whole regions feel far richer, or poorer, than their income says they should.

Inequality analysisRegressionSurvey data
Blog
Consumer & Household Finance

The Peak and the Plateau — A Decade of American Financial Well-Being

For a decade, Americans felt steadily better about their money. Then 2022 took it back — and the recovery never came.

Survey analysisTrend analysisInequality analysis
Dataset
Consumer & Household Finance

Zillow state ZHVI panel

Wide state-level Zillow Home Value Index panel with monthly columns from 2000 through 2026.

housingtime seriesstate panel
Dataset
Consumer & Household Finance

Colorado legalization housing counterfactual

Monthly Zillow-style housing value panel with a Colorado legalization period flag and state-level comparison series.

causal inferencecounterfactualhousing
Teaching
Consumer & Household Finance

CFPB Crisis Monitor

Use public consumer complaints as a crisis early-warning system: pin incident spikes, inspect consented narratives, and separate product mix shifts from real operational improvement.

DashboardText analysisShock analysis
Blog
Consumer & Household Finance

Doing Okay: American Financial Wellbeing

Follow a decade of Federal Reserve SHED survey indicators: financial comfort, inflation-era strain, emergency savings, $400 expense readiness, and education gaps.

Survey analysisInequality analysisDashboard