Gallery
Topic

Consumer & Household Finance

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

9 pieces

Blog

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
Blog

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
Blog

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

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

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

Zillow state ZHVI panel

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

housingtime seriesstate panel
Dataset

Colorado legalization housing counterfactual

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

causal inferencecounterfactualhousing
Teaching

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

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