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Demographics & Society

Population change, migration, family structure, and the social fabric — the long-run shifts beneath the headlines.

16 pieces

BlogNew
Demographics & Society

The University Shaped Like New York

What Wikidata's selected archive of notable alumni says—and cannot say—about NYU and 23 U.S. comparison universities.

SegmentationBenchmarkingAdministrative data
BlogNew
Demographics & Society

Twenty-Four Universities, Five Fingerprints

A clustering case study of occupational fingerprints in Wikidata's selected archive of notable university alumni.

ClusteringDimensionality reductionBenchmarking
BlogNew
Demographics & Society

America Ran Out of Common Names

A century of Social Security records shows the quiet collapse of the common first name — and that name fads now burn out twice as fast as they used to.

Trend analysisTime seriesCensus / ACS
BlogNew
Demographics & Society

Lake Wobegon High — Fifty Years of Grade Inflation in American High Schools

In Garrison Keillor’s fictional town, all the children are above average. In actual American high schools, they are now mostly A students: the share of seniors reporting an A average has more than doubled since 1976, while truancy hasn’t…

Trend analysisTime seriesSurvey analysis
BlogNew
Demographics & Society

The Alumni Factory

One million notable alumni of 250 institutions: what each school actually produces, and when its famous women finally appear.

Index constructionBenchmarkingPanel data
BlogNew
Demographics & Society

The Great Withdrawal — How American Teens Stopped Dating, Working, Drinking, and Going Out

Dating. Going out at night. The after-school job. The first beer. The first everything. Across fifty years of surveys, every classic marker of teenage social life is in retreat at once — most of them starting their slide around 2010, non…

Trend analysisSurvey analysisTime series
BlogNew
Demographics & Society

The Nobel Pipeline

A thousand laureates' education records show genius aging, migrating across the Atlantic, and passing through a startlingly small set of doors.

Trend analysisBenchmarkingInequality analysis
BlogNew
Demographics & Society

The Rhythm of a City

8.6 million reported incidents over 25 years give Chicago crime a legible pulse: hourly, weekly, seasonal — and three distinct eras.

Trend analysisGeospatial analysisTime series
BlogNew
Demographics & Society

Who Gets Remembered

4.4 million Wikidata biographies, sliced by birth cohort, occupation and gender: a measurement of memory itself.

Trend analysisInequality analysisSmall multiples
Blog
Demographics & Society

Fifty Years of American Evenings

Since 1974 the GSS has asked the same four questions: how often do you spend an evening with relatives, with friends, with neighbors — or at a bar? The answers trace a half-century in which company grew rarer, screens grew brighter, and…

Survey analysisTrend analysisTime series
Teaching
Demographics & Society

Lottery ZIP Psychographics: How Neighborhoods Play

Segment active NYC ZIP codes from NY Lottery behavior signals, then interpret the PCA/factor score space with borough, income, retailer availability, and product-mix profiles.

PCA / clusteringDashboardSegmentation
Blog
Demographics & Society

Reading Is a Girls' Country

Across 12,360 school districts, girls out-read boys in 99.9 percent. Math is contested ground — and which side wins tracks the district's affluence.

Inequality analysisChoroplethCorrelation
Blog
Demographics & Society

The Eight Americas

A k-means clustering of 81,000 census tracts sorts the country into eight kinds of neighborhood — and a child's whole life-course dashboard shifts with the label.

ClusteringSegmentationChoropleth
Blog
Demographics & Society

The Vanishing Cradle

America's birth count fell into the pandemic and never fully came back — and the baby bust was not shared evenly across the deprivation map.

Inequality analysisPanel dataHealth / mortality data
Dataset
Demographics & Society

ZIP psychographic baseline parquet

ZIP-level baseline psychographic or latent-factor data stored as parquet.

psychographicsZIP codesegmentation
Dataset
Demographics & Society

County demographics parquet

County-level demographic parquet dataset paired with a local county demographics JSON file.

countydemographicsgeography