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Methods, AI & Data

The craft itself: visualization, causal inference, machine learning, and AI — methods explained with real data.

17 pieces

Blog
Methods, AI & Data

AI’s Split-Screen Politics

Left-leaning channels cast AI as a classroom, a risk, and a governance problem; right-leaning channels cast it as a business engine, a productivity tool, and a national race.

Text analysisClassificationSegmentation
App
Methods, AI & Data

Insight Digest

AI-generated book summaries to read or listen to — across philosophy, psychology, self-help, history, and geopolitics.

aibook summariesaudio
AppNew
Methods, AI & Data

Worldlines — The World in Numbers

A cross-country indicators explorer — 85 measures of development, democracy, belief, and wellbeing across 217 countries (1750–2025), with country profiles, rankings, and peer benchmarking.

indicatorscross-countryworld-bank
Teaching
Methods, AI & Data

An Index Autopsy

We rebuilt a deprivation index from scratch with PCA — no housing costs — and compared it to the canonical ADI. They agree on the gradient and disagree violently about New York.

Index constructionDimensionality reductionBenchmarking
App
Methods, AI & Data

Research Data Gallery — SCRC & Dewey

A research-data gallery surfacing curated datasets for teaching and analysis.

research-datagallerydatasets
Dataset
Methods, AI & Data

Political books review corpus

Amazon-style political and business book reviews with ratings, text, review metadata, product description, category, price, and reviewer fields.

NLPreviewsbooks
Teaching
Methods, AI & Data

Regression Exercise: Did Southwest Lower Airfares?

The hands-on companion: download the route data, run the regression yourself, and read the coefficients the way a manager would. Built for a live class session.

RegressionExerciseData workflow
App
Methods, AI & Data

AI Models & Benchmarks

A filterable, sortable comparison of frontier and open-weight models — context windows, pricing, modalities, and access.

aibenchmarksreference
Teaching
Methods, AI & Data

The Coefficient Zoo

Fifty-one regressions per health behavior: what doubling a neighborhood

RegressionScatter plotSmall multiples
Teaching
Methods, AI & Data

The Shape of Development — PCA, Factor Analysis & Clustering

Twelve numbers describe a country. It turns out you need barely one. A working note on principal components, factors, and clusters.

Dimensionality reductionClusteringIndex construction
Teaching
Methods, AI & Data

The Slope Factory

We fit the deprivation–life-expectancy regression separately in 266 American metros. Every single slope came back negative. Many small models, one law.

RegressionSmall multiplesDistribution
Dataset
Methods, AI & Data

Trump tweet device corpus

Tweet text with timestamps and iPhone/Android attribution labels, likely for authorship, source, or political text analysis.

NLPpoliticsauthorship
App
Methods, AI & Data

LLM Prediction Arena

Can AI beat the crowd? Six LLMs make blind probability forecasts on live prediction markets — scored on calibration and skill against the market price, then pooled into an ensemble.

aillmforecasting
Dataset
Methods, AI & Data

Beer acquisition tweet sentiment corpus

Tweet corpus around beer-brand acquisition events, with text, source, event timing, acquisition period, URL flag, and date fields.

NLPsentimentbrand
Teaching
Methods, AI & Data

Did Goose Island Sell Out?

On March 28, 2011, Anheuser-Busch InBev acquired Chicago’s Goose Island. This case treats the acquisition as a natural experiment: roughly 20,000 tweets mentioning Goose Island, split into the weeks b

Text analysisClassificationRegression
Teaching
Methods, AI & Data

Two Thumbs, One Account

During the 2016 cycle, @realDonaldTrump was posted from two devices. The Washington Post noticed a pattern: warm, on-message tweets came from an iPhone (staff), while the combative ones came from an A

Text analysisClassificationSegmentation
Teaching
Methods, AI & Data

Counting, Discovering, Measuring — text analysis with and without LLMs

Three generations of text-as-data — dictionaries, topic models, and LLM measurement at scale — and what large language models add. A field guide for managers and analysts.

Text analysisBenchmarkingClassification