A collection of tools, data sources, and learning materials I recommend to students and use in my own research. Students starting out: begin with the Learn to Code and Economics Data sections.


Learn to Code

🟣 Julia Academy

Free courses for programming, machine learning, and data science. Start here if you have never coded before.

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πŸ“˜ QuantEcon

Open lectures on quantitative economics with Julia and Python β€” the single best bridge between economics and programming.

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πŸ’» Learn C++

Tutorials for when you need serious speed (structural models, large simulations).

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πŸ“— Coding for Economists

Arthur Turrell’s free book: Python, data, and good practice β€” written for economists.

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🧰 Code and Data for the Social Sciences

Gentzkow & Shapiro’s classic guide to organising code and data so your project doesn’t collapse.

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πŸ–₯️ The Missing Semester

MIT’s crash course in the computing skills nobody teaches: shell, git, editors.

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Economics Data

πŸ‡ΊπŸ‡Έ FRED

Federal Reserve Economic Data β€” the first stop for macro time series. Free, with API access.

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πŸ‡¬πŸ‡§ ONS & Bank of England

UK official statistics and the Bank’s interactive statistical database.

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🌍 World Bank Open Data

Cross-country development and macro indicators.

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Math and Statistics Notes

πŸ“Š Math & Probability Notes

Lecture materials and notes on probability theory.

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πŸ“ˆ Bayesian Econometrics

Applied Bayesian Econometrics for Central Bankers β€” practical and code-driven.

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LaTeX & Writing

✍️ Overleaf

Online LaTeX editor β€” what you will write your dissertation in.

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πŸ“ LaTeX Table Generator

Easy table builder for LaTeX.

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✏️ Hemingway Editor

Improve clarity and readability of writing.

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πŸ€– QuillBot

Paraphrasing and writing assistant.

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References Tools

πŸ”— DOI / BibTeX

Find and format DOIs for references.

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🧠 Litmaps

Visual literature mapping tool.

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πŸ” ResearchRabbit

Discover and map academic papers.

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Writing Economics

Essential reading before you write a dissertation, thesis, or paper.

βœ’οΈ Economical Writing

Deirdre McCloskey’s principles of clear economics writing, in a short PDF.

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πŸ“ Writing Tips for PhD Students

John Cochrane’s famous guide β€” blunt, practical, and just as useful for a dissertation.

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🎯 The Introduction Formula

Keith Head’s recipe for the hardest part of any paper: the introduction.

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πŸͺœ Four Steps to an Applied Micro Paper

Jesse Shapiro’s systematic method for going from question to paper.

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Presenting Your Work

🎀 Academic Presenting: How to Get It Right

David Ubilava’s practical guide to presenting a paper.

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πŸ“Š Ten Guidelines for Better Tables

Jon Schwabish on turning unreadable tables into convincing ones.

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πŸ“ˆ Data Visualization

Kieran Healy’s free book on making figures that actually communicate.

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πŸ–ΌοΈ Best Figures in Economics

Paul Goldsmith-Pinkham’s gallery of great figures β€” steal ideas from the best.

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Doing Research

πŸ” An Unofficial Guide to Empirical Work

Amy Finkelstein on how empirical research actually gets done β€” false starts included.

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πŸ”§ The Economist as Plumber

Esther Duflo on economics as practical problem-solving.

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🧭 Tips for Economists

Masayuki Kudamatsu’s encyclopedic collection of advice for every stage.

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πŸŽ“ Econ Grad Advice

Curated guidance if you are considering or starting a PhD in economics.

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AI for Research

πŸ€– Guides to AI Coding Agents

Claes BΓ€ckman’s hands-on guides to Claude Code, Codex, and agentic workflows for research.

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πŸš€ Getting Started with Claude Code

Paul Goldsmith-Pinkham’s introduction for economists β€” from empty folder to figure.

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πŸ› οΈ AI, Git, and LaTeX Tech Stack

Kevin Bryan’s guide to a modern research toolkit.

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Funding, Jobs & Research Opportunities

πŸ’° INOMICS

Economics jobs, funding, and summer schools β€” useful for MSc students planning a PhD.

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🌐 EconJobMarket

The central platform for academic economics job applications.

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πŸŽ“ Research Professional

Funding and research opportunities database.

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Several links on this page are drawn from Claes BΓ€ckman’s excellent resources collection, which is worth exploring in full.