Original work · Freely available

Tools &Guides

Methodological guides, tutorials, and articles I've written for researchers working at the intersection of economics and computation.

7 Original resources
4 Topic areas
Free Always

The Stata Methodology Toolkit

3 guides · PDF Written by Collin

Collection · 3 PDFs

Practical guides for rigorous econometric work

Three complementary references covering the full workflow — from wrangling large datasets to presenting clean, credible results.

For researchers working with large-scale panel data

Stata for Big Data

Memory management, loops, and parallelization strategies for large administrative and survey datasets.

Quality Checklist for Panel Data

Step-by-step validation of panel datasets — balance, attrition, merges, and integrity checks.

Checklist for Regression Results

Pre-publication checklist covering specification robustness, standard errors, fixed effects, and presentation.

Python × Stata

2-part series · Medium Written by Collin

Series · 2 articles

Leveraging Python with Stata

A practical two-part walkthrough of the Stata–Python integration — from embedding Python inside a Stata session to driving Stata entirely from Python via the PyStata API.

For Stata users ready to extend their workflow with Python

Part 1

Using Python inside Stata

How to access Python from within a running Stata session to extend capabilities with custom functions, file I/O, and data manipulation.

Part 2

Using Stata from within Python

Introduces the PyStata API — a Python wrapper that lets you call Stata commands, pass data, and run parallelized workflows from a Python script or Jupyter notebook.

Quantum Computing & Optimization

Article · Medium · Video Written by Collin

A Gentle Introduction to Quantum Computing

How it Works, Who's Doing it, and How You Can Too

An accessible entry point into quantum computing — covering qubits, superposition, and entanglement without requiring a physics background, then surveying the real-world platforms (Qiskit, Cirq, Braket) you can start using today. Published in Level Up Coding, December 2024.

Quantum Annealing: What is the Graver Basis?

An accessible video outlining the what, when, and how of the Graver Basis — a fundamental property in integer programming that quantum annealing can exploit. Prompted by Collin, produced by Google's NotebookLM. Public notebook access pending.

Machine Learning

Tutorial · LinkedIn Pulse Written by Collin

Building an OCR Pipeline with OpenCV

A practical walkthrough of constructing an OCR and NLP pipeline for digitizing handwritten historical records — drawn from real work building census transcription tools at the BYU Record Linking Lab in collaboration with FamilySearch and Harvard Business School.

External communities

Not affiliated — just useful
Moderated Machine Learning Community LinkedIn group · Curated ML discussions Join
Learn Statistics Through Practice LinkedIn group · Applied statistics community Join