Christopher B. Goodman
  • Bio & CV
  • Research
  • Data
  • Map Gallery
  • Teaching
  • Blog
Categories
All (55)
academia (2)
cities (7)
climate (1)
code (2)
congestion (2)
counties (1)
data (2)
dataviz (23)
fragmentation (1)
highways (1)
local govt (20)
maps (15)
obsidian (2)
pedagogy (2)
preemption (1)
project management (2)
property tax (3)
public finance (4)
r (14)
school districts (1)
special districts (5)
taxation (1)
teaching (5)
technology (9)
transportation (2)
urban (4)
Uses (March 2026)

March 3, 2026

Uses (March 2026)

technology

Always be testing.

Reorganizing My Teaching Files

January 14, 2026

Reorganizing My Teaching Files

teaching

While there are some resources on how to organize empirical research files, there is almost nothing for teaching. This is my attempt to solve that.

Uses

January 1, 2026

Uses

technology

Inspired by Uses This And App Defaults, this post includes a relatively up-to-date description of the stuff I use to do things.

Sorting out conference notes with Obsidian

December 12, 2025

Sorting out conference notes with Obsidian

obsidian
technology

Using Obsidian's new Apple Shortcuts support to streamline conference note-taking.

Quoting Dube

December 8, 2025

Quoting Dube

local govt

From "Municipal amalgamations and scale economies: Evidence from South Africa’s structural reforms" in Urban Studies.

Quoting Haixin-Tsik, Miyazaki, and Drew

December 5, 2025

Quoting Haixin-Tsik, Miyazaki, and Drew

local govt
public finance

From "The Financial Sustainability of Local Governments With Declining Populations" in State & Local Government Review.

Automating Quarto blog post generation with Raycast

December 3, 2025

Automating Quarto blog post generation with Raycast

code
technology

Creating new blog posts in Quarto can be a bit of a pain because of a lack of a templating system. This is a functionality I came to rely on when this blog was built with Hugo. So, with some help from Andrew Heiss, I built a templating system using Raycast.

Quoting Manduca, Highsmith, and Waggoner

November 12, 2025

Quoting Manduca, Highsmith, and Waggoner

fragmentation
property tax

Robert Manduca, Brian Highsmith, Jacob Waggoner, Tax base fragmentation as a dimension of metropolitan inequality, _Socio-Economic Review_, 2025

Finding orphans in Obsidian

May 5, 2025

Finding orphans in Obsidian

code
obsidian
technology

I use Obsidian as my main notetaking app (among many other things it does for me). I try to implement Andy Matuschak's 'Evergreen Notes' method when working through a particular concept in the literature. Often, this means linking notes together that haven't been created yet. This post outlines a method of finding such orphaned links, so I can fill them in.

What do universities actually do?

April 14, 2025

What do universities actually do?

academia

With universities all over the United States under fire from the Trump administration, there appears to be mass confusion by non-academics about what universities do. This post is meant as a plain language explainer of the kinds of things that research-intensive universities do.

Academics as Creators

April 1, 2025

Academics as Creators

academia

For many academics, 40%+ of their time is spent on activities that can fall into the category of 'creating'. With this in mind, what do academics need to be successful creators? How can departments better support them in this role?

Key light shenanigans

November 8, 2024

Key light shenanigans

technology

I have a niche problem. I have a key light in my office that I want to control via a macOS shortcut rather than the light's app. It turns out that's easy but also not easy.

Where are all of our students?

March 7, 2024

Where are all of our students?

dataviz
teaching

No, you're not crazy for asking where all the students have gone.

My Necessarily Flawed List of Best or Most Interesting Articles of 2023

January 9, 2024

My Necessarily Flawed List of Best or Most Interesting Articles of 2023

local govt
urban
climate

My list of the best or most interesting articles appearing in issues dated 2023. They are mostly local government, but some others sneak in that are important to my work in some way.

Special districts cover services over large areas, but there is still duplication with local government provision

September 13, 2023

Special districts cover services over large areas, but there is still duplication with local government provision

special districts

My coauthor, Deborah Carroll, and I recently had the pleasure of writing a blog post for the London School of Economic’s US Centre Blog. It covers a our recent publication in *Public Administration Review* on whether special districts are complements or substitutes for spcial districts. See below for the full text of the post as well as a link to the original.

Conservative states are more likely stop their cities from addressing affordable housing, but renters and federal action can help

June 28, 2023

Conservative states are more likely stop their cities from addressing affordable housing, but renters and federal action can help

preemption

My coauthor, Megan Hatch, and I recently had the pleasure of writing a blog post for the London School of Economic’s US Centre Blog. It covers a our recent publication in *Urban Studies* on the factors associated with the preemption of local affordable housing laws. See below for the full text of the post as well as a link to the original.

Overlapping local governments in DuPage County, IL

May 26, 2023

Overlapping local governments in DuPage County, IL

dataviz
maps
local govt
r

Local governments in United States generally overlap other local governments. It is so common that many people do not give it a second thought; however, such a situation presents an interesting data visualization problem. How do you demonstrate the complexity of local government borders--both horizontally (where do neighboring cities intersect?) and vertically (which governments overlap a particular city or parcel)? I demonstrate one method using DuPage County, IL as an example.

Illinois Special Districts Per Capita, 2017

January 25, 2023

Illinois Special Districts Per Capita, 2017

dataviz
maps
local govt

 

Florida is dissolving the Reedy Creek Improvement District, home of Disney World. What happens next is anyone’s guess.

April 28, 2022

Florida is dissolving the Reedy Creek Improvement District, home of Disney World. What happens next is anyone’s guess.

local govt
special districts

I recently had the pleasure of writing a blog post for the London School of Economic’s US Centre Blog. It covers a recent controversy about the Reedy Creek Improvement District -- something I have a somewhat unique perspective on as a scholar of local governments and, in particular, special districts. See below for the full text of the post as well as a link to the original.

Horizontal v. Vertical Fragmentation

January 25, 2022

Horizontal v. Vertical Fragmentation

dataviz
maps
local govt

 

Municipal Incorporation in the US, 1789 - 2020

December 7, 2021

Municipal Incorporation in the US, 1789 - 2020

dataviz
maps
cities

I've been collecting data on the earliest date of municipal incorporation for every active municipality in the US. This project is beginning to bear fruit.

The structure of US local governments is often a poor predictor of local economic growth

November 17, 2021

The structure of US local governments is often a poor predictor of local economic growth

local govt
urban
cities

I recently had the pleasure of writing a blog post for the London School of Economic’s US Centre Blog. It covers a recent publication in the *Journal of Urban Affairs* on the implications of local government structure on long-run economic growth in the US metropolitan areas. See below for the full text of the post as well as a link to the original.

Academic Project Management Notion (Update)

July 14, 2021

Academic Project Management Notion (Update)

technology
project management

About a year ago, I wrote a small post about how I use Notion as a project management tool. I didn't really expect it to be as popular as it is, but I also didn't expect myself to change too much about the process either. It was working. Fast forward one, sort of over, but not really pandemic later. Things have certainly changed, sort of. This post is meant to explain some of those changes and to provide a template for anyone who wants to give this a spin.

Special Districts: America’s Shadow Governments

April 22, 2021

Special Districts: America’s Shadow Governments

local govt
special districts

I recently had the pleasure of writing a short blog post for the UIC Government Finance Research Center's blog. The piece is a bit of a short explainer on special districts in the United States and a few fiscal issues that arise. It's by no means comprehensive but part of a broader focus I have on writing more popular or policy focused work on these relatively hidden local governments. Below is the intro (I don't have full re-print rights) and a link to the original.

Municipal Fragmentation in U.S. Metro Areas in 3 Maps

April 16, 2021

Municipal Fragmentation in U.S. Metro Areas in 3 Maps

r
dataviz
maps

Over on Twitter, Dan Immergluck (GSU) asked about what municipal fragmentation in the U.S. at the metropolitan level looked like. I, an expert on local government…

The Price of Residential Street Parking

September 15, 2020

The Price of Residential Street Parking

cities
public finance
data

Cities, broadly, manage a number of public assets with which they provide public services. Some of those services are somewhat passive in the sense that no active labor…

Per Capita Independent Special Districts, 2017

June 16, 2020

Per Capita Independent Special Districts, 2017

dataviz
maps
local govt

 

Academic Project Management using Notion

June 11, 2020

Academic Project Management using Notion

project management
technology

I'm horribly bad at project management. It's not usually something that is specifically taught in graduate school even though it's incredibly important to an academic's professional life. There are many ways to go about this (low tech to super high tech), but the purpose of this post is to explain one tool that I have found incredibly useful and flexible. That tool is Notion (notion.so). Notion can do way more than I am going to explain (see Using Notion as Your Second Brain), but this is how I use it to keep track of writing projects throughout the process of development to publication.

Per Capita General-Purpose Local Governments, 2017

May 16, 2020

Per Capita General-Purpose Local Governments, 2017

dataviz
maps
local govt

 

Per Capita Local Governments, 2017

May 7, 2020

Per Capita Local Governments, 2017

dataviz
maps
local govt

 

April 17, 2020

Speculating on the Impact of COVID-19 on Chicagoland Property Taxes

property tax
public finance

Over on Twitter, I worked through a how the current COVID-19 pandemic might influence property taxes in the Chicagoland region (see below for a link to that thread if you…

How to Desaturate Figures for Publication using R

February 25, 2020

How to Desaturate Figures for Publication using R

dataviz
r

Many academic journals require figures in greyscale. This can be done relatively simply by printing to PDF as greyscale; however, this doesn't give you a) a way to preview what the resulting figure will look like and b) much control over the process of desaturation. If you're making figures in {R}, this process is almost as easy as the more simplistic print to PDF method.

Total Local Governments, 2017

January 31, 2020

Total Local Governments, 2017

dataviz
maps
local govt

 

How I Record Lectures

January 19, 2020

How I Record Lectures

pedagogy
technology

I am teaching online again and that means recording audio lectures. A lot has changed (or I perceive it to have changed) since the last time I did this so I endeavored to find a way to record/edit all my lectures on an iPad Pro. To be clear, I made this harder on myself by restricting everything to be done on an iPad. But I want something reasonably portable in case I need to record on the go.

Custom Coefficient Graphs

December 3, 2019

Custom Coefficient Graphs

dataviz
r

Recently, I was asked by a reviewer to include a large number of regression results in a manuscript I am revising. In my experience, attempting to display more than a few…

Why your sprawling, low-density suburb may be costing your local government money

October 21, 2019

Why your sprawling, low-density suburb may be costing your local government money

local govt
public finance

I recently had the pleasure of writing a blog post for the London School of Economic’s US Centre Blog. It covers a recent publication in Public Budgeting and Finance on the…

MPA/MPP Degrees Conferred

October 15, 2019

MPA/MPP Degrees Conferred

dataviz
teaching

Created in R with ggplot2. Full code and data can be found here. Data from the IPEDS Data Center for CIP 44.04 (MPA) and CIP 44.05 (MPP).

Local Government Overlap

September 23, 2019

Local Government Overlap

dataviz
r
local govt
maps

Local government overlap is calculated similar to Berry (2008) by taking the ratio of all special districts, school districts, and overlapping townships to municipalities…

September 11, 2019

Students Writing Their Own Exam Questions

teaching
pedagogy

Writing good exam questions is hard. If done correctly, the student should have no idea the lengths you went through to write a good set of questions. But maybe they should…

How a type of local government you may have never heard of may be costing you a bit more

March 20, 2019

How a type of local government you may have never heard of may be costing you a bit more

local govt
special districts

I recently had the pleasure of writing a blog post for the London School of Economic’s US Centre Blog. It covers a recent publication in State and Local Government Review on…

Zipf's Law

December 12, 2018

Zipf's Law

r
dataviz
urban
cities

Zipf’s law is a constant curiosity for urban observers. According to the law, the size of a city (i.e. population) is inversely related to the city’s population rank. This…

County Supervisors per 100,000 Residents

November 30, 2018

County Supervisors per 100,000 Residents

r
dataviz
counties
local govt

Created in with ggplot2. The relevant code is below.

Long-Run Metropolitan Economic Growth in the U.S.

July 31, 2018

Long-Run Metropolitan Economic Growth in the U.S.

r
dataviz
cities
urban
maps

Full color, stylized maps created for my working paper on local political fragmentation and economic growth. These three maps examine long-run (1960-2000) growth in…

Canadian City Councilors per 100,000 Residents

July 28, 2018

Canadian City Councilors per 100,000 Residents

r
dataviz
cities
local govt

Created in with ggplot2. Full code and data can be found here.

City Councilors per 100,000 Residents

July 28, 2018

City Councilors per 100,000 Residents

r
dataviz
cities
local govt

Created in with ggplot2. The relevant code is below.

Special District Creation and Dissolution

June 30, 2018

Special District Creation and Dissolution

r
dataviz
special districts

Special district creation and dissolution by year

Maps in R using {urbnmapr}

June 16, 2018

Maps in R using {urbnmapr}

r
dataviz
maps

The Urban Institute has released a new package for mapping state and county data in R, urbnmapr. Their posts can be found here and here. Since I occasionally write about how…

April 18, 2018

Teaching Public Finance with John Oliver

teaching

Ever so often, I teach public finance to graduate students. I have found for many topics it helps to motivate them by providing some “real world” examples (sidenote: I hate…

March 31, 2017

State Collection of Local Government Public Finance Data

data

In a conversation with a few colleagues, the question came up of which states collect public finance data on their respective local governments. Over the years, I have been…

February 14, 2017

Maps in R using library(maps), Update!

r
dataviz
maps

I’ve previously written about how to make simple, print ready maps in R using library(maps). Unfortunately, the more recent versions the county database has some issues with…

January 13, 2015

Property Tax Reliance in U.S. County Areas

property tax
maps

The property tax has a number of desirable properties. State and local governments have been using it in the U.S. forever, and it’s incredibly stable (up to a point, see…

July 11, 2013

Maps in R using library(maps)

r
dataviz
maps

My last few posts have included a large number of maps to visualize the Census of Governments’ organizations data. Rather than using a full fledged GIS program like ArcGIS…

May 23, 2013

Bill Fischel on School Districts

local govt
school districts

Bill Fischel talking about his not so new book Making the Grade: The Economic Evolution of American School Districts. Of most interest, to me at least, is the process by…

June 27, 2012

Thoughts on the Atlanta Transportation Sales Tax

congestion
taxation
transportation

On July 31, voters in Georgia will go to the polls to, among other things, vote on a series of 1% regional sales taxes to fund increased transportation infrastructure. If…

May 16, 2012

Evidence of the Fundamental Law of Traffic Congestion

congestion
highways
transportation

Recently, the Georgia Department of Transportation has begun to allow motorists to use the emergency shoulder on segments of GA-400 as traffic lanes during rush hour. GDOT…

No matching items

    2013-2025 Christopher B. Goodman All content licensed under
    Creative Commons CC BY-SA 4.0

    ORCID 0000-0002-8565-9714

    Made with Quarto View the source at GitHub