Home Local Politics IMPORTANT SPECIAL ELECTION (April 18th, Prince William County): An Interesting Case Study

IMPORTANT SPECIAL ELECTION (April 18th, Prince William County): An Interesting Case Study


by pdxbuckeye, cross posted from Daily Kos. Originally posted on The Full Slate Project.


Taking a break from my usual data posts about any given House of Delegates seat in Virginia to take a look at the special election taking place for the Prince William County Clerk of Courts race.

Those of you that have followed my writing these past few months know that I am deeply concerned about and laser focused on state legislative races. That is due to a few important reasons:

  • The state legislatures wield immense power specifically enumerated in the Constitution of the United States. The can call for a Convention of States to propose any changes to our Constitution and they can ratify any proposed changes discharged from said convention. This power is what created our Constitution in the first place.
  • The Republican currently control all legislative bodies in 31 states. If they flip just 24 more state legislative seats they will have complete control of all legislative bodies in 38 states. Once they hit that number they can propose AND ratify any changes to the constitution they like. I detail that process in this post: Protect our Rights by Protecting our Constitution
  • I firmly believe that state legislative races are among the most important races for building the party. They are the most local seats that have expressly enumerated powers in the Constitution. They serve as a pivot point between national and local politics. We have not regarded these races as important for far too long, last cycle we did not contest 1,479 state legislative seats. That means we did not ask to represent 117,000,000 constituents.


Fair question. Because, thanks to wonderful gerrymandering, Prince William County has portions of 8 Virginia House of Delegates districts. As near as I can tell, most of the candidates for the House of Delegates are using this Special Election to prime the pump on their field operations and are rallying around Democratic Candidate for Clerk of Courts Jacqueline Smith. Before I go on, let me post her campaign information for those that want to chip and help out for a race happening right now:

Jacqueline Smith Campaign Website



I am not a Virginian, I know a bit about the lay of the land, but I don’t know it like the Virginians that write at Blue Virginia do, so here is just some of what they have to say about the importance of Prince William County. From their post written by on of the House of Delegates candidates Ken Boddye, Stand Up, Fight Back: Prince William (Virginia) Clerk of the Circuit Court Special Election

– The Prince William Area is one of the most populous and wealthy in the state, yet the clerk’s office hasn’t even bothered to answer phone calls from citizens in years. Worse yet, partisan politics were in play as folks did or did not get service based on who they were.

– Prince William County has long-since been a bellwether. A win here can set the tone for the rest of the 2017 campaign season not only in PWC, but in the entire state. In fact, the race is already getting statewide attention.


Interesting question. I know some of you have been waiting for the data, well here it comes. Beyond regarding state legislative seats as particularly important, the more candidates in the field the better performance you see in any election. It is just a fact and looking at the 2015 data makes this clear as day. We need to wend through a few more charts than usual for the point to be made, but I think it is a rather informative journey. First off the basics.


  • Active Registered Voters: 227,243
  • Total Votes Cast Clerk Race: 62,215 (32,417 R against 29,798 D)
  • Republican Margin of Victory: 2,619
  • # House of Delegates Districts: 8
  • Districts: District 2, District 13, District 31, District 40, District 50, District 51, District 52 and District 87
  • House of Delegates Votes Cast: 59,285 (33,029 R against 26,256 D)

Democrats fielded a candidate in each House of Delegates race except District 51 last cycle. Not running in that race likely impacted the outcome of the Clerk of Courts race in 2015. Before we speculate about that, let’s take a look at the facts on the ground.

This first chart shows share of Active Voters each House District in Prince William County contained. Right away you will notice that District 51 has the largest share of voters of the House districts in Prince William County.

In terms of precinct count per district here are those numbers.

  • District 2 = 11 precincts
  • District 13 = 15 precincts
  • District 31 = 19 precincts
  • District 40 = 5 precincts
  • District 50 = 8 precincts
  • District 51 = 20 precincts
  • District 52 = 19 precincts
  • District 87 = 3 precincts
  • Prince William County Total = 100 precincts

The next graphic is a bar chart shows the partisan vote share for the House of Delegates races in 2015. You will notice that District 51 has a huge Did Not Vote population. That is untapped votes left on the table for certain. I have followed this chart immediately with the results for the Clerk of Courts race so you can easily make a visual comparison. Don’t sweat it too much though, there will be some charts coming that even more clearly demonstrate the impact of not fielding a candidate in every HoD race.

So, when I first started doing this, I thought comparing these charts side by side would be more revealing. They are interesting, but not as telling as I thought. With that in mind, I started digging into vote margins. That is where it got interesting, and quickly.

Since the Republicans currently hold the Clerk of Courts seat, these margins are based on Republican outcomes. That means anything above zero represents a margin of victory for the Republican candidate among that particular set of HoD district voters. Anything below zero represents a Democratic win in those areas.

The thing that jumps out at me right away is that the District 51 margin for the HoD seat is more than 8,000 votes greater than the margin for the Clerk race. That is telling evidence that not running in that race probably cost us. But there are ways to look at this that are even more compelling.

I know, I know, the Republicans did not run a candidate in District 52, so why no commentary on that? Well, I do not care what they do, IF they run someone there this time I will dig into it more, but otherwise hopefully they don’t challenge in even more races this cycle!

The next bar chart has the same two data points in the chart above. In addition I added the difference between the Total Democratic Votes cast in each race. So for example the District 51 bar tallies up to 6,118 votes because there were 6,118 votes cast for the Democrat for Clerk of Courts and zero for HoD race.

Aside from the Democratic difference between the two races being double the margin of victory for the Republican in the Clerk race, it is notable that all of the other contested seats see very nominal differences in margins versus difference in Democratic vote totals. That connotes a stable set of circumstances across the contested district precincts in Prince William County.

The final chart is based on some educated speculation about what we are seeing in the above data. Knowing that contested races actually return a fairly stable set of conditions I made some estimates on what would have likely happened had there been a Democratic candidate running in District 51 last cycle. Spoiler Alert: we would have an incumbent Democrat in this Clerk of Courts seat.


There are a lot of sophisticated statistical modelling that can be done to extrapolate potential outcomes. I tend to rely on the simplest measures. While I cannot prove a negative, since there was no candidate we can’t know what the outcome might have been. That said, this type of speculation can prove instructive for future strategic planning.

I calculate that if a Democrat had run last cycle they would have brought in 10,749 votes. I arrived at that figure by averaging the results of Republican and Democratic votes in each contested House District (3,517 and 3,170 respectively) and then divided the Democratic vote average per district by the Republican vote. That gave me a figure of 90%.

Then I simply multiplied the Republican vote total for House District 51 by 90% to arrive at that 10,749 figure.

From there I made the same calculation between Democratic House votes in contested races and Democratic Clerk votes. That yielded dividing an average of 3,061 votes cast per House District for the Clerk seat in contested districts by the 3,170 Democratic average House of Delegates votes. That boosted the vote total from 6,118 to 10,380 votes. More than enough to win the election.

Before you raise the point that Republican vote would have gone up to had there been a contested seat, I agree, however, the fact remains that no matter what the republican vote total ends up being, my methodology would still key the Democratic vote total in that House District to 90% of the Republican vote. That means if the Republican vote count increased, so would the Democratic vote. So holding the republican vote constant does not effect the outcome of these estimates in any meaningful way.

Without further ado, here is the final bar chart.

As you can see, with those estimates District 51 falls right within the norms of the surrounding contested districts now. Given that, the current Clerk of Courts would be the Democrat in that race, even though it would have been likely the Democrat lost the house race.


A Clerk of Courts race can seem like small potatoes. That said, this Prince William County seat sits at a pivotal electoral location in the state. If they can get this county organized as well as can be Democrats should be able to leverage dominance in Prince William County into stability in controlling statewide races in the future, including the presidential contests. Prince William County really is one of the keys to Virginia, with 8 house districts in play this fall, all with Democratic candidates contesting these races already, this Clerk of Courts race can be the electoral shot heard round the country in beginning to turn the red tide across state legislatures back.

In the end, the lesson is each of these races matter, and the more candidates we field, even if they lose, their entry into the fray may yield positive electoral results elsewhere. We must try and run a full slate of candidates, we must contest every race.

Let’s fight for this Clerk of Courts seat and and then turn the Virginia House of Delegates blue this fall.


  • DISTRICT 2 – Jennifer Carroll Foy and Josh King
  • DISTRICT 13 – Andrew Adams, Steven Jansen, Mansimran Kahlon, and Danica Roem
  • DISTRICT 31 – Elizabeth Guzman and Sara Townsend
  • DISTRICT 40 – Donte Tanner
  • DISTRICT 50 – Lee Jin Carter
  • DISTRICT 51 – Ken Boddye
  • DISTRICT 52 – Delegate Luke Torian
  • DISTRICT 87 – Delegate John Bell

There are links in each of those posts to candidate websites and Facebook pages.



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