Measuring Geographic Noncontiguity in Wisconsin State Legislative Districts

Background

The Wisconsin Supreme Court has accepted a request to take up a case challenging the existing state legislative maps. Petitioners in the lawsuit make several arguments. Some of the arguments ask the court to find that “partisan gerrymandering violates” the state constitution’s “guarantee of equal protection,” as well as “free speech and association rights” and the “Maintenance of Free Government provision.”

Less ambitiously, perhaps, petitioners also argue that the “current legislative districts are unconstitutionally noncontiguous.” This argument, if accepted, could allow the court to throw out the current map without making reference to partisan advantage.

The relevant section of the Wisconsin Constitution is Article IV, Section 4, quoted below in its entirety (emphasis mine):

“[As amended Nov. 1881 and Nov. 1982] The members of the assembly shall be chosen biennially, by single districts, on the Tuesday succeeding the first Monday of November in even-numbered years, by the qualified electors of the several districts, such districts to be bounded by county, precinct, town or ward lines, to consist of contiguous territory and be in as compact form as practicable.”

Likewise, Senate districts are required to be composed of “convenient contiguous territory.”

Every square inch of land in Wisconsin is part of a city, town, or village, and many of those municipalities aren’t contiguous. In 1992, a federal court ruled that “literal contiguity” was not required by the state constitution. The judges wrote, “. . . [F]or the achievement of perfect contiguity and compactness would imply ruthless disregard for other elements of homogeneity; would require breaking up counties, towns, villages, wards, even neighborhoods. If compactness and contiguity are proxies for homogeneity of political interests, so is making district boundaries follow (so far as possible) rather than cross the boundaries of the other political subdivisions in the state.”

In other words, unconnected pieces of the same municipality could be placed into the same Assembly district. The 1992 ruling prioritized keeping municipalities intact over strict geographic contiguity.

In the early 1990s, it was Republicans, not Democrats, arguing for the enforcement of literal contiguity. Now, the roles are reversed. And, of course, the Wisconsin Supreme Court—not the federal district court then or any other federal court—has final authority as to the meaning of the Wisconsin constitution.

How many districts are noncontiguous?

Thus far, the specific contiguity-related statistics I’ve read have all been provided by the petitioners, who maintain that 55 Assembly and 21 Senate districts are noncontiguous. In support, their Memorandum of Law simply links to the legislative district maps provided by the Wisconsin Legislative Technology Services Bureau (see footnotes 1 and 21).

The remainder of this blog post is an explanation of an independent and repeatable method for measuring district contiguity across the state. My calculations yield slightly different results from those provided by the petitioners. While we both identify the same 21 Senate districts as being noncontiguous, I only find 52 Assembly districts with unconnected pieces.

Measuring contiguity

The basic building blocks of the current Assembly map are the census blocks used in the 2020 census. There are 203,059 total census blocks in the state of Wisconsin. Of those, 58,111 are unpopulated. Here’s what the statewide census block map looks like. We would need to zoom way in to clearly see the individual blocks in more populated areas. You can download this GIS file directly from the US Census Bureau here. It’s important to use the official Census Bureau GIS data because they are high quality and complete.

map of 2020 Wisconsin census blocks

Notice the census blocks that just cover water. These aren’t actually assigned to an Assembly district, but everything else is. The files showing which census blocks constitute each state legislative district are available from the Census Bureau here.

They look like this, with a column showing each census block number and another column showing a legislative district assignment. In Wisconsin, this is what a redistricting plan actually looks like.

table showing the first 10 rows of a block-assignment state legislative district file

After joining the Assembly district codes to the census block shapes, we can map all the individual blocks that make up a district. Here is the 18th district, on the west side of Milwaukee and stretching into eastern Wauwatosa. The large square in the center is Washington Park.

See here for more details and access to the source data files.

map showing the 2020 census blocks in the 18th Assembly District

We could conclude that this district is entirely contiguous using the eye-test alone. Sometimes, it’s more difficult to tell. In any case, examining all 132 state legislative districts separately would quickly become tedious. Fortunately, we can also measure this more formally using a set of open-source GIS and network analysis tools.

My code performing this analysis is available here in the files “AnalyzeAssembly.R” and “AnalyzeSenate.R.”

First, I subset all the census blocks in a given district. For each census block, I identify all of its neighboring blocks. Then, I turn that block adjacency list into a graph. Each graph consists of one or more components.

In a fully contiguous graph, such as that of Assembly District 18, there is just 1 component.

adjacency graph of Assembly District 18

The 88th Assembly District, on the other hand, consists of 3 components. In other words, there are 3 sections of AD-88 that don’t touch the other sections.

Adjacency graph of Assembly District 88

Literal islands

Recall that water-only census blocks aren’t assigned to a legislative district. To accommodate actual islands, I allowed the network analysis to identify graph components using the aquatic blocks as connectors, but I do not plot these blocks themselves. For example, here is the adjacency graph for AD-1 (Door County).

Notice that the offshore islands are assigned to component #1, even though they obviously can’t physically touch the mainland. So this district is fully contiguous.

adjacency graph of Assembly District 1

Summary

You can view my adjacency graphs for each Assembly and Senate district here.

Files showing each census block’s district and network-component-within-district are available here. This directory also includes tables summarizing the results of the network analysis for both the Assembly and Senate, along with accompanying documentation.

In total, 52 Assembly districts and 21 Senate districts are noncontiguous. Of those Assembly districts, 41 include some number of residents in at least two unconnected sections, as do 16 of the Senate districts.

The Assembly district with the largest disconnected population is the 47th, to the south of Madison. According to the 2020 census, 3,737 residents live outside the district’s main component. The 47th district also includes the largest number of census blocks outside the main component, both in total (129) and in populated blocks (61).

Adjacency graph of Assembly District 47

Nearby Assembly District 80 contains the largest total number of unconnected components, at 38 (not counting the primary component), although only 418 people live in these areas.

Adjacency graph of Assembly District 80

In the State Senate, district 16 has the largest population living outside the main component (2,282). The 27th Senate district contains the most unconnected components (32).

Overall, the 2020 census shows 7,953 Wisconsin residents living outside the main component of an Assembly district and 4,872 in an unconnected section of a Senate district.

Continue ReadingMeasuring Geographic Noncontiguity in Wisconsin State Legislative Districts

Assembly Bill 415 brings a lot of potential for fair maps, but leaves a key question unanswered

This week, Republicans in the Wisconsin State Assembly introduced a bill purporting to establish independent redistricting in Wisconsin. After amendments, it passed with unified GOP support and 1 Democratic vote on Thursday night.

The rushed legislative process and lack of full, public hearings left many aspects of the legislation ill-understood, and many Democrats criticized the political calculus behind the bill’s abrupt timing.

Setting aside the purported motives of legislators, this blog post will consider the specific aspects of Assembly Bill 415, as ultimately amended.

AB415 outlines a redistricting process similar to the one used in Iowa. Here is a simplified description:

  • The State Legislative Reference Bureau (LRB) draws legislative maps in consultation with an independent redistricting commission. The LRB maps must be drawn without regard for partisan strength and incumbent addresses. They must contain equal populations, meet federal civil rights requirements, be contiguous, compact, preserve municipal boundaries as much as possible, and use locally-drawn wards as their basic buildings blocks (4.007).
  • The legislature must take an up-or-down vote on the LRB maps. They cannot offer any “amendments except those of a purely corrective nature” (p7, l16).
  • If the legislature fails to pass the plan, or the governor vetoes it, the LRB tries drawing the maps again, taking into account the other body’s complaints, so long as those complains are consistent with the LRB’s nonpartisan criteria.
  • The legislature once again votes on the LRB’s new maps, still without the ability to substantively amend them.
  • This process of voting and LRB revision continues until the maps are either passed (and signed by the governor), or until “January 31 of the 2nd year following the federal decennial census” (Amendment 5).

If no LRB plan is passed by this date, the next steps are unclear.

The text of the bill reads, “No plan may be considered and voted on after January 31 of the 2nd year following the federal decennial census.” Elsewhere, the bill states, “’Plan’ means a plan for legislative reapportionment prepared under this subchapter.”

In one reading, this prohibits the legislature from considering an LRB plan after January 30, but it does not prevent them from passing a plan not created by the LRB. Does this mean that the legislature could simply run out the clock on LRB plans, before passing one entirely of their own devising?

Of course, this strategy would probably require one party to control both the legislature and the governor’s office. What if the legislature and/or governor reaches an impasse, and is unable to pass any map, whether derived by themselves or the LRB?

The bill is silent on this scenario. Currently, either a federal court or the state Supreme Court draws maps for the state, if the political branches of the government fail. Presumably, that status quo would remain in effect. But, again, AB415 offers no clarity.

The parts of this bill that deal with the LRB criteria for drawing maps strike me as quite good. They lay out widely accepted criteria for drawing fair maps, using reasonably clear definitions. Maps drawn using that guidance would be genuinely neutral; although, Wisconsin’s asymmetrical political geography would still give Republican an advantage in a 50-50 election year.

For me, the crux of this bill rests with that January 31 deadline. What happens if no LRB plan is passed after that time?

Is it true that the legislature can pass whatever they want at that point? If so, this means that under unified government (as in 2011) either party can gerrymander to their heart’s content. Under divided government (as we have now) a court intervenes, following a process of their own devising.

This is hardly different than the status quo, which put Wisconsin in its current predicament.

The drafters of Amendment 5 appear to have made an important concession. Before that Amendment was passed, the bill allowed the legislature to amend the LRB’s 3rd proposal however they pleased, including replacing it entirely. Obviously, this is unpalatable to the minority party.

Amendment 5 removes the ability of the legislature to substantively amend any LRB plan. But it may replace that ability with a simple deadline, after which the legislature may pass whatever partisan plan it desires.

A better law would clear up this confusion. One option would be specifying that the Wisconsin Supreme Court chooses from among the LRB plans if the January 31st deadline passes unmet. This would go a long way towards removing partisan bias in Wisconsin’s legislative maps.

Continue ReadingAssembly Bill 415 brings a lot of potential for fair maps, but leaves a key question unanswered

Despite lots of construction, Milwaukee still needs more 1-bedroom apartments

New apartment construction in American cities tends toward large buildings with small units, leaving fewer new options for households with more than 2 members.

Complaints abound about the lack of apartments suitable for a family with kids. In Milwaukee, I often hear questions like, “Who is going to live in these?” and “Where will families go?”

The truth is, even the robust growth of studio and 1-bedroom apartments has failed to meet the even more rapid rise in the number of these households. Over the past decade, the city of Milwaukee added around 9,300 1-person households versus about 2,200 new studio or 1-bedroom housing units.

Surely, not all these 1-person households will want to live in a small unit, but judging by current dwelling behavior, many clearly do. The growing gap between potential residents of small units and available inventory is larger than that for any other market segment.

Bigger buildings, smaller units

The next two graphs show annual construction statistics for the Midwest. In 2022, 63% of new apartment units came from buildings of at least 50 units, compared to just 21% in 2005. Apartment buildings with 2-4 units are hardly built anymore. They contributed just 1% of new apartments last year, down from 11% in 2005. Likewise, small apartment buildings with 5 to 9 units contributed 22% of new units in 2005 and just 4% in 2022.

bar plot showing the annual share of multifamily units completed by number of units per building in the midwest region

As apartment buildings have grown larger, units have grown smaller by every measure. Seventy-eight percent of apartments built in 2005 contained at least 2 bedrooms, falling to 50% in 2022.

From 2000-2009, studio apartments made up about 1.5% of annual apartment construction. During the first three years of the 2020s, studios comprised 12.3% of new construction.

In 2005, 28% of new apartments were under 1,000 sq. ft. and 10% were 1,800 sq. ft. or larger. In 2022, 51% of new units were under 1,000 sq. ft. and just 2% were at least 1,800 sq. ft.

bar plot showing the annual share of newly-built apartment units by number of bedrooms in the midwest region

Growing demand for small units

Often, reasons for this dearth of “family-sized” apartments are given from the supply side. Zoning codes often make it hard to build the kinds of small apartment buildings that would fit in residential neighborhoods. Where room allows, bigger buildings are both more profitable. U.S. fire codes require large apartment buildings to be built around a central hallway. These “double-loaded” floor plans limit the number of multi-bedroom apartment units common elsewhere.

In cities like Milwaukee, there is also tremendous demand for small apartment units.

Even as Milwaukee’s population has fallen over the past 50 years, the number of households (or occupied housing units), has remained stable due to the growing number of people living by themselves.

Just over the past decade, the city added 9,300 1-person households and 1,500 2-person households, while losing 11,500 households with 3 or more members.

bar plot showing the number of households by household size in the city of Milwaukee over time

Milwaukee’s housing stock has, overall, not caught up to these changes.

Recent census estimates count about 87,000 single-member households in Milwaukee, compared with an available supply of 52,000 studio or 1-bedroom apartments.

In sharp contrast, Milwaukee holds 23,000 more 2-unit dwellings than 2-person households and 53,000 more 3-unit dwellings than 3-person households. Four-person households are closely matched to the number of 4-bedroom homes, and the number of households with 5 or more members (though shrinking) still outstrips the number of 5+ bedroom houses by about 16,000.

bar plot comparing households by size with housing units have the same number of bedrooms

Of course, households do not match house sizes in the neat way those numbers suggest. Children in large families have always shared bedrooms and small households sometimes want more space. As I began writing this piece, I wondered if the relationship might run in reverse. Perhaps parents have less money to spend, and so wind up in smaller houses, while couples without children might be able to afford the largest houses.

As it turns out, this is not the case. Within the constraints of Milwaukee’s housing supply, people generally wind up choosing homes that closely match their household size.

The most common situation, involving 37% of households, is when the number of bedrooms exactly matches the number of residents. Another quarter of households have one extra bedroom. Fourteen percent have two extra bedrooms, and another 14% have 1 more person than they do bedrooms. Only 9% of households have at least two fewer bedrooms than people.

Forty percent of 1-person households live in either a studio or a 1-bedroom apartment. Another third live in a two-bedroom unit. The modal 2-person household lives in a 2-bedroom unit (41%), and just over half of 3-person households also live in a 3-bedroom home.

More of a mismatch exists for larger families, those with 4 or more members. Half of 4-member households live in a 3-bedroom house, a quarter have 4 or more bedrooms, and another quarter live somewhere with fewer than three.

Among households with 5 or more people, just 9% live in a house with 5 or more bedrooms, reflecting the lack of supply in this category. Large families are still the most likely group to live in one of these uncommonly large houses.

table showing the proportions of households (by size) living with different numbers of bedrooms

In a city like Milwaukee, with little available land for new construction, it comes as no surprise that most new construction is tailored to the only market segment with significant growth—adults without kids, usually living alone. Three-bedroom units abound, albeit primarily in aging housing stock.

The big challenge for builders and policymakers will be figuring out how to build enough smaller units that are appealing and affordable to the growing numbers single-member households. The large apartment buildings that dominate the current construction landscape are an important part of that. Milwaukee also needs to advance strategies like accessory dwelling units and corner quadplexes that accommodate shrinking household sizes in popular, already built-out residential neighborhoods.

Data Note

The Census Bureau does not publish a table counting households by members and bedrooms, so I computed this data from the most recent batch of census microdata. Due to limitations with the dataset, these statistics include Milwaukee County’s north shore suburbs.

Additional statistics are drawn from the 2017-21 American Community Survey, the 2008-12 ACS, decennial censuses from previous years, and the Survey on Construction.

Continue ReadingDespite lots of construction, Milwaukee still needs more 1-bedroom apartments