Category: Data

Two things I don’t like about TIF expenditures in Chicago

Chicago Cityscape's TIF Projects map

I built a map of most Chicago TIF projects that you can filter on the fly. Type in any keyword, alderman’s name, or neighborhood and the map will re-center and zoom to the results.

1. Millions of dollars ($14.4 to be exact) has been or will be given to rich corporations, like Home Depot, to build massive stores with huge roofs and parking lots far away from where people live so everyone has to drive there. It’s highly unlikely they don’t mitigate stormwater runoff (except through temporary storage in a retention pond) or treat any of the water on site, contributing to local flooding and clogged pipes.

According to the project descriptions, property tax payers in these four TIF districts have partially subsidized the construction of over 1,903 car parking spaces and the associated ills of expansive asphalt areas and motorized traffic.

2. A massive subsidy was approved – $96 million – for McCaffery Interests’s Lakeside development on the former U.S. Steel South Works plant to build a mixed-use tower of 250 apartments in an area that has weak transit access and will take decades to fully fill out. We should instead be spending this kind of money building housing in already developed parts of the city (where there’s already amenities, or infrastructure for amenities – the Rezko land comes to mind).

What’s interesting about the Lakeside TIF project approval is that the containing TIF district, “Chicago Lakeside Development Phase 1”, has collected zero property tax revenue because there is no property in it!

Trolley on the future Lake Shore Drive

A tour bus drivers on the Lakeside development. Photo by Ann Fisher.

There are some projects I like, though. TIF has been used frequently to build affordable housing, housing for seniors, and housing for people who need assistance. 78 out of 380 projects mention the word “affordable”.

The City Hyde Park building, designed by Studio Gang Architects, will have 20% of its residential units designated as “affordable”, for families (of varying sizes) earning up to 60 percent of the area median income. The city standard is 10 percent but developers are also able to pay an “in lieu” fee so they don’t have to build the affordable units and instead can offer those units at market rates.

Other projects have a majority of affordable units.

Who are the top property owners in Cook County

235 West Van Buren Street

There are several hundred condo units in the building at 235 W Van Buren Street, and each unit is associated with multiple Property Index Numbers (PIN). Photo by Jeff Zoline.

Several people have used Chicago Cityscape to try and find who owns a property. Since I’ve got property tax data for 2,013,563 individually billed pieces of property in Cook County I can help them research that answer.

The problem, though, is that the data, from the Cook County combined property tax  website, only shows who receives the property tax bills – the recipient – who isn’t always the property’s owner.

The combined website is a great tool. Property value info comes from the Assessor’s office. Sales data comes from the Recorder of Deeds, which is another, separately elected, Cook County government agency. Finally, the Treasurer’s office, a third agency, also with a separately elected leader, sends the bills and collects the tax.

The following is a list of the top 100 (or so) “property tax bill recipients” in Cook County for the tax years 2010 to 2014, ranked by the number of associated Property Index Numbers.

Many PINs have changed recipients after being sold or divided, and the data only lists the recipient at its final tax year. A tax bill for Unit 1401 at 235 W Van Buren St was at one time sent to “235 VAN BUREN, CORP” (along with 934 other bills), but in 2011 the PIN was divided after the condo unit was sold.

Of the 100 names, DataMade’s new “probablepeople” name parsing Python script identified 13 as persons. It mistakenly identified eight names as “Person”, leaving five people in the top 100.

The actual number is closer to 90, arrived at by combining 5 names that seem to be the same (using OpenRefine’s clustering function) and removing 5 “to the current taxpayer” and empty names. You’ll notice “Altus” listed four times (they’re based in Phoenix) and Chicago Title Land Trust, which can help property owners remain private, listed twice (associated with 643 PINs).

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Links between Emanuel’s campaign donors and their building projects

The Tribune called out Emanuel’s appearance at a press conference as an endorsement of a locally-designed skyscraper (Studio Gang and bKL Architecture) to be built by Wanda, a Chinese development company – it has yet to receive any approval. Photo: Ted Cox, DNAinfo.

The Chicago Tribune reviewed the campaign contributions of Mayor Rahm Emanuel’s top donors and linked each donor to how it does business with Emanuel or the city. The article overall discussed how easy it is for Rahm to raise more money than what’s probably necessary to be elected a second time.

The Tribune graciously provided this data as a simple table which I’ve republished here in order to add links to building permit information from Chicago Cityscape. The website I’ve developed lists company and person names in an immediately searchable form. Currently there are over 90,000 companies, architects, and property owners that have received a building permit since 2010. Use the Illinois Sunshine database to find out who’s contributing to whom in the Chicago election.

Note: You’ll see “listed under [many] names” for several companies; this indicates that the Chicago building permit database uses different spellings, or the company has changed their name.

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Neither the article nor this table are meant to indicate any wrongdoing – campaign donations are public and it’s common to receive them from companies that do business in Chicago. It’s the extent that the donation appears to pay for favors or favoritism over other donors (which may be competing companies), or what’s right, that determines when immorality becomes an issue (a connection that’s hard to demonstrate).

Working with ZIP code data (and alternatives to using sketchy ZIP code data)

1711 North Kimball Avenue, built 1890

This building at 1711 N Kimball no longer receives mail and the local mail carrier would mark it as vacant. After a minimum length of time the address will appear in the United States Postal Service’s vacancy dataset, provided by the federal Department of Housing and Urban Development. Photo: Gabriel X. Michael.

Working with accurate ZIP code data in your geographic publication (website or report) or demographic analysis can be problematic. The most accurate dataset – perhaps the only one that could be called reliably accurate – is one that you purchase from one of the United States Postal Service’s (USPS) authorized resellers. If you want to skip the introduction on what ZIP codes really represent, jump to “ZIP-code related datasets”.

Understanding what ZIP codes are

In other words the post office’s ZIP code data, which they use to deliver mail and not to locate people like your publication or analysis, is not free. It is also, unbeknownst to many, a dataset that lists mail carrier routes. It’s not a boundary or polygon, although many of the authorized resellers transform it into a boundary so buyers can geocode the location of their customers (retail companies might use this for customer tracking and profiling, and petition-creating websites for determining your elected officials).

The Census Bureau has its own issues using ZIP code data. For one, the ZIP code data changes as routes change and as delivery points change. Census boundaries needs to stay somewhat constant to be able to compare geographies over time, and Census tracts stay the same for a period of 10 years (between the decennial surveys).

Understanding that ZIP codes are well known (everybody has one and everybody knows theirs) and that it would be useful to present data on that level, the Bureau created “ZIP Code Tabulation Areas” (ZCTA) for the 2000 Census. They’re a collection of Census tracts that resemble a ZIP code’s area (they also often share the same 5-digit identifiers). The ZCTA and an area representing a ZIP code have a lot of overlap and can share much of the same space. ZCTA data is freely downloadable from the Census Bureau’s TIGER shapefiles website.

There’s a good discussion about what ZIP codes are and aren’t on the GIS StackExchange.

Chicago example of the problem

Here’s a real world example of the kinds of problems that ZIP code data availability and comprehension: Those working on the Chicago Health Atlas have run into this problem where they were using two different datasets: ZCTA from the Census Bureau and ZIP codes as prepared by the City of Chicago and published on their open data portal. Their solution, which is really a stopgap measure and needs further review not just by those involved in the app but by a diverse group of data experts, was to add a disclaimer that they use ZCTAs instead of the USPS’s ZIP code data.

ZIP-code related datasets

Fast forward to why I’m telling you all of this: The U.S. Department of Housing and Urban Development (HUD) has two ZIP-code based datasets that may prove useful to mappers and researchers.

1. ZIP code crosswalk files

This is a collection of eight datasets that link a level of Census geography to ZIP codes (and the reverse). The most useful to me is ZIP to Census tract. This dataset tells you in which ZIP code a Census tract lies (including if it spans multiple ZIP codes). HUD is using data from the USPS to create this.

The dataset is documented well on their website and updated quarterly, going back to 2010. The most recent file comes as a 12 MB Excel spreadsheet.

2. Vacant addresses

The USPS employs thousands of mail carriers to delivery things to the millions of households across the country, and they keep track of when the mail carrier cannot delivery something because no one lives in the apartment or house anymore. The address vacancy data tells you the following characteristics at the Census tract level:

  • total number of addresses the USPS knows about
  • number of addresses on urban routes to which the mail carrier hasn’t been able to delivery for 90 days and longer
  • “no-stat” addresses: undeliverable rural addresses, places under construction, urban addresses unlikely to be active

You must register to download the vacant addresses data and be a governmental entity or non-profit organization*, per the agreement** HUD has with USPS. Learn more and download the vacancy data which they update quarterly.

Tina Fassett Smith is a researcher at DePaul University’s Institute of Housing Studies and reviewed part of this blog post. She stresses to readers to ignore the “no-stat” addresses in the USPS’s vacancy dataset. She said that research by her and her colleagues at the IHS concluded this section of the data is unreliable. Tina also said that the methodology mail carriers use to identify vacant addresses and places under change (construction or demolition) isn’t made public and that mail carriers have an incentive to collect the data instead of being compensated normally. Tina further explained the issues with no-stat.

We have seen instances of a relationship between the number of P.O. boxes (i.e., the presence of a post office) and the number of no-stats in an area. This is one reason we took it off of the IHS Data Portal. We have not found it to be a useful data set for better understanding neighborhoods or housing markets.

The Institute of Housing Studies provides vacancy data on their portal for those who don’t want to bother with the HUD sign-up process to obtain it.

* It appears that HUD doesn’t verify your eligibility.

** This agreement also states that one can only use the vacancy data for the “stated purpose”: “measuring and forecasting neighborhood changes, assessing neighborhood needs, and measuring/assessing the various HUD programs in which Users are involved”.

I’ve got property tax data for Chicago Cityscape

Wrigley Field Ahead of a Seemingless Meaningless Game, September 2011

Wrigley Field is an old baseball stadium in Chicago’s Lakeview neighborhood. Photo by Dan X. O’Neil

1. Licensed Chicago Contractors, my website that tracks what developers and the city are proposing to build or demolish in your neighborhood, is now called Chicago Cityscape.

2. I’m grateful to Ian Dees who helped me get property tax data for 2009-2013 for over 1.4 million PINs (property identification numbers) in Cook County.

I’m going through various parts of the property tax data and figuring out how to integrate it with Chicago Cityscape. The first time Ian got the data I found out I didn’t tell him to get the right PINs. I think I’ve fixed that now.

As part of this process I’m checking properties somewhat randomly, based on the permits I’m browsing. I most recently viewed a Wrigley Field building permit at 1060 W Addison Street – for a Zac Brown concert – so I searched its PIN and how much the property is “worth”. Here goes:

Year Amount Billed Assessed Value
2013 $1,517,665.09 $8,049,996
2012 1,498,971.03 8,049,996
2011 1,493,002.47 8,865,636
2010 1,489,160.89 8,865,636
2009 1,360,673.45 10,613,423

Notice how the assessed value dropped over $2 million from 2009 to 2010. And even though it had three unique assessed values, the annually changing tax rate adjusted the amount billed. You can see this information on the Cook County Property Info portal.