Tuesday, March 31, 2015

Thoughts About a New Jail Part I: Selected Violent Crime, Arrest, Jail Statistics for WA and selected cities

Recently, we have a debate going on in Bellingham and Whatcom County over whether to finance a new jail and what kind of new jail and offender treatment programs to finance. Bellingham and Whatcom County WA are constituted by unlikely combinations of dreamers, humanists, entrepreneurs, individualists, old boys, and (sometimes) schemers. Nobody really agrees upon much politically, which makes every important political decision a big discussion. And we attract people (myself included) who like to discuss. 

Clearly, the population and the various city councils want more discussion on whether or not to use the last 2/10s  of 1% of our state allotted fire and safety sales tax revenue  to build the new jail. There are lots of opinions and lots of people complaining that they don't have enough data. In this blog post, I try to provide more data.  Personally, I am confused as to whether support a new jail or not. I think the old one really does needs to be replaced as a safety issue. Whether funding for Restorative Justice as advocated in Whatcom County by the Reentry Coalition will work to stop crime, I do not know.  But I believe the principles of Restorative Justice are worth considering and I am very impressed by the idealism and compassion of the the advocates of the Restorative Justice movement.

For years, my native city of Oakland, CA has poured hundreds of millions of dollars each year from their general fund and other monies into police department and city jail; fighting what is often a pitched war against narcotics trafficking and the social results of narcotics trafficking. The battle never seems to have  a winner, just brief respites.  A brief respite in Oakland ( a city of 400K ) means 60 - 80 homicides a year. Full pitched casualties in a year of battle delineated by automatic gunfire means 150 - 160 homicides.  To give you some example of what that war feels like to civilians: In 2013, the state of WA (pop then 6.8M) had only 129 homicides.  When you grow up inside such a war, you hear gunfire on a weekly basis. You know what it is like to be shot at with automatic gunfire.  You see guns, drugs, and gang presences frequently enough to know where to walk and at what risk level when. People you know personally  or just those in your neighborhood get shot and die.

Jailing people is not very .... Bellingham. We are an educated, liberal community with progressive, humanist, and sympathetic dreams and pretensions. We have the longest running anti-war protest in the country. We believe in moving toward the light.  And, in truth, even though I am grizzled survivor of an east Oakland youth, I wouldn't be here if I didn't believe in searching for the light as well. It's an easy call to ask for more police and jails.  Sometimes it is necessary. Sometimes it just militarizes society and engages the cartels. Here are some of my (ambivalent) thoughts on this issue and results of about one week of  my spare time in data analysis. I was rushed for time before tonight's council meeting so some error corrections and additions may be necessary. R Code is here.


When I think about how I want Bellingham to grow and what kind of city I want to live in I think about two distinct sets of cities.

Set A = Long Beach CA, Oakland CA, Tacoma WA
Set B = San Francisco CA, Seattle WA, Vancouver BC

The cities in Set A all have robust shipping and rail industries. The cities in Set B all have robust financial and high tech industries. Set A has generally higher crime rates and narcotics trafficking while Set B has lots of employment and exorbitant housing prices. Although the cities in Set A are generally smaller than the cities in Set B, what strikes me about a comparison between these cities is how much more resources and business investment has been pumped into thoughtful, well-planned downtown development for the cities in Set B. This comparison causes me to conclude that both economic growth and public safety increase with downtown revitalization. The question is then: Does economic stimulus decrease crime more or as much as investments in public safety infrastructure?

Comparing cities is difficult, but necessary when we want to model our own growth and development path in Bellingham. But the FBI and the WASPC warn about using their crime data to do urban cross comparisons.  I choose mostly WA cities for the comparisons below. The comparisons have Y scales that use either (a) total volume of violent crime or (b) per capita yearly rates of violent crime. Because of a change in data collection (UCR vs. NIBRS - for which I could find no translation algorithm), I used UCR data for crime up until 2012. NIBRS categories are apparently incompatible with UCR. Since the system has spent the last two years switching over, I will have to cover NIBRS statistics in another post.  Click to enlarge the graphs.

Seattle vs Oakland

The charts below come from three different sources of data[123]. For notes on this data see [4, 5]. Oakland and Seattle have similarly sized populations, however Seattle currently has a much larger city and police budget. [67].  The two cities have not had a comparable amount of violent crime since the early '90s. While Oakland has had fluctuation in violent crime since the early 90s, Seattle violent crime rate has been trending lower for over 20 years. Recently, the two cities are farther apart both in volume and per capita rates of violent crime than any point since 1985. We can speculate about the causes, but most would point that some of the advantages of booming high tech industry, gentrification, and rising property values are a wealthier, more involved and more resourced population. Although it is an easy remark to say that Seattle is much less racially and ethnically diverse than Oakland, it is probable that Seattle's population has been in the process of becoming more diverse simultaneous with its 20 year decrease in crime.

In addition, vast parts of King County have seen increases in wealth and employment in the past ten years. WASPC provided 2014 statistics currently show that King County 'Jail Capacity' (2593) currently exceeds its 'Average Daily Population(inmate)' (2031). More on jail capacity at the end of this post.

Adding 'lowess' (e.g. a classic  and popular least square regression routine) smoothing lines to the two cities show Oakland on a bumpy roller coaster ride of crime waves vs Seattle's steady descent over the last two decades.

Bellingham vs. Yakima, Redmond, Bellevue

Bellingham and Yakima are very comparable cities by population. Both cities are geographically isolated from other cities similarly sized or larger. Their respective counties (Yakima and Whatcom) have some similarities in industry and agricultural profile although Yakima county has a much greater poverty rate and more racially diverse population than Whatcom County. Yakima has greater amounts of violent crime both in volume and per capita. Over the last twenty or so years, Bellingham's highest yearly totals in violent crime are comparable to Yakima's lowest totals.  That being said, per capita statistics show Bellingham and Yakima's violent crime rate tracking much closer since 2000, largely due to a drop in Yakima's violent crime levels.

Redmond (55K) and Bellevue (126K)  are two 'east side' King County cities whose high tech, high finance profiles probably differentiate them in any economic comparison from Bellingham or Yakima. Both Redmond and Bellevue have lower per capita violent crime rates than either Bellingham or Yakima.  Violent crime rates in both Redmond and Bellevue appear to be tracking downward over time. As in the Seattle/Oakland comparison, once is tempted to remark that if there are tradeoffs to be made in city development, one can only criticize gentrification and high housing prices so much.  It should be noted that because of high tech hiring in Seattle's east side, cities like Redmond, Bellevue, Issaquah, Sammanmish contain very high Asian and Indian populations. Unlike Oakland (or perhaps Yakima), Seattle 'east side' does not suffer as strong correlation between race and /or  poverty and crime.   In all of these sets of comparisons, I am immediately struck by the value of education, wealth and high tech employment in creating public safety as a side effect of economic growth. Bellevue, for example, often has lower amounts of violent crime yearly than Bellingham, despite having 45K  plus more residents.

Arrest Data

The total number of arrests in WA state has been plunging since 2007 for the state as a whole and much earlier for King, Whatcom, and Yakima counties. I was unable to find contacts in OFM WA who could explain to me the large scale drop in arrests. More analysis would be needed to determine whether an aging population, increasing immigration (e.g. 'ex urbanization'), changes in public safety expenditure or some other factors correlate to this largely statewide decrease in arrest levels. Wikikpedia, The Atlantic, BJS  have articles which discuss the complexities of the  decrease in violent crime in America over the last 20 years. [8, 9, 10]

Jail Population

Jail resources have travel distance limitations which prevent them from being shared economically. There is a difference  of 2,897 beds between the Design Capacity and the Average Daily Population of all facilities in WA that hold prisoners. That same vector gives a us a shortage of 799 beds for those facilities whose Average Daily Population exceeds their Design Capacity. Both Skagit and Whatcom County are remarkable for this 'over booked' state. I believe we currently task Snohomish to hold prisoners that would be legally overbooked here in Whatcom. We could legitimately ask whether or not Whatcom County would hold Skagit County overbookings if we built a larger jail than they have planned to build now.

1 comment:

Doctors From Hell said...

Read what whatcom county sheriff's department allowed to happen to my seven year old granddaughter, they should have investigated a stranger for saying he was having my granddaughter sleepover in his apartment, instead of arresting me and making up a story I assaulted a dentist from british columbia who turned out to be an infamous canadian criminal who stole gold from air canada, yet the state never told me. No prosecutor should have ever brought charges against a grandfather who did nothing but tell the deputy to go and find his granddaughter. No judge should ever be allowed to manipulate and lie to a jury to protect his relative to take responsibility away from whatcom county for leaving our child in a worse case scenario, we still do not know where our child slept that night. You impeached my son's testimony for his daughter yet you didn't give me the chance to impeach the testimony of the gold robber, depriving me of my sixth and 14th amendment right to cross-examine, due process and a fair trial. The stranger, his two relatives and the gold robber who assaulted me and the deputy who hid the strangers statement and allowed this to happen, all think they got away with it thanks to the whatcom county court system, but like cream, truth always rises. It's not the first time whatcom county sheriff's department left a child in the hands of perpertrators. see.. Lewis v. Whatcom County 2007 Sheriff Elfo and Judge Elich know what they did, whatcom county should investigate and correct this injustice.