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In Which I Reopen Wounds, or, Examining Boston through the Coakley-Brown Race

by: jeffmd

Thu Apr 01, 2010 at 9:51 PM EDT


David and the rest of the SSP crew have been kind enough to give me a soapbox here, and I think I'll be starting a series on breaking down large jurisdictions through the lens of some election.

Having gotten my hands on precinct data for the city for both 2008 and the 2010 Special, I thought I'd continue to examine the disparities between Obama's and Coakley's respective performances.

As you can see on the map, the geographic central core of the city, Roxbury and Mattapan, remained strong with little dropoff from Coakley to the Obama. Jamaica Plain, Allston/Brighton, and Back Bay - all strong Obama areas as well - showed slightly greater drop-offs. Even greater drop-offs were noticeable in the already swingy areas of the city, such as West Roxbury, Dorchester, Charlestown, and Southie. McCain won only 3 precincts throughout the entire city's 254; Brown increased that to 33.

Putting this statewide perspective, we get this:

Again looking at the map, South Boston was pretty darn brutal for Coakley, with Brown scoring 60%+ in several precincts. Many people (including one Stephen Lynch) indicated particular hostility for Coakley in the neighborhood. She did get destroyed here, but was it any worse than how badly she got destroyed across the rest of the state?

I think not. Sidenote: I'm defining "South Boston" the same way the Boston City Council does, that is, all nine precincts in Ward 6 and precincts 1-7 in Ward 7.

In 2008, in the 16 precincts constituting "South Boston" (or Southie), Obama beat McCain by a margin of 3,100 votes, or roughly 59-39. In 2010, Coakley lost by a margin of 1,500 votes, or roughly 43-56. Overall, this was a 16.0% swing; this is somewhat worse than that 15.31% swing experienced by Coakley across the state.

But, despite my election-night model assuming so, Coakley didn't experience a uniform dropoff. Instead, dropoffs are quite correlated with how well Obama performed in the area was to begin with. (This makes sense - Democratic strongholds are likely to remain so, while swingy areas in which Obama did well might have been particularly receptive to Republicans in a close election.)

Throwing this up on a graph (with Coakley's dropoff on the vertical axis and Obama's margin on the horizontal), we get:


You'll see a few outliers here: the point at the origin you can throw out - that's Boston Precinct 01-15, which last had a voter in 2004. The correlation on that is 0.83 0.816, suggesting quite a strong relationship.

Taking the geekery to the next level, I busted out the extraordinarily helpful Stata (how academic of you, my SPSS-using friends tell me...):


For those who are less of statistics nerds than I am, the regression tells us two main things:
  • For every point increase in Obama's margin in a voting unit (precincts within Boston, towns elsewhere), we can expect Coakley's performance relative to Obama's to improve by 0.14%.
  • For a hypothetical voting unit that was exactly tied between Obama and McCain, we should expect a 17% swing away from Coakley.

Applying this to South Boston, we see that there isn't really a pattern: some precincts had drop-offs more than to be expected, others had less.

There really isn't much a discernible pattern here, again, supporting the conclusion that while Southie didn't like Martha, they didn't indicate their dislike for her through their votes more than the rest of the state did.

This can all be represented visually as well:

The last benefit of getting the Boston data was I could finish results of the Senate Race by CD. As we'd already known, they weren't pretty, but here's the results table just as a freebie:

jeffmd :: In Which I Reopen Wounds, or, Examining Boston through the Coakley-Brown Race
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Wow, she lost Barney Frank's district.


Ouch.
Though there's a lot of pink/purple territory in the middle part of MA-04. At one end is Brookline/Newton, at the other end is New Bedford/Fall River and the relatively Dem-friendly towns between them.  

36, M, Democrat, MD-03

[ Parent ]
Correlation?
In the article, you state that the correlation coefficient (r) was 0.83, but you give the r^2 as 0.6651, which would indicate an r of 0.8155. . . Am I missing something?

You're right.
I just did the calculation again, it's 0.81553...

Thanks.


[ Parent ]
Hmmm....
I expected to see better proof of my pet theory about Coakley being crushed by low non-white turnout. (I know, reductionist and a dangerous thing to say...hear me out...)

Two things jumped out at me:

1. Coakley lost Lowell, barely won Worcester and Holyoke, and had much smaller than usual margins in Fall River, New Bedford, and Springfield. Other than Lowell (large SE Asian population), the non-white populations of those cities (mostly Hispanic, specifically Puerto Rican, the most uniformly Democratic of all Hispanic subgroups - Springfield also has a sizable African-American community) usually are nearly unanimous for Democrats, when they turn out. The white populations of these cities are more willing to vote Republican.

2. Coakley did just fine in towns that consisted mostly of white liberals. Famed strongholds Newton and Brookline; wealthy Metrowest towns like Lexington, Lincoln, and Concord; Five Colleges towns and Berkshire and Franklin County towns out west; and the Vineyard and Outer Cape.

Both these things suggest that the turnout for this election was far whiter than 2008, 2006, or 2004.  

36, M, Democrat, MD-03


Turnout numbers support that as well
One of the cities with the highest dropoff from its presidential numbers was Lawrence, which is heavily hispanic.

28, Unenrolled, MA-08

[ Parent ]
Yeah
It just occurred to me that such a low-turnout trend wouldn't be reflected if you just looked at percentages in Roxbury or Mattapan, or the most non-white precincts in Worcester or Springfield or Lowell.

Those Boston maps do indicate (if they are representative of the state as a whole, which they may not be) that it wasn't that Brown did better among those communities in Mass than McCain did.  

36, M, Democrat, MD-03


[ Parent ]
I Should Mention Randolph
They look an outlier. Fairly sizable non-white population. Coakley did just fine there.

Of course, that's a fairly prosperous suburb so it makes sense that it's voting patterns are more like Concord's and less like, say, Lawrence's.

Whoever's redrawing the Congressional map should figure out which district needs this particular town most as it's easily the best town in the vicinity for Team Blue.


36, M, Democrat, MD-03


[ Parent ]
Yeah, it would have been interesting
to see some turn-out numbers of minorities in Boston. I know that people say the Machine failed to turn out blacks, and I would've liked to see how much turn-out was down in black precincts versus white precincts and so on.

Bearing that in mind, it's still an awesome analysis. Maps are awesome and I also use STATA :P

http://mypolitikal.com/


[ Parent ]
Thanks for the suggestions!
I might incorporate racial data and then see where we can go from that.

[ Parent ]
And thanks for the STATA pics.
Now I am interested in the program!

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28, New Democrat, Female, TX-03 (hometown CA-26)


[ Parent ]
Awesome Work
I just wanted to say that.

Where'd the Boston data come from? I've been working on a "redraw Mass" diary and knowing only how Boston as a whole went (I've got town-by-town for 2008-Pres and 2010-Senate Special) wasn't super useful.  

36, M, Democrat, MD-03


[ Parent ]
Boston actually posts their stuff on their website...
I'll work with Dave to get this incorporated into the DRA.

[ Parent ]
New Bedford and Fall River
also have large Portuguese populations. I believe those are counted as Hispanic? Of course, many of the Portuguese people there are immigrants and hence one of the most machine-controlled groups out there.

21, dude, RI-01 (registered) IL-01 (college)
please help Japan. click "donate funds" in upper right and then "Japan Earthquake and Pacific Tsunami." http://www.redcross.org/


[ Parent ]
Apparently Not
I wasn't sure, so I looked it up. Sez Wikipedia re: New Bedford...

At the 2000 census, there were 93,768 people... The racial makeup of the city was "officially" 78.86% White, 4.39% African American, 0.62% Native American, 0.65% Asian, 0.05% Pacific Islander, 9.51% from other races, and 5.92% from two or more races. Hispanic or Latino of any race were 10.21% of the population. The ethnic makeup of the city is estimated to be 38.6% Portuguese, 9.1% French, 8.0% Cape Verdean, 7.9% Irish, 7.3% English, and 7.1% Puerto Rican.

Obviously there's not a compete apples/apples comparison between wherever this estimate came from and the census data. But if the Portuguese community were to be counted as Hispanic, one of those figures would have to be off by a factor of nearly four.

I'm not sure how the Cape Verdeans are counted though. Cape Verde is an island off the coast of Africa that was a Portuguese colony for a long time. There are actually more people of Cape Verdean in the USA than in Cape Verde, and New England, specifically in a belt from Providence to Cape Cod, is where the greatest concentration of them are found.  

36, M, Democrat, MD-03


[ Parent ]
Yeah
I'm from Prov and there are a ton of Cape Verdeans. I feel like they would be counted as black. they don't have the same skin tone as people from subsaharan Africa but I got the impression from many Cape Verdeans that I went to school with that they personally identify as black.

21, dude, RI-01 (registered) IL-01 (college)
please help Japan. click "donate funds" in upper right and then "Japan Earthquake and Pacific Tsunami." http://www.redcross.org/


[ Parent ]
Hard to tell
Cape Verde had a greater white population than other Portugese colonies in Africa like Angola and Mozambique, but on the other hand it was still majority-African.

Also, it had more of a plantation industry (for sugar) than the other Portugese colonies, and this may have reduced miscegenation, which was quite common elsewhere. In fact in the seventeenth century the Portugese used to describe Angola as, "the places where sons are brown and grandsons black."

But to add additional complications, the Portugese did not go by the one-drop rule used in the US South. Black and white wasn't an absolute category division - the more white blood you had, the more socially acceptable you tended to be. So this raises the questions of:

a) What sort of Cape Verdeans emigrated? Plantation slaves (probably mostly sub-Saharan African ancestry)? Plantation owners (probably mostly Portguese ancestry)? Local merchants and the like (much more of a mixture)? and
b) Whether Massachusetts' Cape Verdeans define ethnicity according to American or Portugese norms.


[ Parent ]
interesting about
US having more Cape Verdeans than Cape Verde though. wow! does any other country have that kind of immigration?

21, dude, RI-01 (registered) IL-01 (college)
please help Japan. click "donate funds" in upper right and then "Japan Earthquake and Pacific Tsunami." http://www.redcross.org/


[ Parent ]
the number of Irish-Americans
exceeds the population of Ireland, I think.

[ Parent ]
A few other ethnic groups do it too
There are a few more Scottish- and Norwegian-Americans than Scots in Scotland or Norwegians in Norway. And surveys in the past have shown English-Americans outnumbering the English, although these days most people won't bother using the English- qualifier.

[ Parent ]
Cape Verde
Learning little details like that makes me love this site even more.

[ Parent ]
White Working Class
Hi! I'm new here and I've gotta say this is some of the best analysis I've seen of the MA special on any website.

I noticed that the "common denominator" of the areas where Coakley did particularly poorly in relation to Obama was the presence of a large base of white, working-class Democrats. Southie, Charlestown, West Roxbury, East Boston, and parts of Dorchester have a lot of these voters who had been voting the party line since JFK but flipped to Brown. This was also the case in many of the outer cities where Coakley ran poorly--Lowell, Worcester, Fall River, Quincy, Haverhill, and even Springfield to a degree.

I don't know who it was, but someone had a great diary right before the election on the 2008 primary and the parts of the state that went for HRC and Obama. These working-class, Catholic, white ethnic voters (think Boston Irish) were the core of Hillary's support and generally reliable blue votes, but are more conservative than suburban (CD-7, Ed Markey's district) and college-town liberals that backed Obama and stayed strong for Coakley.

It will be very interesting to see in the future whether this bloc of voters returns to voting 60-40 for Democrats, or remains attainable for moderate GOPers like Brown.

20, CD MA-03/NH-01/MA-08


[ Parent ]
Depends on the Election
A large number of these voters you're talking about have been voting for Republican gubernatorial candidates in some elections for years. It's not uncommon for one large bloc of normally Dem voters decide they dislike the Dem nominee enough to vote for the Republican - the yuppies abandoned Silber for Weld, while the lunch pail types went for Celucci over Harshbarger four years later.

They have by and large been unwilling to vote to send Republicans to Capitol Hill, in the context of an increasingly uniformly hard-right and Southernized Republican caucus and national GOP.

This sort of compartmentalization happens in states that lean strongly in one direction all the time. You can see the reverse process with Democratic governors in Kansas and Wyoming.  

My own pet theory about what transpired in January was that there was, unlike most elections, only one place on the ballot to register discontent with a whole host of things from Obama to Patrick to all the various scandal-plagued Beacon Hill players.



36, M, Democrat, MD-03


[ Parent ]
Can you explain the last table ?
...what the heck is a CD ? Why is Worcester there more than once ?

CD = Congressional District
I hope that also answers your second question.

[ Parent ]
CD=Congressional district
Worcester refers to Worcester County which is split between CDs 1, 2, 3, and 5.

21, dude, RI-01 (registered) IL-01 (college)
please help Japan. click "donate funds" in upper right and then "Japan Earthquake and Pacific Tsunami." http://www.redcross.org/


[ Parent ]
It Depresses Me
It was my home county, and Scott Brown cleaned up there. I told everyone from back home "You didn't (most of them, anyway) fall for this agenda when Bush and Cheney were peddling it; why on earth does it look so good to you now?" Based on the extremely unscientific metric of Facebook friends from those parts who are "fans" of Brown, it didn't work very well.

At least he didn't carry Worcester itself.

Maybe it'd have worked if I had been the nominee. Of course, I'd have had to raise funds and, well, not lived in Maryland. But I'd have been glad to shake as many hands at a hockey game in Fenway Park in January as it took.


36, M, Democrat, MD-03


[ Parent ]
This pretty much says it all for me...
I don't like to cite Texts From Last Night too much, but...
(978): Is it bad that I voted for Scott Brown because I want to fuck him?
(1-978): Nah. I did too.

*facepalm


[ Parent ]
*headdeskbang*


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28, New Democrat, Female, TX-03 (hometown CA-26)


[ Parent ]
Nausea
So wrong, on so many levels.

I hope these aren't fellow gay men, though I strongly suspect that one or both of them are.  

My response would have been "Yes, it is. And, BTW, U just gave me an Old Orchard Beach-level case of shrinkage. Thx a lot."  

36, M, Democrat, MD-03


[ Parent ]
Note to Non-New Englanders
Old Orchard Beach, Maine. Really cold ocean water, even in August.  

36, M, Democrat, MD-03

[ Parent ]
Yeah...
we are too enticed by attractive men. it's such a huge weakness. at least Brown got smashed in Provincetown and (I think, hard to tell from the map) the South End.

21, dude, RI-01 (registered) IL-01 (college)
please help Japan. click "donate funds" in upper right and then "Japan Earthquake and Pacific Tsunami." http://www.redcross.org/


[ Parent ]
Arnold... *headdeskbangagain*
Though now I am thinking that Arnold has been a mixed blessing for the California Democratic Party, in that he (with some help from Bush and the obstructionist state legislative Repubs) has helped turn California into a solid Dem state for at least a generation if not two. Were Angelides the incumbent when the economy imploded, it would be the Democratic brand in the state that would be hurting big time right about now, and California would have returned to being a swing state (and possibly strong GOP again were it not for the massive minority population). Had Davis survived the recall, he would have been barred from running in 06 so I don't know how we'd be had he still been governor, though I imagine the D brand still would have been hurting.

My blog
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28, New Democrat, Female, TX-03 (hometown CA-26)


[ Parent ]
Thanks for this
I still have to write up my Massachusetts Republican gerrmander, which has been sitting on my hard drive for well over a month.

But I hadn't thought to work out Brown-Coakley numbers for the current districts. I shall have to integrate these numbers into the diary when I finally finish it.


Future format suggestion
It would be easier to get to other diaries on the front page if you had more "below the fold".

Actually
There are always 15 posts on the front page of SSP, no matter how long they are. Long diaries don't "push" anything off the FP, just as short diaries don't make any extra room.

Since we didn't have a ton of posts yesterday, we felt that bringing everything above the fold on this post was appropriate.


[ Parent ]
Heh.
And as someone getting a Ph.D. in statistics, I'm wondering why you didn't use R instead of Stata.  :-)


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