edmund brennan, as 2016 voting results by precinct results ... · accurate comparison of...

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Visualizing the Effects of Populaon Growth And Diversificaon on Congressional Polics in Arizona Data Sourcing GIS Shapefiles were United States Department of the Census TIGER Products for the 2000 Census, 2004 Community Survey, 2010 Census, and 2010 Vong Precinct Project. The choice of years for analysis was determined by the availability of public-access shape files and data. At present the United States Census only has vong precincts data covering 2004-2012, and only has equivalent geocoded census data covering 2005 (ACS 5-Year Esmate) and 2010. At this me there are no publically available shape files covering the current vong precincts in Arizona; though many other states make them available for public use, local governments in Arizona provide them only with a commercial license. Data on precinct vong returns was provided by the Arizona Secretary of States Office in raw form and geocoded by the author. Arizona has undergone an explosion of populaon in the last 20 years. Between 2000 and 2010, the populaon grew by 25%, on top of 40% growth between 1990-2000. 1 Before the recession, Arizona was the fastest-growing state in the Union, growing at more than 5% a year. In 2015, the ACS 5-Year Esmate placed Arizona as the 5th-fastest-growing state. 2 The Arizona Sun Corridor between Phoenix and Tucson in 2010 made up 86% of the state populaon and was part of all eight of its congressional districts, with 3 enrely enclosed in the Greater Phoenix Stascal Metropolitan Area. 3 Aſter 2013, Arizona gained a 9th Congressional district, with 5 districts (including the 9th) inside the Phoenix Metropolitan Area. In this context, its relevant to consider whether this significant change was made a difference in shiſting Arizona from its historical identy as a Republican state. Background 1. U.S Department of the Census, “1990 Census: Total Populaon by State”; “2000 Census: Total Populaon by State”, “2010 Census: Total Populaon by State2. U.S Department of the Census, “2015 American Community Survey: Rate of Populaon Change by State3. U.S Department of the Census, “2010 Census: Urban Area by Populaon”; Stascal Metropolitan Area by Populaon4. U.S. Department of the Census, “2010 Census: Populaon by Ethnic IdenficaonImage Credits: Arizona Flag - Wikimedia Foundaon, Open Source .svg Tuſts University Logo --Tuſts University Census Demographic data was associated with TIGER Shapefiles using provided GEOID Keys. GEOIDs were appended to 2000 Census Data where not inially present. Some tracts were not accounted for by due to lack of populaon and are represented in grey. 2004 and 2010 Electoral Returns were acquired in their original format provided by county government electoral commissions. Returns came in two forms: CSVs produced by the Diebold elecon management soſtware, and 128- character alphanumeric strings produced by the ES&S elecon management soſtware. In both cases, the data were separated into discrete columns and each precinct was given a key that matched the keys used in the 2010 Census Redistricng Data Program. Due to missing entries in the 2004 electoral returns not all precincts in the 2004 returns could be given keys and are represented in grey. All analysis of differences between 2010 and 2004 returns was done with missing 2004 entries removed. Methodology Change in Democrat Voter Returns by Proportion of Total Votes More than 75% 50-75% 25-50% 10-25% +- 10% (Negligible) -25 - -10% -50 - -25% -75 - -50% More than –75% Proportion of Census Tract Residents Who Speak Spanish At Home Close Look - Sun Corridor Side-by-Side: Percent Spanish-Speaking Households in Sun Corridor Stascally, new residents of Arizona are younger, more ethnically diverse, and more Democrac than exisng residents. Other major reasons for a shiſt toward Democrac polics include issues such as illegal immigraon, state spending, and economic policy. Arizona between 2004-2010 took hardline stances that may have resulted in loss of support among voters in the north, which tends to be less wealthy and more dependent on state money for naonal parks, while the southwest and southeast are heavily effected by immigraon. In the Sun Corridor, new affordable construcon in the south and luxury construcon in the hills to the north has resulted in shiſts of wealth and populaon away from the urban center. Tucson did not experience this degree of demographic change. Voting Results by Precinct—2004 and 2010 Congressional Elections Service and labor demands have dramacally increased Arizonas populaon of Hispanic and Lano residents, giving it the 3rd largest Mexican-American Populaon, the 4th largest populaon of Hispanic/Lano- Idenfying Residents, and the greatest percentage of Parally-Hispanic/Lano- Idenfying Residents (58%) by populaon in the country. 4 2010 2004 Analysis of precinct-level results indicates that the number of registered voters and votes both increased by a significant degree, with all districts reporng stascally significant populaon growth. Growth was centered in Maricopa (Phoenix), Yavapai (Greater Phoenix), Pima (Tucson), Yuma, and Cochise (Flagstaff) counes. Growth was strongest in the 5th, 6th, and 7th districts which are part of Greater Phoenix and weakest in the 2nd District which includes the Grand Canyon and Lake Mead and few populaon centers. Democrac turnout and victory was higher in 2010 than in 2004 and Democrats won three districts (4, 7, 8; covering Yuma, South Phoenix, and Tucson) as opposed to two (4 & 7) in 2004 More data would need to be publically accessible from older census records to be able to do a full, stascally accurate comparison of precinct-level vong habits in Arizona. This analysis should not be seen as suggesng any causal relaonship between populaon growth and diversity and the changes in precinct vong results, as it was limited by the unavailability or poor quality of historic data sets. More than 80% 60-80% 40-60% 20-40% 0-20% No Data Key Results Republican Democrac No Data Edmund Brennan, AS 2016 GIS 101-01 Intro to GIS May 10th, 2016 Coordinate System: GCS North American 1983; no other projecon used.

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Page 1: Edmund Brennan, AS 2016 Voting Results by Precinct Results ... · accurate comparison of precinct-level voting habits in Arizona. This analysis should not be seen as suggesting any

Visualizing the Effects of Population Growth And

Diversification on Congressional Politics in Arizona

Data Sourcing

GIS Shapefiles were United States Department of the Census TIGER Products for the

2000 Census, 2004 Community Survey, 2010 Census, and 2010 Voting Precinct Project.

The choice of years for analysis was determined by the availability of public-access

shape files and data. At present the United States Census only has voting precincts

data covering 2004-2012, and only has equivalent geocoded census data covering 2005

(ACS 5-Year Estimate) and 2010. At this time there are no publically available shape

files covering the current voting precincts in Arizona; though many other states make

them available for public use, local governments in Arizona provide them only with a

commercial license.

Data on precinct voting returns was provided by the Arizona Secretary of State’s Office

in raw form and geocoded by the author.

Arizona has undergone an explosion of population in

the last 20 years. Between 2000 and 2010, the

population grew by 25%, on top of 40% growth

between 1990-2000.1 Before the recession, Arizona

was the fastest-growing state in the Union, growing at

more than 5% a year. In 2015, the ACS 5-Year Estimate

placed Arizona as the 5th-fastest-growing state.2

The Arizona Sun Corridor between Phoenix and

Tucson in 2010 made up 86% of the state population

and was part of all eight of its congressional districts,

with 3 entirely enclosed in the Greater Phoenix

Statistical Metropolitan Area.3 After 2013, Arizona

gained a 9th Congressional district, with 5 districts

(including the 9th) inside the Phoenix Metropolitan

Area.

In this context, it’s relevant to consider whether this

significant change was made a difference in shifting

Arizona from its historical identity as a Republican

state.

Background

1. U.S Department of the Census, “1990 Census: Total Population by State”; “2000

Census: Total Population by State”, “2010 Census: Total Population by State”

2. U.S Department of the Census, “2015 American Community Survey: Rate of

Population Change by State”

3. U.S Department of the Census, “2010 Census: Urban Area by Population”;

“Statistical Metropolitan Area by Population”

4. U.S. Department of the Census, “2010 Census: Population by Ethnic

Identification”

Image Credits:

Arizona Flag - Wikimedia Foundation, Open Source .svg

Tufts University Logo --Tufts University

Census Demographic data was associated with TIGER Shapefiles using provided GEOID Keys. GEOIDs were appended

to 2000 Census Data where not initially present. Some tracts were not accounted for by due to lack of population

and are represented in grey.

2004 and 2010 Electoral Returns were acquired in their original format provided by county government electoral

commissions. Returns came in two forms: CSVs produced by the Diebold election management software, and 128-

character alphanumeric strings produced by the ES&S election management software. In both cases, the data were

separated into discrete columns and each precinct was given a key that matched the keys used in the 2010 Census

Redistricting Data Program. Due to missing entries in the 2004 electoral returns not all precincts in the 2004 returns

could be given keys and are represented in grey. All analysis of differences between 2010 and 2004 returns was

done with missing 2004 entries removed.

Methodology

Change in Democrat Voter Returns by Proportion of Total Votes More than 75%

50-75%

25-50%

10-25%

+- 10% (Negligible)

-25 - -10%

-50 - -25%

-75 - -50%

More than –75%

Proportion of Census Tract Residents Who Speak Spanish At Home

Close Look - Sun Corridor

Side-by-Side: Percent Spanish-Speaking Households in Sun Corridor

Statistically, new residents of Arizona are younger, more ethnically diverse, and more Democratic than existing residents.

Other major reasons for a shift toward Democratic politics include issues such as illegal immigration, state spending, and

economic policy. Arizona between 2004-2010 took hardline stances that may have resulted in loss of support among voters

in the north, which tends to be less wealthy and more dependent on state money for national parks, while the southwest

and southeast are heavily effected by immigration.

In the Sun Corridor, new affordable construction in the south and luxury construction in the hills to the north has resulted

in shifts of wealth and population away from the urban center. Tucson did not experience this degree of demographic

change.

Voting Results by Precinct—2004 and 2010 Congressional Elections

Service and labor

demands have

dramatically increased

Arizona’s population of

Hispanic and Latino

residents, giving it the 3rd

largest Mexican-American

Population, the 4th

largest population of Hispanic/Latino-

Identifying Residents, and the greatest

percentage of Partially-Hispanic/Latino-

Identifying Residents (58%) by population

in the country.4

2010 2004

Analysis of precinct-level results indicates that the number of registered voters and votes both increased by a

significant degree, with all districts reporting statistically significant population growth. Growth was centered in

Maricopa (Phoenix), Yavapai (Greater Phoenix), Pima (Tucson), Yuma, and Cochise (Flagstaff) counties. Growth was

strongest in the 5th, 6th, and 7th districts which are part of Greater Phoenix and weakest in the 2nd District which

includes the Grand Canyon and Lake Mead and few population centers. Democratic turnout and victory was higher

in 2010 than in 2004 and Democrats won three districts (4, 7, 8; covering Yuma, South Phoenix, and Tucson) as

opposed to two (4 & 7) in 2004

More data would need to be publically accessible from older census records to be able to do a full, statistically

accurate comparison of precinct-level voting habits in Arizona. This analysis should not be seen as suggesting any

causal relationship between population growth and diversity and the changes in precinct voting results, as it was

limited by the unavailability or poor quality of historic data sets.

More than 80%

60-80%

40-60%

20-40%

0-20%

No Data

Key

Results

Republican

Democratic

No Data

Edmund Brennan, AS 2016

GIS 101-01 Intro to GIS

May 10th, 2016

Coordinate System: GCS North American 1983; no other projection used.