Randall CountyAmarillo City (South) PUMA, TX

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Population

130,552

1.52% growth

Median Age

35.6


Median Household Income

$65,564

4.68% growth

Poverty Rate

9.58%


Number of Employees

63,738

1.57% growth

Median Property Value

$157,600

3.82% growth

About

Economy

Health

Diversity

Education

Housing & Living

About

In 2017, Randall CountyAmarillo City (South) PUMA, TX had a population of 131k people with a median age of 35.6 and a median household income of $65,564. Between 2016 and 2017 the population of Randall CountyAmarillo City (South) PUMA, TX grew from 128,603 to 130,552, a 1.52% increase and its median household income grew from $62,635 to $65,564, a 4.68% increase.

The population of Randall CountyAmarillo City (South) PUMA, TX is 73.4% White Alone, 20.2% Hispanic or Latino, and 2.75% Black or African American Alone. 12% of the people in Randall CountyAmarillo City (South) PUMA, TX speak a non-English language, and 97% are U.S. citizens.

The largest universities in Randall CountyAmarillo City (South) PUMA, TX are West Texas A & M University (2,102 degrees awarded in 2016).

The median property value in Randall CountyAmarillo City (South) PUMA, TX is $157,600, and the homeownership rate is 69.8%. Most people in Randall CountyAmarillo City (South) PUMA, TX commute by Drove Alone, and the average commute time is 18.5 minutes. The average car ownership in Randall CountyAmarillo City (South) PUMA, TX is 2 cars per household.

About the photo: Austin at Sunset

Photo by Ed Schipul

United StatesTexas

Economy

The economy of Randall CountyAmarillo City (South) PUMA, TX employs 63.7k people. The largest industries in Randall CountyAmarillo City (South) PUMA, TX are Elementary & secondary schools (5,267 people), Restaurants & Food Services (4,352 people), and Construction (4,202 people), and the highest paying industries are Jewelry, luggage, & leather goods stores ($168,736), Engine, turbine, & power transmission equipment manufacturing ($107,771), and Architectural, engineering & related services ($107,581).

Median household income in Randall CountyAmarillo City (South) PUMA, TX is $65,564. Males in Randall CountyAmarillo City (South) PUMA, TX have an average income that is 1.55 times higher than the average income of females, which is $43,128. The income inequality in Randall CountyAmarillo City (South) PUMA, TX (measured using the Gini index) is 0.453, which is lower than than the national average.

Wages

Median Household Income

$65,564

2017 value

± $1,884

4.68%

1 Year Growth

± 3.6%

Households in Randall CountyAmarillo City (South) PUMA, TX have a median annual income of $65,564, which is more than the median annual income of $60,336 across the entire United States. This is in comparison to a median income of $62,635 in 2016, which represents a 4.68% annual growth.

Look at the chart to see how the median household income in Randall CountyAmarillo City (South) PUMA, TX compares to that of it's neighboring and parent geographies.

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Wage by Gender in Common Jobs

$66,688

Average Male Salary

± $9,291

$43,128

Average Female Salary

± $4,653

In 2017, full-time male employees in Randall CountyAmarillo City (South) PUMA, TX made 1.55 times more than female employees.

This chart shows the gender-based wage disparity in the 5 most common occupations in Randall CountyAmarillo City (South) PUMA, TX by number of full-time employees.

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Wage by Race and Ethnicity in Common Jobs

Highest Average Salaries by Race & Ethnicity

  1. Asian

    $76,135 ± $63,514

  2. White

    $49,700 ± $5,374

  3. American Indian

    $47,995 ± $43,305

In 2017 the highest paid race/ethnicity of Randall CountyAmarillo City (South) PUMA, TX workers was Asian. These workers were paid 1.53 times more than White workers, who made the second highest salary of any race/ethnicity.

This chart shows the race- and ethnicity-based wage disparities in the 5 most common occupations in Randall CountyAmarillo City (South) PUMA, TX by number of full-time employees.

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Wage Distribution

0.453

2017 Wage GINI

0.45

2016 Wage GINI

In 2017, the income inequality in Randall CountyAmarillo City (South) PUMA, TX was 0.453 according to the GINI calculation of the wage distribution. Income inequality had a 0.813% growth from 2016 to 2017, which means that wage distribution grew somewhat less even.

The 2017 the GINI for Randall CountyAmarillo City (South) PUMA, TX was lower than than the national average of 0.479. In other words, wages are distributed more evenly in Randall CountyAmarillo City (South) PUMA, TX in comparison to the national average.

This chart shows the number of workers in Randall CountyAmarillo City (South) PUMA, TX across various wage buckets compared to the national average.

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Income by Location

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Highest Median Household Income (Total)

  1. Flower Mound Town & Highland Village City PUMA, TX

  2. Austin City (Northwest) PUMA, TX

  3. Grapevine, Southlake & Colleyville Cities PUMA, TX

In 2017, the PUMA with the highest Median Household Income (Total) in Randall CountyAmarillo City (South) PUMA, TX was Flower Mound Town & Highland Village City PUMA, TX with a value of $131,600, followed by Austin City (Northwest) PUMA, TX and Grapevine, Southlake & Colleyville Cities PUMA, TX, with respective values of $116,092 and $115,108.

The following map shows all of the PUMAs in Randall CountyAmarillo City (South) PUMA, TX colored by their Median Household Income (Total).

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Poverty by Age and Gender

Females 18 - 24

Largest Demographic Living in Poverty

9.58% of the population for whom poverty status is determined in Randall CountyAmarillo City (South) PUMA, TX (12.2k out of 128k people) live below the poverty line, a number that is lower than the national average of 13.4%. The largest demographic living in poverty are Females 18 - 24, followed by Males 18 - 24 and then Females 25 - 34.

The Census Bureau uses a set of money income thresholds that vary by family size and composition to determine who classifies as impoverished. If a family's total income is less than the family's threshold than that family and every individual in it is considered to be living in poverty.

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Poverty by Race and Ethnicity

Largest Race or Ethnicity Living in Poverty

  1. White

    10,435 ± 784

  2. Hispanic

    4,249 ± 518

  3. Black

    760 ± 267

The most common racial or ethnic group living below the poverty line in Randall CountyAmarillo City (South) PUMA, TX is White, followed by Hispanic and Black.

The Census Bureau uses a set of money income thresholds that vary by family size and composition to determine who classifies as impoverished. If a family's total income is less than the family's threshold than that family and every individual in it is considered to be living in poverty.

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Occupations

Employment by Occupations

63.7k

2017 Value

1.57%

1 Year growth

± 1.57%

From 2016 to 2017, employment in Randall CountyAmarillo City (South) PUMA, TX grew at a rate of 1.57%, from 62.8k employees to 63.7k employees.

The most common job groups, by number of people living in Randall CountyAmarillo City (South) PUMA, TX, are Elementary & middle school teachers (2,528 people), Registered nurses (1,973 people), and Cashiers (1,615 people). This chart illustrates the share breakdown of the primary jobs held by residents of Randall CountyAmarillo City (South) PUMA, TX.

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Most Common

The most common jobs held by residents of Randall CountyAmarillo City (South) PUMA, TX, by number of employees, are Elementary & middle school teachers (2,528 people), Registered nurses (1,973 people), and Cashiers (1,615 people).

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Most Specialized

Compared to other pumas, Randall CountyAmarillo City (South) PUMA, TX has an unusually high number of residents working as Railroad conductors & yardmasters (8.82 times higher than expected), Locomotive engineers & operators (6.97 times), and Miscellaneous extraction workers, including roof bolters & helpers (5.36 times).

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Highest Paid

The highest paid jobs held by residents of Randall CountyAmarillo City (South) PUMA, TX, by average salary, are Physicians & surgeons ($278,466), Environmental scientists & geoscientists ($143,482), and Miscellaneous engineers, including nuclear engineers ($141,363).

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Industries

Employment by Industries

63.7k

2017 Value

1.57%

1 Year growth

± 1.57%

From 2016 to 2017, employment in Randall CountyAmarillo City (South) PUMA, TX grew at a rate of 1.57%, from 62.8k employees to 63.7k employees.

The most common employment sectors for those who live in Randall CountyAmarillo City (South) PUMA, TX, are Elementary & secondary schools (5,267 people), Restaurants & Food Services (4,352 people), and Construction (4,202 people). This chart shows the share breakdown of the primary industries for residents of Randall CountyAmarillo City (South) PUMA, TX, though some of these residents may live in Randall CountyAmarillo City (South) PUMA, TX and work somewhere else. Census data is tagged to a residential address, not a work address.

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Most Common

The most common industries in Randall CountyAmarillo City (South) PUMA, TX, by number of employees, are Elementary & secondary schools (5,267 people), Restaurants & Food Services (4,352 people), and Construction (4,202 people).

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Most Specialized

Compared to other pumas, Randall CountyAmarillo City (South) PUMA, TX has an unusually high number of Ordnance (20.8 times higher than expected), Rail transportation (6.02 times), and Animal slaughtering & processing (3.71 times) industries.

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Highest Paying

The highest paying industries in Randall CountyAmarillo City (South) PUMA, TX, by average salary, are Jewelry, luggage, & leather goods stores ($168,736), Engine, turbine, & power transmission equipment manufacturing ($107,771), and Architectural, engineering & related services ($107,581).

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Domestic Trade

Domestic Production & Consumption

Domestic production and consumption consists of products and services shipped from Texas to other states, or from other states to Texas.

Top Domestic Production in Dollars

  1. Fuel oils

    $282B

  2. Gasoline

    $216B

  3. Mixed freight

    $159B

In 2015, the top outbound Texas product (by dollars) was Fuel oils with $282B, followed by Gasoline ($216B) and Mixed freight ($159B).

The following chart shows the share of these products in relation to all outbound Texas products.

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Domestic Trade Growth

Showing data for Texas state.

$1.97T

2015 Value

$2.8T

Projected 2045 Value

42.1% growth

In 2015, total outbound Texas trade was $1.97T. This is expected to increase 42.1% to $2.8T by 2045.

The following chart shows how the domestic outbound Texas trade is projected to change in comparison to its neighboring states.

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Interstate Trade

Interstate trade consists of products and services shipped from Texas to other states, or from other states to Texas.

Most Common Trade Partners

  1. Louisiana

    $85.7B

  2. Oklahoma

    $53.4B

  3. California

    $34.5B

In 2015, the top outbound Texas domestic partner for goods and services (by dollars) was Louisiana with $85.7B, followed by Oklahoma with $53.4B and California and $34.5B.

The following map shows the amount of trade that Texas shares with each state (excluding itself).

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Health

87.4% of the population of Randall CountyAmarillo City (South) PUMA, TX has health coverage, with 54.9% on employee plans, 8.6% on Medicaid, 10% on Medicare, 12.4% on non-group plans, and 1.41% on military or VA plans.

Per capita personal health care spending in the puma of Randall CountyAmarillo City (South) PUMA, TX was $6,998 in 2014. This is a 5.06% increase from the previous year ($6,661).

Primary care physicians in Randall CountyAmarillo City (South) PUMA, TX see 1670 patients per year on average, which represents a 0.12% decrease from the previous year (1672 patients). Compare this to dentists who see 1790 patients per year, and mental health providers who see 1012 patients per year.

Comparing across all counties in the state, Cass County has the highest prevalence of diabetes (14.5%). Additionally, Angelina County has the highest prevalence of adult obesity (39.6%)

Patient to Clinician Ratios

Data is only available at the state level. Showing data for Texas.

1,670 to 1

Patient to Primary Care Physician Ratio

Primary care physicians in Texas see an average of 1,670 patients per year. This represents a 0.12% decrease from the previous year (1,672 patients).

The following chart shows how the number of patients seen by primary care physicians has been changing over time in Texas in comparison to neighboring states.

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Behavioral Health Conditions

Data only available at the state level.

State with the Highest Prevalence

  1. West Virginia

    8.26% of the population affected

  2. Arkansas

    8.13% of the population affected

  3. New Hampshire

    7.98% of the population affected

In 2016, West Virginia had the highest prevalence of adults with major depressive episode, with 8.26% of the population affected. The second highest is Arkansas (8.13%), followed by New Hampshire (7.98%).

The following map shows the percent of individuals with major depressive episode by state over multiple years.

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Access and Quality

Data only available at state level.

Most prevalent states

  1. Mississippi

    19.2% of adults

  2. Texas

    17.9% of adults

  3. Louisiana

    17.6% of adults

In 2016, Mississippi had the highest prevalence of adults who haven't seen a doctor in the past 12 months due to cost, at 19.2%. It is followed by Texas (17.9%) and Louisiana (17.6%).

The following map shows the prevalence of adults who haven't seen a doctor in the past 12 months due to cost by state over multiple years.

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Health Care Spending

Data is only available at the state level. Showing data for Texas.

$6,998

Total Per Capita Spending on Personal Health Care 

$4,696

Per Enrollee Private Health Insurance Spending on Personal Health Care

$7,273

Per Enrollee Medicaid Spending on Personal Health Care

$11,895

Per Enrollee Medicare Spending on Personal Health Care

Between 2013 and 2014, all personal health care spending per capita in Texas (including private, Medicare, and Medicaid) grew 5.06%, from $6,661 to $6,998.

The following chart shows how this spending changed over time in comparison to Medicaid, Medicare, and private insurance spending, per enrollee.

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Health Care Coverage

12.6%

Uninsured

54.9%

Employer Coverage

8.6%

Medicaid

10%

Medicare

12.4%

Non-Group

1.41%

Military or VA

Between N/A and 2016, the percent of uninsured citizens in Randall CountyAmarillo City (South) PUMA, TX stayed by NaNk% from N/A% to 12.6%.

The following chart shows how the percent of uninsured individuals in Randall CountyAmarillo City (South) PUMA, TX changed over time compared with the percent of individuals enrolled in various types of health insurance.

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Health Risks

Data available at the county level.

Most at risk counties

  1. Cass County

    14.5% prevalence

  2. Nacogdoches County

    14.4% prevalence

  3. San Augustine County

    14.3% prevalence

Cass County has the highest prevalence of diabetes in Texas, at 14.5%.

The following map shows the prevalence of diabetes in Texas by county over multiple years.

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Diversity

Randall CountyAmarillo City (South) PUMA, TX is home to a population of 131k people, from which 97% are citizens. As of 2017, N/A% of Randall CountyAmarillo City (South) PUMA, TX residents were born outside of the country (N/A people).

The ethnic composition of the population of Randall CountyAmarillo City (South) PUMA, TX is composed of 95.9k White Alone residents (73.4%), 26.3k Hispanic or Latino residents (20.2%), 3.6k Black or African American Alone residents (2.75%), 2.18k Two or More Races residents (1.67%), 1.91k Asian Alone residents (1.46%), 517 American Indian & Alaska Native Alone residents (0.396%), 103 Native Hawaiian & Other Pacific Islander Alone residents (0.0789%), and 90 Some Other Race Alone residents (0.0689%).

The most common foreign languages spoken in Randall CountyAmarillo City (South) PUMA, TX are Spanish (11,562 speakers), Arabic (417 speakers), and Chinese (Incl. Mandarin, Cantonese) (330 speakers).

Age

Age by Nativity

35

Median Native-Born Age

± 0.2

38

Median Foreign-Born Age

± 2.5

In 2017, the median age of all people in Randall CountyAmarillo City (South) PUMA, TX was 35.6. Native-born citizens, with a median age of 35, were generally younger than than foreign-born citizens, with a median age of 38. But people in Randall CountyAmarillo City (South) PUMA, TX are getting getting older. In 2016, the average age of all Randall CountyAmarillo City (South) PUMA, TX residents was 36.

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Heritage

Foreign-Born Population

N/A%

2017 Foreign-Born Population

N/A people

4.76%

2016 Foreign-Born Population

6.12k people

As of 2017, N/A% of Randall CountyAmarillo City (South) PUMA, TX residents (N/A people) were born outside of the United States, which is approximately the same as the national average of 13.7%. In 2016, the percentage of foreign-born citizens in Randall CountyAmarillo City (South) PUMA, TX was 4.76%, meaning that the rate has been maintaining.

The following chart shows the percentage of foreign-born residents in Randall CountyAmarillo City (South) PUMA, TX compared to that of it's neighboring and parent geographies.

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Global Diversity

Most Common Origin

  1. Mexico

    3,134 ± 1,358 people

  2. Iran

    383 ± 480 people

  3. Iraq

    305 ± 428 people

In 2017, the most common birthplace for the foreign-born residents of Randall CountyAmarillo City (South) PUMA, TX was Mexico, the natal country of 3,134 Randall CountyAmarillo City (South) PUMA, TX residents, followed by Iran with 383 and Iraq with 305.

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Citizenship

97%

2017 Citizenship

97.2%

2016 Citizenship

As of 2017, 97% of Randall CountyAmarillo City (South) PUMA, TX residents were US citizens, which is higher than the national average of 93.1%. In 2016, the percentage of US citizens in Randall CountyAmarillo City (South) PUMA, TX was 97.2%, meaning that the rate of citizenship has been decreasing.

The following chart shows US citizenship percentages in Randall CountyAmarillo City (South) PUMA, TX compared to that of it's neighboring and parent geographies.

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Race and Ethnicity

Most Common

  1. White Alone

    95.9k ± 90

  2. Hispanic or Latino

    26.3k ± 1.09k

  3. Black or African American Alone

    3.6k ± 278

In 2017, there were 3.64 times more White Alone residents (95.9k people) in Randall CountyAmarillo City (South) PUMA, TX than any other race or ethnicity. There were 26.3k Hispanic or Latino and 3.6k Black or African American Alone residents, the second and third most common racial or ethnic groups.

The following bar chart shows the 8 races and ethnicities represented in Randall CountyAmarillo City (South) PUMA, TX as a share of the total population.

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Non-English Speakers

Most Common Languages

  1. Spanish

    11,562 speakers (9.47%)

  2. Arabic

    417 speakers (0.342%)

  3. Chinese (Incl. Mandarin, Cantonese)

    330 speakers (0.27%)

12% of Randall CountyAmarillo City (South) PUMA, TX citizens are speakers of a non-English language, which is lower than the national average of 21.8%. In 2017, the most common non-English language spoken in Randall CountyAmarillo City (South) PUMA, TX was Spanish. 9.47% of the overall population of Randall CountyAmarillo City (South) PUMA, TX are native Spanish speakers. 0.342% speak Arabic and 0.27% speak Spanish, the next two most common languages.

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Military

Veterans

Most Common Service Period

  1. Vietnam

    2,787 ± 296

  2. Gulf War (2001-)

    2,106 ± 368

  3. Gulf War (1990s)

    1,425 ± 329

Randall CountyAmarillo City (South) PUMA, TX has a large population of military personnel who served in Vietnam, 1.32 times greater than any other conflict.

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Education

In 2016, universities in Randall CountyAmarillo City (South) PUMA, TX awarded 2,102 degrees. The student population of Randall CountyAmarillo City (South) PUMA, TX is skewed towards women, with 4,343 male students and 5,558 female students.

Most students graduating from Universities in Randall CountyAmarillo City (South) PUMA, TX are White (1,350 and 64.2%), followed by Hispanic or Latino (428 and 20.4%), Unknown (123 and 5.85%), and Black or African American (97 and 4.61%).

The largest universities in Randall CountyAmarillo City (South) PUMA, TX by number of degrees awarded are West Texas A & M University (2,102 and 100%).

The most popular majors in Randall CountyAmarillo City (South) PUMA, TX are Other Multidisciplinary Studies (179 and 8.52%), General Business Administration & Management (177 and 8.42%), and General Studies (138 and 6.57%).

The median tuition costs in Randall CountyAmarillo City (South) PUMA, TX are $N/A for private four year colleges, and $4,989 and $6,105 respectively, for public four year colleges for in-state students and out-of-state students.

Concentrations

Most Common

  1. Registered Nursing

    108 degrees awarded

  2. Other Multidisciplinary Studies

    176 degrees awarded

  3. General Studies

    138 degrees awarded

In 2015, the most common concentation for Bachelors Degree recipients in Randall CountyAmarillo City (South) PUMA, TX was Registered Nursing with 108 degrees awarded.

This visualization illustrates the percentage of students graduating with a Bachelors Degree from schools in Randall CountyAmarillo City (South) PUMA, TX according to their major.

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Universities

West Texas A & M University

Largest Universities by degrees awarded

2,102 degrees awarded

$4,989

Median In-State Public

$N/A

Median Private

In 2016, the Randall CountyAmarillo City (South) PUMA, TX institution with the largest number of graduating students was West Texas A & M University with 2,102 degrees awarded.

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Student Gender for Common Institutions

804

Degrees Awarded to Men

1,298

Degrees Awarded to Women

In 2016, 804 men were awarded degrees from institutions in Randall CountyAmarillo City (South) PUMA, TX, which is 0.619 times less than the 1,298 female students who received degrees in the same year.

This chart displays the gender disparity between the institutions in Randall CountyAmarillo City (South) PUMA, TX by degrees awarded.

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Student Race and Ethnicity

Most Common Student Race or Ethnicity

  1. White

    1,350 degrees awarded

  2. Hispanic or Latino

    428 degrees awarded

  3. Unknown

    123 degrees awarded

In 2016 the majority of degrees awarded at institutions in Randall CountyAmarillo City (South) PUMA, TX were to White students. These 1,350 degrees mean that there were 3.15 times more White students then the next closest race/ethnicity group, Hispanic or Latino, with 428 degrees awarded.

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Housing & Living

The median property value in Randall CountyAmarillo City (South) PUMA, TX was $157,600 in 2017, which is 0.724 times smaller than the national average of $217,600. Between 2016 and 2017 the median property value increased from $151,800 to $157,600, a 3.82% increase. The homeownership rate in Randall CountyAmarillo City (South) PUMA, TX is 69.8%, which is higher than the national average of 63.9%. People in Randall CountyAmarillo City (South) PUMA, TX have an average commute time of 18.5 minutes, and they commute by Drove Alone. Car ownership in Randall CountyAmarillo City (South) PUMA, TX is approximately the same as the national average, with an average of 2 cars per household.

Income

Household Income

Please note that the buckets used in this visualization were not evenly distributed by ACS when publishing the data.

$65,564

Median Household Income

± $1,884

49.1k

Number of Households

± 1,455

In 2017, the median household income of the 49.1k households in Randall CountyAmarillo City (South) PUMA, TX grew to $65,564 from the previous year's value of $62,635.

The following chart displays the households in Randall CountyAmarillo City (South) PUMA, TX distributed between a series of income buckets compared to the national averages for each bucket. The largest share of households have an income in the $75k - $100k range.

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Housing

Property Value

$157,600

2017 Median

± $2,739

$151,800

2016 Median

± $2,797

In 2017, the median property value in Randall CountyAmarillo City (South) PUMA, TX grew to to $157,600 from the previous year's value of $151,800.

The following charts display, first, the property values in Randall CountyAmarillo City (South) PUMA, TX compared to it's parent and neighbor geographies and, second, owner-occupied housing units distributed between a series of property value buckets compared to the national averages for each bucket. In Randall CountyAmarillo City (South) PUMA, TX the largest share of households have a property value in the $125k - $150k range.

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Property Taxes

$3k+

Average Range

This chart shows the households in Randall CountyAmarillo City (South) PUMA, TX distributed between a series of property tax buckets compared to the national averages for each bucket. In Randall CountyAmarillo City (South) PUMA, TX the largest share of households pay taxes in the $3k+ range.

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Rent vs Own

69.8%

2017 Homeownership

68.8%

2016 Homeownership

In 2017, 69.8% of the housing units in Randall CountyAmarillo City (South) PUMA, TX were occupied by their owner. This percentage grew from the previous year's rate of 68.8%.

This percentage of owner-occupation is higher than the national average of 63.9%. This chart shows the ownership percentage in Randall CountyAmarillo City (South) PUMA, TX compared it's parent and neighboring geographies.

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Transportation

Car Ownership

2 cars

Average Number

The following chart displays the households in Randall CountyAmarillo City (South) PUMA, TX distributed between a series of car ownership buckets compared to the national averages for each bucket. The largest share of households in Randall CountyAmarillo City (South) PUMA, TX have 2 cars, followed by 3 cars.

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Commute Time

18.5 minutes

Average Travel Time

Using averages, employees in Randall CountyAmarillo City (South) PUMA, TX have a shorter commute time (18.5 minutes) than the normal US worker (25.1 minutes). Additionally, 1.59% of the workforce in Randall CountyAmarillo City (South) PUMA, TX have "super commutes" in excess of 90 minutes.

The chart below shows how the median household income in Randall CountyAmarillo City (South) PUMA, TX compares to that of it's neighboring and parent geographies.

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Commuter Transportation

Most Common Method of Travel

  1. Drove Alone

    84.7%

  2. Carpooled

    9.7%

  3. Worked At Home

    2.98%

In 2017, the most common method of travel for workers in Randall CountyAmarillo City (South) PUMA, TX was Drove Alone (84.7%), followed by those who Carpooled (9.7%) and those who Worked At Home (2.98%).

The following chart shows the number of households using each mode of transportation over time, using a logarithmic scale on the y-axis to help better show variations in the smaller means of commuting.

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