gis research report
TRANSCRIPT
The Demographics of Brooklyn, New York
Introduction
This in-depth look at Brooklyn, New York visualizes many of the borough’s demographics to
display general trends within the borough and allow data comparison between other NYC
boroughs. A small variety of data have been displayed to provide an insight as to what visualizing
the rest of the boroughs’ demographic data accomplish in providing various working sectors within
the city with valuable information. This demographic analysis of Brooklyn is not meant to create a
certain viewpoint but to simply display data to allow easy access and understanding of borough
demographics. Parties interested in acquiring this data may include, but are not limited to, regional,
private, non-profit; and public sector agents seeking specific information for real estate or business
investments; entrepreneurial activities; public facility and public transportation placement and
construction, observing income inequalities; allowing for observing what income levels have access
to affordable, healthy food; etc. Data is also made available for international or non-regional
investors, students and professors working on research reports, etc., and information may be used to
compare New York City to other cities’ demographics. The final map provides one example of what
the availability of this data can do in observing borough and city-wide trends in comparison to
public facility locations.
Geographic Definitions
Census Tracts: These are statistical subdivisions with populations usually around 4,000 but that
may also range between 1,200 to 8,000 people,. Their purpose is to provide a relatively stable and
more precise geographic unit (as compared to a county, M.S.A., state, etc…) to display and compare
statistical data between each census. These units are “relatively stable” because borders may change
as a result of population growth or decline (U.S. Census Bureau: Geographic Terms and Concepts).
Census tracts were used in this analysis of Brooklyn because their relatively small geographic area
allows for a more precise display of data as compared to a borough, metropolitan area, or state.
Park: As defined in this study, these units include playgrounds, bike paths, beaches, hiking trails,
pedestrian malls, and other publicly maintained recreational facilities. These units do not include
greenspace in road medians, alongside expressways, or empty land adjacent to development.
Borough: New York City is divided into five boroughs – Brooklyn, The Bronx, Queens, Staten
Island, and Manhattan. Each borough has its own president and board that advises the mayor in
policy decision making to contribute to the respective borough’s improvement (i.e. needed policies,
tax fund allocations for public projects, etc…) (NYU Furman).
Maps
Three map groups are observed in the following section: 1.) Household demographics, 2.) economic
values, and 3.) park location in regards to households with families.
The first set of maps displays the location of median family sizes, median household sizes, and the
percentage of households with children. Median values were used to display general trends within
Brooklyn and other boroughs. These maps can provide valuable information to real estate agents
seeking investment opportunities based on the type and size of housing stock demands. It also
provides possible entrepreneurs data on what type of start-up business could be needed in specific
neighborhoods.
All three maps show the
tendency that as median
household size increases,
median family size and the
percentage of households
with children also increase. It
can also be noted that the
census tracts displaying this
data are concentrated in
specific areas of Brooklyn.
For instance, the median
family size is largest in areas
south of Prospect Park and
in the northern part of the
borough by the east river.
These trends are clearly
visible on the other two
maps implying that larger
families with around three to
four children could live in
these areas of the borough.
However, the map displaying
the percentage of
households with children
shows a large concentration of high percentages of households with children in eastern Brooklyn.
This could therefore imply smaller sized families of one to two children or more single-parent
households. These findings could therefore dictate where a mass-quantity food retailer like Costco
builds its next store. Since larger families need more food, a Costco in areas concentrated with these
families will have higher revenues than in areas with smaller families. Also, since Costco provides
lower prices for mass quantities of food, the company would probably also look at median
household income, viewed in the following set of maps, to determine its new location.
The second set of maps displays different economic activities such as median home value and
median household income. The maps display a correlation between the two data sets that if not
would’ve had to been calculated if
not visibly displayed. One can see
that households with higher
incomes in Brooklyn tend to be
located in the northwestern side
of the borough where there also
tend to be a higher median home
values. This tendency is visible in
surrounding boroughs as well.
The above correlation gives a base
for further research, by interested
individuals, into the correlation.
The map, however, also shows a discrepancy in this correlation in Brooklyn in the area just
southwest of Prospect Park. Here, the median household income is rather low while the median
home values are on the higher side. The first set of maps can help readers better understand this
variation in the data for one of the maps shows that this area is heavily concentrated with larger
families and households. This could therefore imply larger square footage per home which could
lead to higher home values in general. Independently these maps do allow for visualization of
borough data, but since the report has all of the maps together it helps readers have a more
comprehensive understanding of Brooklyn and of New York City in general from which they can
jumpstart other research.
The third map set provides one example of what combining borough-wide trends with the location
of any facility (public or private) can do in furthering an understanding of an area. The below map
shows where Brooklyn households with children live in comparison to parks. The darker tracts,
which signify a greater concentration of families with children, combined with the location of parks
throughout the borough give meaning as to the correlation of these data sets. In combining the
census tract data with a ¼ mile distance from parks one sees that 98.3% of Brooklyn households
with children live ¼ mile from parks.
This map can help public officials in knowing where a new park or playground should be placed
because it shows areas that are underserviced by parks – this may include the absence of a park and
the size of a park relative to its surrounding population. Public officials can then investigate if
parks in areas with a greater number of families are to or above capacity or if they are well
maintained. In this one of many possible uses of this map, the data combination creates a more
efficient way in which to allocate tax funds for community development.
The Demographics of Brooklyn, New York
Technical Notes
Data Sources
All data within the demographics report are derived from the American Community Survey’s 2010-
2014 5-year estimates to provide the most recent demographic data available. The Census Tracts
used in the maps are the most recent files that are compatible with the data since they are taken
from the Census Bureau’s 2014 TIGER files.
American Community Survey
A continuous survey of American demographics headed by the U.S. Census Bureau. The survey
provides a range of valuable data from household income to business employment percentages. The
survey is originally used to determine the most efficient public policy implements or allocation of tax
funds for public projects, etc… The data is then made public to allow other public sector
organizations as well as private and non-profit sector entities to make educated decisions to further
improve American’s lives. For more information on the survey visit
https://www.census.gov/programs-surveys/acs/about.html , “About the Survey”.
TIGER Files
Files, provided by the U.S. Census Bureau, and ranging from a variety of geographic units from
census tracts to counties to M.S.A.’s, allow for the visualization of data provided by the U.S. Census
Bureau and other data services entities. For more information go to
https://www.census.gov/geo/maps-data/data/tiger.html , “TIGER Products”.
Bytes of the Big Apple
A data base and geographic base that provides data and geographic unit files specific to New York
City (a combination of the ACS and TIGER files catered to the city). The information, provided by
the NYC Department of City Planning, is collected and used by the city and published for
availability to the city’s private and non-profit sectors. For more information visit
http://www.nyc.gov/html/dcp/html/bytes/applbyte.shtml , Bytes of the Big Apple.
Technical Notes
Sampling
All data derived from the ACS are estimates, not exact counts, because the survey itself is a sample
survey. “The ACS sample includes … about 66,000 [housing units] in New York City,” (NYU
Furman). Users of this document should take caution to rely on this data as estimates and not actual
values (NYU Furman).
Economic Activity Measurment
All economic activity is measured in U.S. dollars. Maps further mention if findings are displayed in
specific units (i.e. percentage, specific numbers, etc.)
Limitations
Distance to parks isn’t calculated as cost distance (i.e. pedestrian rights-of-way) but rather by
Euclidian distance, the shortest distance from one point to another. Therefore the percentage on
the map on Brooklyn families that live ¼ mile from parks is possibly an overestimate. Also,
accuracy of this map is further diminished by its ability to pinpoint the exact location of families
within census tracts and what parks are actually practical for families with children 18 and under (i.e.
park maintenance, crime rate around the park, etc.)
“Parks” in this map do not include greenspace alongside expressways, roadway medians, and empty
land adjacent to development has been removed to explicitly display public parks.
The use of median values to display data on these maps can be considered a limitation depending on
the needs of those using the maps. Median values show the middle value, not necessarily the
average, and are not drastically affected by outliers as the mean values are. Therefore these maps
display general trends within boroughs and may not be specific enough for sectors catering to a
specific groups within income level, family size, religion, ethnicity, etc…
Technical Issues
Some data for certain census tracts were not available and therefore not displayed. Therefore some
maps do not give a complete reading of the of the individual boroughs. Data from some of these
tracts cannot be extracted because there are no or very few inhabitants within the tracts. These
tracts include parks (such as Central Park or Prospect Park) or airports.
Data Dictionary
Families: Defined as anyone living together through civil union. This can mean married couples
with or without children, single parents and children, etc…
Children: Those who are 18 years and under.
Household: The number of people living in one housing unit.
Report Bibliography
State of New York City's Housing & Neighborhoods in 2013. Working paper. New York: NYU Furman
Center for Real Estate and Urban Policy, 2013. Print.
United States of America. U.S. Census Bureau. Geographic Terms and Concepts - Census Tract. United
States Government, n.d. Web. 14 Dec. 2015.
*This does not include data sources or shapefile sources. It only includes added sources used for the
report or technical notes. All data sources are stated on the maps.