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Homicide Prediction
Robert Dobynes
Ken Lynch
Misty Schutzius
Danelle Tate
Our Prediction
Expected number of Homicides in the City of St. Louis 103
Expected number of homicides in District 5 18
Expected number of homicides in District 6 33
Our Forecast
2009 2010 2011 2012 2013 20140
20
40
60
80
100
120
140
160
f(x) = − 7.69999999999986 x + 149.7R² = 0.725640353177718
2014 Prediction
Our Forecast
Forecasted Crimes per Capita (10,000) District 2009 2010 2011 2012 2013 2014
1 1.36 1.68 2.03 2.03 2.20 2.472 0.32 0.70 0.35 0.35 0.18 0.193 2.26 1.95 2.92 2.54 2.34 2.634 5.18 4.34 4.83 2.90 3.87 3.015 17.78 22.92 13.02 13.80 18.41 14.826 6.70 10.81 7.50 8.90 9.18 9.547 8.13 6.58 4.71 4.71 5.03 3.418 9.35 8.60 8.00 4.93 6.17 4.409 2.14 2.09 0.60 2.10 0.90 0.82
Estimated 2014 Population
2014302632
56,289
53,868
48,723
19,671
12,407
34,197
30,263
15,434
31,776
Homicides14
1
13
6
18
33
10
7
3Total 104
Old 9 Districts
1 2 3 4 5 6 7 8 90
5
10
15
20
25
30
35
40
45
Homicides by District by Year
2009
2010
2011
2012
2013
Districts
Homicides
New 6 Districts
The key areas of District 5 are now part of District 6
Areas to Watch: District 6
O' Fall
on
Penro
se
MT/1
70 In
d
Mar
k Twain
Waln
ut P
ark
E
North
Poin
te
Baden
Waln
ut P
ark
W
0
2
4
6
8
10
12
District 6 Homicides by Neigh-borhood
2010
2011
2012
2013
Neighborhood
Homicides
Areas to Watch: District 6 – Neighborhood 74 - Baden Baden median real estate prices are $58,583, which is less
expensive than 93.0% of Missouri neighborhoods and 95.4%
of all U.S. neighborhoods.
Most of the residential real estate is renter occupied.
Rents here are currently lower in price then 48.9% of Missouri
neighborhoods.
Vacant apartments or homes are a major fact of life in Baden.
The current real estate vacancy rate here is 24.1%.
This is higher than the rate of vacancies in 90.0% of all U.S.
neighborhoods.
Areas to Watch: District 6 – Neighborhood 74 - Baden
There are more incarcerated people living here than 99.4% of
neighborhoods in the U.S.
3.9% of adults here having earned a bachelor's degree.
This is a lower rate of college graduates found in 96.9% of
America's neighborhoods.
The Baden neighborhood has an income lower than 93.5% of
U.S. neighborhoods.
With 54.9% of the children here below the federal poverty line.
This neighborhood has a higher rate of childhood poverty than
93.3% of U.S. neighborhoods.
Areas to Watch: District 6 – Neighborhood 74 - Baden Median household income in 2011:
Baden: $29,554 - Missouri: $45,247 Average household size:
Baden: 2.4 people - Missouri: 2.5 people Percentage of single-mother households (among all
households):
Baden: 25.2% -Missouri: 9.8% Percentage of population below poverty level:
Baden: 29.2% - Missouri:15.8% Educational Attainment:
Less than High School:
Baden: 32.9% - Missouri: 12.4%
High School or Equivalent:
Baden: 16.9% - Missouri: 31.5%
Areas to Watch: District 5
JeffV
ande
rLou
St. Lo
uis P
lace
Hyde
Park
Colleg
e Hill
Fairgr
ound
O' Fall
on0
2
4
6
8
10
District 5 Homicides by Neigh-borhood
2010
2011
2012
2013
Neighborhoods
Homicides
Areas to Watch: District 5 – Neighborhood 59 – JeffVanDerLou N Grand Blvd / Cass Ave median real estate prices are
$54,216
This is less expensive than 95.7% of Missouri neighborhoods
and 96.6% of all U.S. neighborhoods.
Most of the residential real estate is occupied by a mixture of
owners and renters.
Average rental prices in N Grand Blvd / Cass Ave are currently
$399, based on NeighborhoodScout's exclusive analysis.
Rents here are currently lower in price then 83.1% of Missouri
neighborhoods.
Areas to Watch: District 5 – Neighborhood 59 – JeffVanDerLou The current real estate vacancy rate here is 39.3%.
This is higher than the rate of vacancies in 97.2% of all U.S.
neighborhoods This neighborhood has an income lower than 83.1% of U.S.
neighborhoods. 47.9% of the children here below the federal poverty line, This neighborhood has a higher rate of childhood poverty than
89.6% of U.S. neighborhoods.
There are more people living in the N Grand Blvd / Cass Ave
neighborhood employed as sales and service workers
(39.9%) than almost any neighborhood in the country.
Areas to Watch: District 5 – Neighborhood 59 – JeffVanDerLou 19.9% of this neighborhood's households are run by single
mothers, which is a higher concentration than in 97.0% of
American neighborhoods.
The neighbors in the N Grand Blvd / Cass Ave neighborhood in St.
Louis are lower-middle income, making it a below average income
neighborhood.
Research showed strong statistical correlations among high rates
of children living in single parent households and:
neighborhood crime - particularly violent crime
neighborhood poverty
the percentage of low weight births
rates of infant mortality
Areas to Watch: District 5 – Neighborhood 59 – JeffVanDerLou
Median household income in 2011:
JeffVanderLou: $21,619 - Missouri: $45,247
Average household size:
JeffVanderLou: 2.4 people - Missouri: 2.5 people
Percentage of population below poverty level:
JeffVanderLou: 40.5% - Missouri: 15.8%
Educational Attainment:
Less than High School:
JeffVanderLou: 38.0% - Missouri: 12.4%
High School or Equivalent:
JeffVanderLou: 13.1% - Missouri: 31.5%
Methods of Homicide Prevention
Hot Spot Policing
Drones
Cameras
Job Creation
Education