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The Geographic Distribution of Freshmen and Transfer Students at Hunter College
2010-2011.
By: Prianka
Denys DukhovnovDanielle Finne
Reneel LangdonFausto Lopez
Murtaza MunirTomoko Shiohara
Lira SkenderiOlivia TorresPeter Tuckel
Primary Objective
• The main objective of this research is to display the geographic distribution of the residences of students at various stages of the admissions process to Hunter.
• These stages include application, acceptance, enrollment and retention.
Data• The primary data set consists of the total number
freshmen students who applied, who were admitted, who enrolled and who were retained after one semester and one year by zip code during the year of 2010 to 2011.
• The data are also disaggregated by race: non-Hispanic white, non-Hispanic black, non-Hispanic Asian and Hispanic.
• The Data set also includes the number of admitted and enrolled students whose first choice was Hunter by Zip code.
Data • Appended to this primary data set were two
demographic variables from the decennial (2000) U.S. census. These variables were the racial composition of the zip code (non-Hispanic white, non-Hispanic black, non-Hispanic Asian and Hispanic) and median household income.
• For simplification we will refer to them simply as: Black, White, Hispanic, Asian.
Applicants
Applied Admitted Enrolled Retained 1 semester
Retained 1 year
0
5000
10000
15000
20000
25000
30000
35000
Applied, Admitted, Enrolled and Retained Students
University Status
Num
ber o
f Stu
dent
s
Applied, Admitted, Enrolled and Retained Students
• In total 30,256 people applied to Hunter College.
• Hunter College had an acceptance rate of 25%.
• 23.5% of admitted students enrolled.• About 95% of the enrolled students continued
their studies past one semester.• Approximately 84% of enrollees continued
their studies at Hunter for one year.
Hispanic White Asian Black Other0
1000
2000
3000
4000
5000
6000
7000
8000
Applicants by Race
Race
Num
ber o
f App
lican
ts
Applicants by Race
• Hispanics represented the greatest number of applicants: 23%.
• 21% of the applicants were white.• 19% of applicants were Asian.• 19% applicants were Black.• Applicants from four ethnic groups were
equally represented.
Queens
Brookly
nBro
nx
Man
hattan
Staten Isl
and
Nassau
Westc
hester
Suffolk
Select
NJ counties
0
1000
2000
3000
4000
5000
6000
7000
8000
9000
Applicants by County
County
Num
ber f
o St
uden
ts
Applicants by County
• Queens had the most applicants of any other county: 8,377 prospective students.
• Kings was a close second with 8,003 applicants.
• Manhattan despite Hosting Hunter did not have many applicants
• Hunter College seems to attract mostly local residents.
Queens Bronx Brooklyn Manhattan Staten Island0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
Racial Distribution across Counties
blackhispanicwhiteasian
Counties
Perc
ent
Applicants by County and Race Combined
• The Bronx had the highest population of Hispanic applicants at 57%.
• Brooklyn had the most Black applicants at 34%.• Queens drew in the most Asians at 38%.• Westchester and Suffolk county mainly drew in
white applicants.
Admitted Students
White Asian Hispanic Black 0
500
1000
1500
2000
2500
3000
Admitted by Race
Race
Num
ber o
f Stu
dent
s
Admitted Students by Race
• Whites were the highest admitted racial group with over 2,500 admitted students.
• Asians were a near second with approximately 2,250 admitted students.
• Hispanics came in third with about 800.• Blacks were last with about 600.• Hispanics and blacks were admitted
significantly less than other groups.
White Asian Hispanic Black 0.00%
5.00%
10.00%
15.00%
20.00%
25.00%
30.00%
35.00%
40.00%
45.00%
Admission Rate by Race
Race
Perc
ent
Admission Rate by Race
• Whites made up most of the admitted pool with 40.5%
• Asians were the second most admitted race with 38.70
• Only 12.8% of those admitted were Hispanic.• Blacks came in last 11.7% of those admitted
were black.
Queens
Brookly
n
Bronx
Man
hattan
Staten Isl
and
Nassau
Westc
hester
Suffolk
Selecte
d NJ counties
0
500
1000
1500
2000
2500
Admitted Students by County
County
Num
ber o
f Stu
dent
s
Admitted Students by County
• Queens had the most admitted students with 2,308.
• Brooklyn was a close second with 1,719• 612 admitted students came from New York. • Surprisingly Nassau had more admitted
residents than local Bronx with 521 students over 535 respectively.
Queens
Brookly
nBro
nx
Man
hattan
Staten Isl
and
Nassau
Westc
hester
Suffolk
select
NJ counties
0
10
20
30
40
50
60
Admission Rate by County
County
Num
ber o
f Stu
dent
s
Admission Rate by County
• The highest admittance rates were found in counties outside of the five boroughs.
• However non-local counties had significantly lower pools of applicants thereby superficially raising admittance rates amongst non-local counties.
• Within the five boroughs Queens had the highest admittance rate, approximately 27%.
• Richmond and Kings followed with 26% and 21% respectively.
• New York and the Bronx followed with about 21% and 11% respectively.
Enrolled Students
White Asian Hispanic Black0
100
200
300
400
500
600
700
800
Enrolled by Race
Race
Num
ber o
f Stu
dent
s
Enrolled Students by Race• The most prominent race amongst enrollees
were whites with 698 students.• Asians came in second with 590 enrollees.• Hispanics were third with 320 enrollees.• Blacks were last with 178 enrollees. • Blacks and Hispanics had low numbers of
Enrollees probably due to smaller pool of admitted students.
Asian White Black Hispanic0%
5%
10%
15%
20%
25%
30%
35%
40%
Enrollment Rate by Race
Race
Perc
ent
Enrollment Rate by Race
• Hispanics ranked the highest percentage wise with regards to enrollees with 36% of enrollees being Hispanic.
• Blacks made up an almost equivalent percent of the enrollee pool with 27.5%.
• It is interesting that those groups who seem to enroll the greatest and show the greatest interest are being excluded the most.
Queens
Brookly
nBro
nx
Man
hattan
Staten Isl
and
Nassau
Westc
hester
Suffolk
Select
Nj Counties
0
100
200
300
400
500
600
700
Enrolled Students by County
County
Num
ber o
f Stu
dent
s
Enrolled Students by County
• Number wise, Queens had 643 enrollees, the most, which wasn’t surprising considering that Queens had the most applicants and admitted students.
• Brooklyn had the second highest number of enrollees with 469 students enrolling at Hunter.
• It seems that the most enrollees came from the five boroughs and nearby areas.
Queens
Brookly
n
Man
hattan
Bronx
Staten Isl
and
Nassau
Westc
hester
Suffolk
Select
nj counties
0
5
10
15
20
25
30
The Percent of Those Who Are Admitted Who Enroll by County
County
Perc
ent
Enrollment Rate by County
• Within the five boroughs, Queens had a 28% enrollee rate making it the strongest county for enrollees.
• Kings was second once again with 27%. • It seems that the highest significant
enrollment rates were from local areas, and as we get farther from Hunter College enrollment rates were superficially high.
Enrollment Demographics
Freshmen Enrollment in New York City
• Subway Lines seem to pass more around areas with high density of enrollment.
• Easier transportation options might increase incentive to attend Hunter.
• Hunter is alternative to local institutions.• Hunter does not attract students around it’s
area.
Racial Composition of Enrollees in the Bronx
• It appears that the Bronx Enrollees are primarily Black and Hispanic.
• Most enrollees from the Bronx are concentrated in the middle and north Bronx.
• Whites and Asians comprised a significant amount of Enrollees particularly in the West.
Median Income among Enrollees in the Bronx
• It appears that areas with high numbers of enrollees tended to be middle class to working class neighborhoods.
• However they were not the lowest of the classes.
• South-west Bronx has low median income and is not densely populated.
Median Income among Enrollees in Manhattan
• Most enrollees were of lower-middle class.
Racial Breakdown of Enrollees in Manhattan
• The lower east side was home to most of Hunter’s Enrollees from Manhattan.
• The enrollees coming from the area were primarily Asian.
• Other somewhat dense areas were made up mainly of Hispanic enrollees.
Median Income among Enrollees in Brooklyn
• Most enrollees came from Bensonhurst, Sheepshead bay and Brighton Beach
• Densest areas connected to medium-low median income.
Racial Breakdown of Enrollees in Brooklyn
• Brooklyn contributed a large amount of white and Asian enrollees.
• South Brooklyn which was home to most enrollees in the borough was comprised primarily of Asians and Whites.
• Despite having Brooklyn college, Brooklynites enrolled at Hunter.
Ridgewood
Median Income among Enrollees in Queens
• Densest areas had medium-low median income.
• Flushing Ridgewood, Flushing, Jamaica and West Queens drew in the most students.
•
Racial Composition of Enrollees in Queens
• Queens appears to draw in many Hispanic and Asian applicants.
• The most dense areas drew in many Asian Students.
• There is also a significant white enrollee presence in Queens particularly in the South West.
Non-Retained Students
White Asian Hispanic Black0
20
40
60
80
100
120
140
Non-Retained Students by Race
Race
Num
ber o
f Stu
dent
s
Non-Retained Students by Race
• Most non-retainees were white; approximately 131.
• 78 Asian students were not retained.• 49 Hispanic student were not retained.• Only 30 black students were not retained• White’s seem to be leaving Hunter the most.
White Black Hispanic Asian0.00%
2.00%
4.00%
6.00%
8.00%
10.00%
12.00%
14.00%
16.00%
18.00%
20.00%
Non-Retainee Rate by Race
Race
Perc
ent
Non-Retainee Rate by Race
• Percentage-wise whites had the highest number of non-retainees with 18.8% of white enrollees leaving.
• Black students were the second most likely to be non-retained students with a 16.9% non-retainee rate, however we must keep in mind that the black enrollee pool was significantly smaller than all the other races.
• Hispanics were third most likely (15%) to be non-retained but like black students their enrollment pool was smaller.
• Asians were the least likely to leave Hunter College with only 13.2% of enrolled Asians leaving the university.
Queens
Brookly
nBro
nx
Man
hattan
Staten Isl
and
Nassau
Westc
hester
Suffolk
Select
NJ counties
0
10
20
30
40
50
60
70
80
90
Non-Retained Students by County
County
Num
ber o
f Stu
dent
s
Non-Retained Students by County
• Queens has the highest number of non-retainees with 85 students leaving the university.
• Brooklyn was the second highest with 59 students.• New York and the Bronx followed with 28 and 26
respectively.• As we got farther away from the university less students left. • One possible explanation is that we had less enrollees from
non-local counties. It is also possible that those who came to Hunter from non-local counties were planning on staying in the city while local enrollees might be using Hunter as a stepping stone.
Queens
Brookly
nBro
nx
New York
Staten Isl
and
Nassau
Westc
hester
Suffolk
Select
NJ Counties
0
5
10
15
20
25
30
35
Non-Retainee Rate by County
County
Perc
ent
Non-Retainee Rate by County
• Within the five boroughs, Enrollees from the Bronx were most likely to leave Hunter: 21% chance.
• Manhattan also had a high Non-retainee Rate: 18% chance.
• Non-local counties had smaller enrollee pools and predictably high non-retainee rates.
Transfer Students
Applicants
Applied Admitted Enrolled Retained 1 sem
Retained 1 year
0
5000
10000
15000
20000
25000
30000
35000
Applied, Admitted, Enrolled and Retained Students
TransferFreshman
Status
Num
ber o
f Stu
dent
s
Applied, Admitted, Enrolled and Retained
• Hunter College has a lot of incoming transfer students, almost half the amount of applicants.
• 13,139 students applied to transfer into Hunter College.
• Hunter college has about 25% acceptance rate for transfer students which is consistent with it’s freshmen acceptance rate.
White Hispanic Black Asian0
1000
2000
3000
4000
5000
6000
7000
8000
Racial Comparison of Freshmen and Transfer Applicants
TransferFreshmen
Race
Num
ber o
f Stu
dent
s
Racial Comparison of Freshmen and Transfer Applicants
• White students made up most of transfer applicants with 3,394 applicants.
• Hispanics came in second with 2,509 applicants.
• Blacks came in third with 2,284 applicants.• Asians were last with 1,868 student
applicants.
_x0006_Queens
_x0008_Bro
oklyn
_x0005_Bro
nx
Man
hattan
_x000d_Sta
ten Islan
d
_x0006_Nass
au
_x000b_W
estcheste
r
_x0007_Su
ffolk0
1000
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7000
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9000
Transfer Applicants by County
TransferFreshmen
County
Num
ber o
f Stu
dent
s
Transfer Applicants by County
• Queens has the most Applicants by county with 3,159 students applying to Hunter.
• Kings county was next with almost 3,000 students applying.
• It seemed that the farther we got from the University the less number of students applied; again this was consistent with freshmen applicants.
Admitted Transfer Students
White Hispanic Asian Black0
500
1000
1500
2000
2500
3000
Racial Comparison of Freshmen and Transfer Admitted Students
TransferFreshmen
Race
Num
ber o
f Stu
dent
s
Racial Comparison of Freshmen and Transfer Admitted Students
• As with incoming freshmen, whites were the most prominent admitted race with 1,207 admitted.
• Hispanics came in second with 585 admitted students.
• Asians came in third with 583 admitted students.
• Blacks came in last with 452 admitted students.
White Asian Hispanic Black0.00%
5.00%
10.00%
15.00%
20.00%
25.00%
30.00%
35.00%
40.00%
45.00%
Racial Comparison of Admission rates among Freshmen and Transfers Admitted
TransferFreshmen
Race
Perc
ent
Racial Comparison of Admission rates among Freshmen and Transfers Admitted
• Mimicked freshmen admission rates.• Whites made up most of the admitted pool
with 36%.• Blacks were the least likely to get in with only
a 12% admission rate. • This is a 3:1 Ratio of White: black admission.
Queens
Brookly
nBro
nx
Man
hattan
Nassau
Westc
hester
Suffolk
Staten Isl
and
0
500
1000
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2000
2500
Admitted Transfer Students by County
TransferFreshmen
County
Num
ber o
f Stu
dent
s
Admitted Transfer Students by County
• Admitted Student numbers were similar to applied Student numbers.
• Queens had the highest number of admitted students: ~700
• Kings, New York and Bronx followed respectively.
• As we got farther away from the university, less and less students were admitted.
Queens
Brookly
nBro
nx
Man
hattan
Staten Isl
and
Nassau
Westc
hester
Suffolk
0
5
10
15
20
25
30
35
Transfer Admission Rate by County
TransferStudents
County
Perc
ent
Transfer Admission Rate by County
• Within the five boroughs Manhattan had the greatest admission rate for transfer students, about 27%
• The Bronx had the lowest admission rate with 16%.
Enrolled Transfer Students
White Asian Hispanic Black0
100
200
300
400
500
600
700
800
Racial Comparison of Freshmen and Transfer Enrollees
TransferFreshmen
Race
Num
ber o
f Stu
dent
s
Racial Comparison of Freshmen and Transfer Enrollees
• Whites had the most transferred enrollees with 735 enrolled students.
• Asians came in second with 341 transferred enrollees.
• Hispanics were in third with 332 transferred enrollees.
• Blacks came in last with 252 transferred enrollees.
Hispanic Black White Asian0.00%
10.00%
20.00%
30.00%
40.00%
50.00%
60.00%
70.00%
Transfer Enrollment Rates by Race
FreshmenTransfer
Race
Perc
ent o
f Stu
dent
s
Percent of Admitted Students who Enrolled
• Transfer enrollee rate by race was similar to freshmen data.
• Whites were most likely to enroll with near 61% of enrolled students being white.
• Asians were second followed by Hispanics.• As usual Blacks came in last with a lower
enrollee rate.
Queens
Brookly
nBro
nx
Man
hattan
Staten Isl
and
Nassau
Westc
hester
Suffolk
0
100
200
300
400
500
600
700
Transfer Students Enrolled by County
TransferFreshmen
County
Num
ber o
f Stu
dent
s
Transfer Students Enrolled by County
• Queens had the highest number of enrolled students with 393.
• Kings came in second with 283 enrollees.• New York and Bronx were next with 83 and 33
respectively.• Once again Hunter draws from Queens and
Brooklyn.
Queens
Brookly
nBro
nx
Man
hattan
Staten Isl
and
Nassau
Westc
hester
Suffolk
0
10
20
30
40
50
60
Transfer Enrollment Rates by County
TransferFreshman
County
Perc
ent
Enrolled Rate county
• By county, rates were generally uniform across the five boroughs and non-local counties.
• Bronx had the highest percentage of enrollment with 56%.
• Brooklyn and Queens followed with 55% and 54% respectively.
Transfer Enrollment Demographics
Transfer Enrollment in New York City and Surrounding Areas
• Hunter’s transfer enrollees are primarily local and grouped within the five boroughs.
• Transportation options might be incentive.• A large number of them are concentrated in
Queens and Brooklyn.
Median Income among Transfer Enrollees in the Bronx
• There appears to be a pattern between high density areas and lower income.
• Transfer Enrollees appear to be more from lower income backgrounds, at least in the Bronx.
• This is somewhat expected considering Hunter College offers competitive tuition as an accredited university.
Racial breakdown of Transfer Enrollees in the Bronx
• We can see a large number of Blacks and Hispanics enrolling from the Bronx particularly in high density areas.
• However in the South-East, there are moderate-high density areas that show high White enrollment
• Hispanics seem to be the most dominant race transferring into Hunter from the Bronx.
Median Income among Transfer Enrollees in Manhattan
• In Manhattan there is a connection between lower/middle class income and high transfer enrollment.
• This is apparent particularly around the Lower East Side.
• Most dense areas were the same as Freshmen enrollment.
Racial Composition of Transfer Enrollees in Manhattan
• The most enrollee dense area in Manhattan is generally diverse with a large amount of Hispanic and Asian enrollees.
Median Income amongst Transfer Enrollees in Brooklyn
• Like the Bronx there appears to be a connection between lower income and high density areas of enrollment.
• South Brooklyn has the greatest number of transfer enrollees which is interesting considering Brooklyn College is near the area.
Racial Composition of Transfer Enrollees in Brooklyn
• Brooklyn seems to have a very diverse pool of transfer enrollees.
• There are a large amount of Asians, and Hispanics as well as blacks.
• The densest areas seem to be quite diverse.
Median Income among Transfer Enrollees in Queens
• Queens completed the trend for low income transfer enrollees.
• We can see that those who transfer to Hunter of middle or lower class (assumption based on data, classification of middle and lower class subject to interpretation and standards)
Racial Composition of Transfer Enrollees in Queens
• Queens proves incredibly diverse as well.• Many of the enrollee dense areas home large
numbers of hispanics and blacks.• However the neighborhood pools remain
diverse.• Perhaps this trend of diversity is a reflection of
Hunter’s claim to fame as the most diverse university in America.
Non-Retained Students
White Asian Hispanic Black0
50
100
150
200
250
Number of Non-retained Students by Race
TransferFreshmen
Race
Num
ber
Number of Non-retained Students by Race
• Whites had the highest number of non-retainees with 195 students leaving Hunter.
• Interestingly, Asians Blacks and Hispanics were leaving Hunter in considerably lower numbers.
Black Hispanic White Asian0.00%
5.00%
10.00%
15.00%
20.00%
25.00%
30.00%
35.00%
40.00%
45.00%
Non-retainee Rate by Race
TransferFreshmen
Race
Perc
ent
Non-Retainee Rate by Race
• Black students represented the greatest proportion of non-retainees: 37%.
• Hispanics followed with a 26% non-retainee rate.
• Both racial groups had lower enrollments than Whites and Asians thereby superficially boosting non-retainee rates.
Queens
Brookly
nBro
nx
Man
hattan
Staten Isl
and
Nassau
Westc
hester
Suffolk
0
20
40
60
80
100
120
Non-retained Students by county
TransferFreshmen
County
Num
ber o
f Stu
dent
s
Non-retained Students by County
• Brooklyn had the highest number of non-retainees with over 109 students.
• Queens came in second with 103 non-retainees.
• It seems that as we got beyond the five boroughs and farther away, more people were retained.
Queens
Brookly
nBro
nx
Man
hattan
Staten Isl
and
Nassau
Westc
hester
Suffolk
0
5
10
15
20
25
30
35
Non-retainee Enrollment rate by County
TransferFreshmen
County
Perc
ent
Non-retainee Enrollment Rate by County
• Transfer students seemed to be more prone to leaving Hunter, particularly those coming from Suffolk county.
• Within the five boroughs Brooklyn had the greatest enrollment rate with 28%.
• Manhattan came second in second with 27%.• Staten Islanders were least likely to leave
Hunter.
Conclusions and Policy Implications
Marketing to all Audiences
• As the data shows, Hunter primarily draws students from Queens and Brooklyn.
• In order to Diversify, Hunter may want to market to other boroughs.
• Hunter may want to target it’s own host borough.
• Hunter primarily gets students from lower incomes.
Minority Issue
• Based on the data we can see a large gap between admission rates.
• Despite a large number of Hispanic and Black applicants, White and Asian admission rates were higher.
• Applicant numbers were generally uniform.• The issue could be racially internal or
institutional, both merit further research.
Transfer Students
• Transfer students are a big part of Hunter’s demographic.
• However, transfer students seem to leave Hunter quite often.
• It may aid Hunter financially to incentivize students to stay with stronger curriculums, better instruction and an all around more competitive environment.
• At the same time some students may find the school too competitive.
Final Thoughts
• Hunter College is extremely diverse.• It copes with an extremely high number of admitted
students and must continue to accommodate.• Hunter College should continue to build appeal in
order to diversify their student body.• Hunter College should cater to the 5 boroughs in
order to become the local “hot” college.• This is both a financial and academic gain.• It can push out competitors like NYU.
The End