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Citation: Cornelison, B.; Edwards, C.;
Axon, D.R.; Gorman, L.; Rudin-Rush,
L.; Johnson, B.; Alvarez, N.A.
Assessing the Association of Hispanic
Ethnicity and Other Personal
Characteristics with Pharmacy
School Admissions. Pharmacy 2022,
10, 88. https://doi.org/10.3390/
pharmacy10040088
Academic Editor: Jon Schommer
Received: 16 June 2022
Accepted: 11 July 2022
Published: 20 July 2022
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pharmacy
Article
Assessing the Association of Hispanic Ethnicity and Other
Personal Characteristics with Pharmacy School Admissions
Bernadette Cornelison 1,* , Christopher Edwards 1, David R. Axon 1 , Lillian Gorman 2, Lorin Rudin-Rush 3,
Bruce Johnson 1,4 and Nancy A. Alvarez 5
1 Department of Pharmacy Practice and Science, Tucson Campus, University of Arizona R. Ken Coit College of
Pharmacy, Tucson, AZ 85721, USA; edwards@pharmacy.arizona.edu (C.E.);
axon@pharmacy.arizona.edu (D.R.A.); johnson@pharmacy.arizona.edu (B.J.)
2 Department of Spanish and Portuguese, College of Humanities, University of Arizona,
Tucson, AZ 85721, USA; lgorman@arizona.edu
3 Department of Agricultural and Resource Economics, College of Agriculture and Life Sciences,
University of Arizona, Tucson, AZ 85721, USA; lorinrr@arizona.edu
4 Information Technology, University of Arizona R. Ken Coit College of Pharmacy, Tucson, AZ 85721, USA
5 Department of Pharmacy Practice and Science, Phoenix Campus, University of Arizona R. Ken Coit College of
Pharmacy, Phoenix, AZ 85004, USA; nalvarez@pharmacy.arizona.edu
* Correspondence: cornelison@pharmacy.arizona.edu; Tel.: +1-520-626-0588
Abstract: Access to healthcare services for underrepresented minority populations can be improved
by having a diverse profession that reflects the diversity of the patient population being served.
The criteria used for pharmacy school admissions may inhibit or strengthen the opportunities that
URM students have to be accepted into the University of Arizona R. Ken Coit College of Pharmacy
(COP) program. It is currently unclear how personal characteristics are associated with pharmacy
school admissions at the COP. This study evaluates whether Hispanic ethnicity was associated with
pharmacy school admission status, and secondarily, determines other characteristics associated with
admissions. This retrospective database study used admissions data from 2005 to 2018. Completed
applications were included in the analysis. The outcome variable was admitted versus not admitted
to the pharmacy program. A multivariable logistic regression model was used to identify variables
associated with admission status using an a priori alpha level of 0.05. A total of 2096 applicants were
included in the analysis (mean age 25.1 ± 5.2 years, 59.9% female, 13.0% Hispanic). Hispanic ethnicity
was not associated with admission status. Characteristics significantly associated with admission to
pharmacy school were age, gender, high school attended, previous application to the college, and
Pharmacy College Admission Test (PCAT) biology and chemistry scores. Although bias was not seen
in the admissions process, this study highlights the need for intervention to ensure future cohorts
better reflect the diversity of the region.
Keywords: pharmacy; admissions; diversity
1. Introduction
Underrepresented minority (URM) populations in health professions in the U.S. in-
clude American Indians, Alaska Natives, Black or African Americans, Native Hawaiians or
other Pacific Islanders races, as well as the non-homogenous Hispanic ethnic group [1]. In
2000, the U.S. Department of Health and Human Services reported that 3.2% of pharmacists
practicing in the field of pharmacy were Hispanic [2]. In 2016, Hispanics made up the
largest ethnic minority in the U.S.; however, Hispanic pharmacists made up only 4.5% of
the 342,000 employed pharmacists across the country [3]. It has been well documented
that having a diverse profession enhances communication and trust between patients and
practitioners, can improve patient compliance with follow up visits, and promotes access
to healthcare services for URM populations [4].
Pharmacy 2022, 10, 88. https://doi.org/10.3390/pharmacy10040088 https://www.mdpi.com/journal/pharmacy
Pharmacy 2022, 10, 88 2 of 10
In 2019, Hispanics made up 31.7% of Arizona’s population [5]. In the city of Tuc-
son, Arizona, home to the University of Arizona (UofA), Hispanics make up 43.2% of
the population (548,073) and 28.3% of the undergraduate student population at UofA
(36,503) [5,6]. The UofA is the state’s only land-grant university “whose mission is to
improve the prospects and enrich the lives of the people of Arizona and the world through
education, research, and creative expression” and sits on the original homeland of indige-
nous people who have stewarded the land for time immemorial [7]. In 2018, the UofA
was designated a Hispanic Serving Institution (HSI) by the Department of Education. The
UofA is the first 4-year public university in the state to receive this designation and one
of four HSIs designated as research-intensive universities in the country [8]. Yet, this HSI
designation does not define the notion of “servingness” and does not guarantee retention,
student success or graduation of Hispanic students [9].
In 2020, the University of Arizona R. Ken Coit College of Pharmacy (COP) enrolled
536 Doctor of Pharmacy (PharmD) students. Of those, 111 students identified as Hispanic
or Latino (20%) [6]. Students enrolled at the COP do not reflect the state’s nor city’s
demographics and do not demonstrate a pipeline of success stemming from the university’s
HSI designation. This study aims to provide insight into this observation.
The primary objective of this study was to determine whether Hispanic ethnicity was
associated with pharmacy school admission status. The secondary objective was to identify
any other variables associated with pharmacy school admission.
2. Materials and Methods
This study utilized a retrospective database design. The COP used an online web-
based application system during the time studied (2005–2018). In 2019, the admissions
process was switched over to the Pharmacy College Application Service (PharmCAS)
system and the admissions process was changed in 2020 and 2021 to accommodate the
impact from the COVID19 pandemic. To avoid confounding results, data from 2019 to
2021 were excluded from the study. All data were input by applicants or college personnel
during the application process. These data were saved during the admissions process in a
set of relational database tables; data were extracted via anonymized queries. Subjects in
the dataset were included if they had complete data available for all variables. Incomplete
applications were excluded from the analysis.
The key independent variable was Hispanic status (Hispanic versus not Hispanic).
All independent variables available from the database were included in the study. When
the independent variables were not dichotomous, the authors would meet and discuss
how to best dichotomize the data. These independent variables included age (<25 years,
≥25 years). Age was dichotomized in accordance with the definition of a nontraditional
student according to the National Center for Education Statistics [10]. Other independent
variables included gender (female, male), Spanish speaking (yes, no), AZ Resident (yes,
no), attended AZ high school (yes, no), pharmacist in the family (yes, no), first generation
college applicant (yes, no), previous applicant to the college (yes, no), Pharmacy College
Admissions Test (PCAT) biology score (70–100, 0–69), PCAT chemistry score (70–100, 0–69),
PCAT composite score (70–100, 0–69), PCAT math score (70–100, 0–69), PCAT reading
score (70–100, 0–69), science GPA (3.5–4.0, 3.0–3.49, <3), and non-science GPA (3.5–4.0,
3.0–3.49, <3). A PCAT score of 70 was chosen as a cutoff for the PCAT variables since
this is considered a competitive PCAT score [11]. Elements of the applicant’s letters of
recommendation were scored by the admission’s office during the applicant’s admission
cycle. These elements were tested as independent variables, including the letter writer’s
assessment of the applicant’s adaptability (3–5, 0–2.9), empathy (3–5, 0–2.9), their ability
to think ahead (3–5, 0–2.9), honesty (3–5, 0–2.9), leadership (3–5, 0–2.9), if the applicant
was liked by their colleagues (3–5, 0–2.9), maturity (3–5, 0–2.9), the applicant’s autonomy
(3–5, 0–2.9), and if the recommender would suggest the applicant for admission (3–5, 0–2.9).
The dependent variable was admission status (admitted to the COP versus not admitted to
the COP).
Pharmacy 2022, 10, 88 3 of 10
Differences in the characteristics of Hispanic versus not Hispanic applicants were
compared using chi-square tests or Fisher’s exact test as appropriate. An adjusted logistic
regression model was constructed to identify the variables (described above) that were
associated with COP admission status, where not admitted to the COP served as the
reference group. The alpha level (set a priori) to determine statistical significance was 0.05.
All analyses were conducted using SAS Studio (SAS Institute Inc., Cary, NC, USA). The
University of Arizona Institutional Review Board approved this study (IRB #2009061709,
23 September 2020).
3. Results
This study included a total of 2096 applicants, of which 272 were Hispanic and
1824 were not Hispanic. Most applicants in the study had the following characteristics:
aged <25 years, female, not Spanish speaking, AZ resident, attended AZ high school, did
not have a pharmacist in the family, were not first-generation college applicants, had not
applied to the COP before, had PCAT scores ≥ 70, recommender’s scores ≥ 3, and science
and non-science GPAs ≥ 3.5. There were significant differences between individuals who
were Hispanic and those who were not Hispanic (p < 0.05) for several variables (Tables 1–3).
Table 1. Characteristics of study subjects stratified by Hispanic status.
Variable
Hispanic (N = 272)
N (%)
Not Hispanic (N = 1824)
N (%)
p
Age, years 0.0394
<25 158 (58.1) 1177 (64.5)
≥25 114 (41.9) 647 (35.5)
Gender 0.6774
Female 166 (61.0) 1089 (59.7)
Male 106 (39.0) 735 (40.3)
Spanish Speaking <0.0001
Yes 128 (47.1) 190 (10.4)
No 144 (52.9) 1634 (89.6)
AZ Resident 0.0218
Yes 241 (88.6) 1516 (83.1)
No 31 (11.4) 308 (16.9)
Attended AZ high school <0.0001
Yes 220 (80.9) 1222 (67.0)
No 52 (19.1) 602 (33.0)
Pharmacist in the family 0.1348
Yes 36 (13.2) 307 (16.8)
No 236 (86.8) 1517 (83.2)
First generation college
applicant
<0.0001
Yes 125 (46.0) 442 (24.2)
No 147 (54.0) 1382 (75.8)
Applied to the COP before 0.8577
Yes 56 (20.6) 367 (20.1)
No 216 (79.4) 1457 (79.9)
Differences between groups compared with Chi-square test or Fisher’s exact test (as appropriate). COP = College
of Pharmacy; GPA = grade point average; PCAT = Pharmacy College Admissions Test.
Pharmacy 2022, 10, 88 4 of 10
Table 2. PCAT and GPA scores of study subjects stratified by Hispanic status.
Variable
Hispanic (N = 272)
N (%)
Not Hispanic (N = 1824)
N (%)
p
PCAT biology score 0.0046
70–100 136 (50.0) 1078 (59.1)
0–69 136 (50.0) 746 (40.9)
PCAT chemistry score <0.0001
70–100 136 (50.0) 1262 (69.2)
0–69 136 (50.0) 562 (30.8)
PCAT composite score <0.0001
70–100 109 (40.1) 163 (59.9)
0–69 1061 (58.2) 763 (41.8)
PCAT math score <0.0001
70–100 71 (26.1) 858 (47.0)
0–69 201 (73.9) 966 (53.0)
PCAT reading score 0.0021
70–100 75 (27.6) 678 (37.2)
0–69 197 (72.4) 1146 (62.8)
Science GPA 0.0071
3.5–4.0 140 (51.5) 1121 (61.5)
3.0–3.49 128 (47.1) 684 (37.5)
<3 4 (1.5) 19 (1)
Non-science GPA 0.0006
3.5–4.0 184 (67.7) 1413 (77.5)
3.0–3.49 82 (30.2) 396 (21.7)
<3 6 (2.2) 15 (0.8)
Differences between groups compared with Chi-Square test or Fisher’s exact test (as appropriate). COP = College
of Pharmacy; GPA = grade point average; PCAT = Pharmacy College Admissions Test.
Table 3. Interview ratings of study subjects stratified by Hispanic status.
Variable
Hispanic (N = 272)
N (%)
Not Hispanic (N = 1824)
N (%)
p
Adaptability 0.5665
3–5 270 (99.3) 1799 (98.6)
0–2.9 2 (0.7) 25 (1.4)
Ability to think ahead 0.3304
3–5 264 (97.1) 1746 (95.7)
0–2.9 8 (2.9) 78 (4.3)
Empathy 0.2761
3–5 269 (98.9) 1786 (97.9)
0–2.9 3 (1.1) 38 (2.1)
Honesty 0.1286
3–5 270 (99.3) 1821 (99.8)
0–2.9 2 (0.7) 3 (0.2)
Pharmacy 2022, 10, 88 5 of 10
Table 3. Cont.
Variable
Hispanic (N = 272)
N (%)
Not Hispanic (N = 1824)
N (%)
p
Leadership 0.6316
3–5 264 (97.1) 1760 (96.5)
0–2.9 8 (2.9) 64 (3.5)
Likeability 0.1296
3–5 270 (99.3) 1786 (97.9)
0–2.9 2 (0.7) 38 (2.1)
Maturity 0.2787
3–5 270 (99.3) 1818 (99.7)
0–2.9 2 (0.7) 6 (0.3)
Suggest applicant for
admission
0.0667
3–5 255 (93.8) 1647 (90.3)
0–2.9 17 (6.3) 177 (9.7)
Autonomy 0.3843
3–5 272 (100) 1818 (99.3)
0–2.9 0 (0) 12 (0.7)
Differences between groups compared with Chi-Square test or Fisher’s exact test (as appropriate). COP = College
of Pharmacy; GPA = grade point average; PCAT = Pharmacy College Admissions Test.
Hispanic ethnicity (Hispanic versus non-Hispanic) was not associated with admis-
sion status (adjusted odds ratio (AOR) = 1.202, 95% confidence interval (CI) = 0.841,
1.719). Characteristics significantly associated with admission to pharmacy school were:
age < 25 versus ≥ 25 years (AOR = 2.273, 95% CI = 1.783, 2.907); female versus male gender
(AOR = 1.536, 95% CI = 1.224, 1.927); attended high school within versus outside Arizona
(AOR = 1.743, 95% CI = 1.289, 2.359); previous application to the college versus no previous
application (AOR = 0.675, 95% CI = 0.522, 0.871); PCAT biology score ≥ 70% versus < 70%
(AOR = 1.696, 95% CI = 1.321, 2.177); and PCAT chemistry score ≥ 70% versus < 70%
(AOR = 1.618, 95% CI = 1.258, 2.080). The logistic regression model had a c-statistic of 0.720
and Wald statistic of <0.0001 (Tables 4–6).
Table 4. Association of variables on admitted versus not admitted status among University of Arizona
pharmacy school applicants.
Variable Adjusted Odds Ratio (95% CI)
Ethnicity
Hispanic 1.202 (0.841, 1.719)
Non-Hispanic Reference
Age, years
<25 2.273 (1.783, 2.907)
≥25 Reference
Gender
Female 1.536 (1.224, 1.927)
Male Reference
Spanish Speaking
Yes 1.306 (0.938, 1.819)
Pharmacy 2022, 10, 88 6 of 10
Table 4. Cont.
Variable Adjusted Odds Ratio (95% CI)
No Reference
AZ Resident
Yes 0.759 (0.521, 1.106)
No Reference
Attended AZ high school
Yes 1.743 (1.289, 2.359)
No Reference
Pharmacist in the family
Yes 0.948 (0.707, 1.271)
No Reference
First generation college applicant
Yes 1.134 (0.884, 1.455)
No Reference
Applied to the COP before
Yes 0.675 (0.522, 0.871)
No Reference
CI = confidence interval; COP = College of Pharmacy; GPA = grade point average; PCAT = Pharmacy Col-
lege Admissions Test. Bold indicates the variable was significantly associated with admission to the college
of pharmacy.
Table 5. Association of PCAT and GPA variables on admitted versus not admitted status among
University of Arizona pharmacy school applicants.
Variable Adjusted Odds Ratio (95% CI)
PCAT Biology Score
70–100 1.696 (1.321, 2.177)
0–69 Reference
PCAT Chemistry Score
70–100 1.618 (1.258, 2.080)
0–69 Reference
PCAT Composite Score
70–100 1.214 (0.888, 1.659)
0–69 Reference
PCAT Math Score
70–100 1.199 (0.934, 1.539)
0–69 Reference
PCAT Reading Score
70–100 0.895 (0.684, 1.172)
0–69 Reference
Science GPA
3.5–4.0 0.901 (0.326, 2.494)
3.0–3.49 0.680 (0.248, 1.864)
<3 Reference
Pharmacy 2022, 10, 88 7 of 10
Table 5. Cont.
Variable Adjusted Odds Ratio (95% CI)
Non-science GPA
3.5–4.0 1.961 (0.776, 4.952)
3.0–3.49 1.612 (0.635, 4.094)
<3 Reference
CI = confidence interval; COP = College of Pharmacy; GPA = grade point average; PCAT = Pharmacy Col-
lege Admissions Test. Bold indicates the variable was significantly associated with admission to the college
of pharmacy.
Table 6. Association of interview rating scale variables on admitted versus not admitted status among
University of Arizona pharmacy school applicants.
Variable Adjusted Odds Ratio (95% CI)
Adaptability
3–5 1.595 (0.583, 4.365)
0–2.9 Reference
Ability to think ahead
3–5 0.929 (0.498, 1.734)
0–2.9 Reference
Empathy
3–5 1.136 (0.489, 2.638)
0–2.9 Reference
Honesty
3–5 1.817 (0.246, 13.402)
0–2.9 Reference
Leadership
3–5 1.288 (0.692, 2.398)
0–2.9 Reference
Likeability
3–5 1.040 (0.451, 2.400)
0–2.9 Reference
Maturity
3–5 0.240 (0.021, 2.726)
0–2.9 Reference
Suggest applicant for admission
3–5 1.181 (0.786, 1.775)
0–2.9 Reference
Autonomy
3–5 0.887 (0.201, 3.913)
0–2.9 Reference
CI = confidence interval; COP = College of Pharmacy; GPA = grade point average; PCAT = Pharmacy Col-
lege Admissions Test. Bold indicates the variable was significantly associated with admission to the college
of pharmacy.
Pharmacy 2022, 10, 88 8 of 10
4. Discussion
This study was completed to determine if the admissions criteria used at the COP
could be associated with the disparity observed between the number of Hispanic people
in Arizona and the number of Hispanic students enrolled into the COP. This study found
that ethnicity was not associated with pharmacy school admissions at the COP. However,
being 25 years or younger, female, attending an Arizona high school, having a previous
application to the college, and having higher PCAT biology and chemistry scores were
associated with pharmacy school admissions. These results may reflect that the admissions
process relies on quantitative metrics versus a more qualitative review of the applicant.
Utilizing quantitative measures to predict proficient health care professionals is common
practice in the healthcare fields. To assess pharmacy graduate competency, students are
required to pass the North American Pharmacist Licensure Examination (NAPLEX). Studies
have found that performance on the PCAT, pharmacy GPA, and pre-NAPLEX scores are
predictors of student performance on the NAPLEX [12–15]. However, there has also been
research that has shown that the conventional social context of testing adversely affects
minority students’ performance on these measures [16–18]. Recently, there has been a shift
in utilizing PCAT scores for admissions [19]. According to PharmCAS, the PCAT is either
optional or not required in more than 80% of colleges [20]. PCAT scores were required at
the COP during the study period; however, the COVID-19 pandemic has impacted the
availability of PCAT testing in 2020 and 2021 and the COP does not currently require or
consider the PCAT score for admissions. This change may further diversify the student
body by encouraging the admissions criteria to become based on qualitative measures;
however, it is just one of the many quantitative measures being used to evaluate applicants.
Davidson and Lewis showed that URM students admitted to medical school programs
under affirmative action programs are as likely as their peers to graduate from medical
school, pass licensing boards, and enter practices, regardless of having lower quantitative
measures, such as MCAT scores and college GPAs [21]. The study includes ethnicity as a
criterion for admissions to compensate for past societal discrimination. Using ethnicity
as a criterion may diversify the profession, lead to practitioners that are more likely to
practice in areas that are medically underserved and have higher percentages of minority
patients [21]. Additionally, this study highlights the need to establish programs that
encourage URM students to apply for pharmacy school. There were only 272 applicants
that were Hispanic out of 2096 total applicants (13%). Historically, schools of pharmacy tend
to recruit applicants from the undergraduate level [22]. Since the University of Arizona’s
undergraduate racial/ethnic profile also differs from the state population, this method
of recruitment would require recruitment efforts or programs to be targeted towards
students that are Hispanic. Being an Arizona high school graduate led to greater odds in
admissions. As discussed by McLaughlin and colleagues, creating opportunities for pre-
college students to be exposed to the healthcare professions and creating pipeline programs
targeting students identifying as racial and ethnic minorities will increase the number
of URM students interested in pursuing a future career in pharmacy [23]. Recent efforts
include outreach to high school students, particularly those in predominantly Hispanic
areas, increasing the likelihood of admitting a more diverse population of students.
Developing qualitative measures to evaluate applications and establishing programs
to recruit pre-college Arizona students that are Hispanic will ensure future COP cohorts
will better reflect and serve the diversity of the region and the university’s designation as
an HSI.
Excluding incomplete applications may be a limitation to this study. Gaining under-
standing as to the characteristics associated with students that start applications and do not
complete them may provide additional insight into the resources available to students that
are interested in applying to the COP. For example, the findings may suggest that more
students from URM populations may start the application but are unable to complete it in
its entirety. Given that this study used data from one college of pharmacy, the findings may
not be generalizable to other colleges of pharmacy.
Pharmacy 2022, 10, 88 9 of 10
Lastly, it is important to note that admissions are one aspect of understanding the
lack of diversity, as it relates to students that are Hispanic, at the COP. Further studies are
required to gain additional insight into this disparity.
5. Conclusions
This study found that at this College of Pharmacy, ethnicity was not associated with
pharmacy school admission and identified several characteristics associated with pharmacy
school admission status. This study highlights the need for intervention prior to the
pharmacy school application process and in the admissions process to ensure future cohorts
better reflect the diversity of the region.
Author Contributions: Conceptualization, Methodology, Formal analysis, Writing, Project admin-
istration, B.C.; Conceptualization, Methodology, Formal analysis, Writing, C.E.; Conceptualization,
Methodology, Formal analysis, Writing, D.R.A.; Conceptualization, Writing, L.G.; Methodology, Data
Curation, Writing, L.R.-R.; Resources, Data Curation, Writing, B.J.; Conceptualization, Methodology,
Formal analysis, Writing, Supervision, N.A.A. All authors have read and agreed to the published
version of the manuscript.
Funding: This research received no external funding.
Institutional Review Board Statement: The study was conducted in accordance with the Declaration
of Helsinki, and approved by the Institutional Review Board of the University of Arizona (protocol
code #2009061709 and 23 September 2020).
Informed Consent Statement: Not applicable.
Data Availability Statement: Data are available from the corresponding author upon reasonable request.
Conflicts of Interest: Axon reports grant funding from the American Association of Colleges of
Pharmacy, Arizona Department of Health, Merck & Co., Pharmacy Quality Alliance, and Tabula
Rasa HealthCare Group, outside of this study. Alvarez reports being a stockholder for Walgreens
Company and Zogenix, outside of this study. Edwards and Cornelison have no conflicts of interest
to report.
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admission test requirements and utilization across colleges and schools of pharmacy. Am. J. Pharm. Educ. 2021, 85, 8179. [CrossRef]
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School of Medicine. JAMA 1997, 278, 1153–1158. [CrossRef]
22. Wall, A.L.; Aljets, A.; Ellis, S.C.; Hansen, D.J.; Moore, W.M.; Petrelli, H.M.; Speedie, M.K.; TenHoeve, T.; Watchmaker, C.;
Winnike, J.S.; et al. White paper on pharmacy admissions: Developing a diverse work force to meet the health-care needs of an
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23. McLaughlin, J.E.; Bush, A.A.; Friedman, A.D.; Lai, S.K. Immersive research experiences for high school students aimed at
promoting diversity and visibility in pharmacy education. Am. J. Pharm. Educ. 2020, 84, ajpe7589. [CrossRef]

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Assessing The Association Of Hispanic Ethnicity And Other Personal Characteristics With Pharmacy School Admissions

  • 1. Citation: Cornelison, B.; Edwards, C.; Axon, D.R.; Gorman, L.; Rudin-Rush, L.; Johnson, B.; Alvarez, N.A. Assessing the Association of Hispanic Ethnicity and Other Personal Characteristics with Pharmacy School Admissions. Pharmacy 2022, 10, 88. https://doi.org/10.3390/ pharmacy10040088 Academic Editor: Jon Schommer Received: 16 June 2022 Accepted: 11 July 2022 Published: 20 July 2022 Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affil- iations. Copyright: © 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https:// creativecommons.org/licenses/by/ 4.0/). pharmacy Article Assessing the Association of Hispanic Ethnicity and Other Personal Characteristics with Pharmacy School Admissions Bernadette Cornelison 1,* , Christopher Edwards 1, David R. Axon 1 , Lillian Gorman 2, Lorin Rudin-Rush 3, Bruce Johnson 1,4 and Nancy A. Alvarez 5 1 Department of Pharmacy Practice and Science, Tucson Campus, University of Arizona R. Ken Coit College of Pharmacy, Tucson, AZ 85721, USA; edwards@pharmacy.arizona.edu (C.E.); axon@pharmacy.arizona.edu (D.R.A.); johnson@pharmacy.arizona.edu (B.J.) 2 Department of Spanish and Portuguese, College of Humanities, University of Arizona, Tucson, AZ 85721, USA; lgorman@arizona.edu 3 Department of Agricultural and Resource Economics, College of Agriculture and Life Sciences, University of Arizona, Tucson, AZ 85721, USA; lorinrr@arizona.edu 4 Information Technology, University of Arizona R. Ken Coit College of Pharmacy, Tucson, AZ 85721, USA 5 Department of Pharmacy Practice and Science, Phoenix Campus, University of Arizona R. Ken Coit College of Pharmacy, Phoenix, AZ 85004, USA; nalvarez@pharmacy.arizona.edu * Correspondence: cornelison@pharmacy.arizona.edu; Tel.: +1-520-626-0588 Abstract: Access to healthcare services for underrepresented minority populations can be improved by having a diverse profession that reflects the diversity of the patient population being served. The criteria used for pharmacy school admissions may inhibit or strengthen the opportunities that URM students have to be accepted into the University of Arizona R. Ken Coit College of Pharmacy (COP) program. It is currently unclear how personal characteristics are associated with pharmacy school admissions at the COP. This study evaluates whether Hispanic ethnicity was associated with pharmacy school admission status, and secondarily, determines other characteristics associated with admissions. This retrospective database study used admissions data from 2005 to 2018. Completed applications were included in the analysis. The outcome variable was admitted versus not admitted to the pharmacy program. A multivariable logistic regression model was used to identify variables associated with admission status using an a priori alpha level of 0.05. A total of 2096 applicants were included in the analysis (mean age 25.1 ± 5.2 years, 59.9% female, 13.0% Hispanic). Hispanic ethnicity was not associated with admission status. Characteristics significantly associated with admission to pharmacy school were age, gender, high school attended, previous application to the college, and Pharmacy College Admission Test (PCAT) biology and chemistry scores. Although bias was not seen in the admissions process, this study highlights the need for intervention to ensure future cohorts better reflect the diversity of the region. Keywords: pharmacy; admissions; diversity 1. Introduction Underrepresented minority (URM) populations in health professions in the U.S. in- clude American Indians, Alaska Natives, Black or African Americans, Native Hawaiians or other Pacific Islanders races, as well as the non-homogenous Hispanic ethnic group [1]. In 2000, the U.S. Department of Health and Human Services reported that 3.2% of pharmacists practicing in the field of pharmacy were Hispanic [2]. In 2016, Hispanics made up the largest ethnic minority in the U.S.; however, Hispanic pharmacists made up only 4.5% of the 342,000 employed pharmacists across the country [3]. It has been well documented that having a diverse profession enhances communication and trust between patients and practitioners, can improve patient compliance with follow up visits, and promotes access to healthcare services for URM populations [4]. Pharmacy 2022, 10, 88. https://doi.org/10.3390/pharmacy10040088 https://www.mdpi.com/journal/pharmacy
  • 2. Pharmacy 2022, 10, 88 2 of 10 In 2019, Hispanics made up 31.7% of Arizona’s population [5]. In the city of Tuc- son, Arizona, home to the University of Arizona (UofA), Hispanics make up 43.2% of the population (548,073) and 28.3% of the undergraduate student population at UofA (36,503) [5,6]. The UofA is the state’s only land-grant university “whose mission is to improve the prospects and enrich the lives of the people of Arizona and the world through education, research, and creative expression” and sits on the original homeland of indige- nous people who have stewarded the land for time immemorial [7]. In 2018, the UofA was designated a Hispanic Serving Institution (HSI) by the Department of Education. The UofA is the first 4-year public university in the state to receive this designation and one of four HSIs designated as research-intensive universities in the country [8]. Yet, this HSI designation does not define the notion of “servingness” and does not guarantee retention, student success or graduation of Hispanic students [9]. In 2020, the University of Arizona R. Ken Coit College of Pharmacy (COP) enrolled 536 Doctor of Pharmacy (PharmD) students. Of those, 111 students identified as Hispanic or Latino (20%) [6]. Students enrolled at the COP do not reflect the state’s nor city’s demographics and do not demonstrate a pipeline of success stemming from the university’s HSI designation. This study aims to provide insight into this observation. The primary objective of this study was to determine whether Hispanic ethnicity was associated with pharmacy school admission status. The secondary objective was to identify any other variables associated with pharmacy school admission. 2. Materials and Methods This study utilized a retrospective database design. The COP used an online web- based application system during the time studied (2005–2018). In 2019, the admissions process was switched over to the Pharmacy College Application Service (PharmCAS) system and the admissions process was changed in 2020 and 2021 to accommodate the impact from the COVID19 pandemic. To avoid confounding results, data from 2019 to 2021 were excluded from the study. All data were input by applicants or college personnel during the application process. These data were saved during the admissions process in a set of relational database tables; data were extracted via anonymized queries. Subjects in the dataset were included if they had complete data available for all variables. Incomplete applications were excluded from the analysis. The key independent variable was Hispanic status (Hispanic versus not Hispanic). All independent variables available from the database were included in the study. When the independent variables were not dichotomous, the authors would meet and discuss how to best dichotomize the data. These independent variables included age (<25 years, ≥25 years). Age was dichotomized in accordance with the definition of a nontraditional student according to the National Center for Education Statistics [10]. Other independent variables included gender (female, male), Spanish speaking (yes, no), AZ Resident (yes, no), attended AZ high school (yes, no), pharmacist in the family (yes, no), first generation college applicant (yes, no), previous applicant to the college (yes, no), Pharmacy College Admissions Test (PCAT) biology score (70–100, 0–69), PCAT chemistry score (70–100, 0–69), PCAT composite score (70–100, 0–69), PCAT math score (70–100, 0–69), PCAT reading score (70–100, 0–69), science GPA (3.5–4.0, 3.0–3.49, <3), and non-science GPA (3.5–4.0, 3.0–3.49, <3). A PCAT score of 70 was chosen as a cutoff for the PCAT variables since this is considered a competitive PCAT score [11]. Elements of the applicant’s letters of recommendation were scored by the admission’s office during the applicant’s admission cycle. These elements were tested as independent variables, including the letter writer’s assessment of the applicant’s adaptability (3–5, 0–2.9), empathy (3–5, 0–2.9), their ability to think ahead (3–5, 0–2.9), honesty (3–5, 0–2.9), leadership (3–5, 0–2.9), if the applicant was liked by their colleagues (3–5, 0–2.9), maturity (3–5, 0–2.9), the applicant’s autonomy (3–5, 0–2.9), and if the recommender would suggest the applicant for admission (3–5, 0–2.9). The dependent variable was admission status (admitted to the COP versus not admitted to the COP).
  • 3. Pharmacy 2022, 10, 88 3 of 10 Differences in the characteristics of Hispanic versus not Hispanic applicants were compared using chi-square tests or Fisher’s exact test as appropriate. An adjusted logistic regression model was constructed to identify the variables (described above) that were associated with COP admission status, where not admitted to the COP served as the reference group. The alpha level (set a priori) to determine statistical significance was 0.05. All analyses were conducted using SAS Studio (SAS Institute Inc., Cary, NC, USA). The University of Arizona Institutional Review Board approved this study (IRB #2009061709, 23 September 2020). 3. Results This study included a total of 2096 applicants, of which 272 were Hispanic and 1824 were not Hispanic. Most applicants in the study had the following characteristics: aged <25 years, female, not Spanish speaking, AZ resident, attended AZ high school, did not have a pharmacist in the family, were not first-generation college applicants, had not applied to the COP before, had PCAT scores ≥ 70, recommender’s scores ≥ 3, and science and non-science GPAs ≥ 3.5. There were significant differences between individuals who were Hispanic and those who were not Hispanic (p < 0.05) for several variables (Tables 1–3). Table 1. Characteristics of study subjects stratified by Hispanic status. Variable Hispanic (N = 272) N (%) Not Hispanic (N = 1824) N (%) p Age, years 0.0394 <25 158 (58.1) 1177 (64.5) ≥25 114 (41.9) 647 (35.5) Gender 0.6774 Female 166 (61.0) 1089 (59.7) Male 106 (39.0) 735 (40.3) Spanish Speaking <0.0001 Yes 128 (47.1) 190 (10.4) No 144 (52.9) 1634 (89.6) AZ Resident 0.0218 Yes 241 (88.6) 1516 (83.1) No 31 (11.4) 308 (16.9) Attended AZ high school <0.0001 Yes 220 (80.9) 1222 (67.0) No 52 (19.1) 602 (33.0) Pharmacist in the family 0.1348 Yes 36 (13.2) 307 (16.8) No 236 (86.8) 1517 (83.2) First generation college applicant <0.0001 Yes 125 (46.0) 442 (24.2) No 147 (54.0) 1382 (75.8) Applied to the COP before 0.8577 Yes 56 (20.6) 367 (20.1) No 216 (79.4) 1457 (79.9) Differences between groups compared with Chi-square test or Fisher’s exact test (as appropriate). COP = College of Pharmacy; GPA = grade point average; PCAT = Pharmacy College Admissions Test.
  • 4. Pharmacy 2022, 10, 88 4 of 10 Table 2. PCAT and GPA scores of study subjects stratified by Hispanic status. Variable Hispanic (N = 272) N (%) Not Hispanic (N = 1824) N (%) p PCAT biology score 0.0046 70–100 136 (50.0) 1078 (59.1) 0–69 136 (50.0) 746 (40.9) PCAT chemistry score <0.0001 70–100 136 (50.0) 1262 (69.2) 0–69 136 (50.0) 562 (30.8) PCAT composite score <0.0001 70–100 109 (40.1) 163 (59.9) 0–69 1061 (58.2) 763 (41.8) PCAT math score <0.0001 70–100 71 (26.1) 858 (47.0) 0–69 201 (73.9) 966 (53.0) PCAT reading score 0.0021 70–100 75 (27.6) 678 (37.2) 0–69 197 (72.4) 1146 (62.8) Science GPA 0.0071 3.5–4.0 140 (51.5) 1121 (61.5) 3.0–3.49 128 (47.1) 684 (37.5) <3 4 (1.5) 19 (1) Non-science GPA 0.0006 3.5–4.0 184 (67.7) 1413 (77.5) 3.0–3.49 82 (30.2) 396 (21.7) <3 6 (2.2) 15 (0.8) Differences between groups compared with Chi-Square test or Fisher’s exact test (as appropriate). COP = College of Pharmacy; GPA = grade point average; PCAT = Pharmacy College Admissions Test. Table 3. Interview ratings of study subjects stratified by Hispanic status. Variable Hispanic (N = 272) N (%) Not Hispanic (N = 1824) N (%) p Adaptability 0.5665 3–5 270 (99.3) 1799 (98.6) 0–2.9 2 (0.7) 25 (1.4) Ability to think ahead 0.3304 3–5 264 (97.1) 1746 (95.7) 0–2.9 8 (2.9) 78 (4.3) Empathy 0.2761 3–5 269 (98.9) 1786 (97.9) 0–2.9 3 (1.1) 38 (2.1) Honesty 0.1286 3–5 270 (99.3) 1821 (99.8) 0–2.9 2 (0.7) 3 (0.2)
  • 5. Pharmacy 2022, 10, 88 5 of 10 Table 3. Cont. Variable Hispanic (N = 272) N (%) Not Hispanic (N = 1824) N (%) p Leadership 0.6316 3–5 264 (97.1) 1760 (96.5) 0–2.9 8 (2.9) 64 (3.5) Likeability 0.1296 3–5 270 (99.3) 1786 (97.9) 0–2.9 2 (0.7) 38 (2.1) Maturity 0.2787 3–5 270 (99.3) 1818 (99.7) 0–2.9 2 (0.7) 6 (0.3) Suggest applicant for admission 0.0667 3–5 255 (93.8) 1647 (90.3) 0–2.9 17 (6.3) 177 (9.7) Autonomy 0.3843 3–5 272 (100) 1818 (99.3) 0–2.9 0 (0) 12 (0.7) Differences between groups compared with Chi-Square test or Fisher’s exact test (as appropriate). COP = College of Pharmacy; GPA = grade point average; PCAT = Pharmacy College Admissions Test. Hispanic ethnicity (Hispanic versus non-Hispanic) was not associated with admis- sion status (adjusted odds ratio (AOR) = 1.202, 95% confidence interval (CI) = 0.841, 1.719). Characteristics significantly associated with admission to pharmacy school were: age < 25 versus ≥ 25 years (AOR = 2.273, 95% CI = 1.783, 2.907); female versus male gender (AOR = 1.536, 95% CI = 1.224, 1.927); attended high school within versus outside Arizona (AOR = 1.743, 95% CI = 1.289, 2.359); previous application to the college versus no previous application (AOR = 0.675, 95% CI = 0.522, 0.871); PCAT biology score ≥ 70% versus < 70% (AOR = 1.696, 95% CI = 1.321, 2.177); and PCAT chemistry score ≥ 70% versus < 70% (AOR = 1.618, 95% CI = 1.258, 2.080). The logistic regression model had a c-statistic of 0.720 and Wald statistic of <0.0001 (Tables 4–6). Table 4. Association of variables on admitted versus not admitted status among University of Arizona pharmacy school applicants. Variable Adjusted Odds Ratio (95% CI) Ethnicity Hispanic 1.202 (0.841, 1.719) Non-Hispanic Reference Age, years <25 2.273 (1.783, 2.907) ≥25 Reference Gender Female 1.536 (1.224, 1.927) Male Reference Spanish Speaking Yes 1.306 (0.938, 1.819)
  • 6. Pharmacy 2022, 10, 88 6 of 10 Table 4. Cont. Variable Adjusted Odds Ratio (95% CI) No Reference AZ Resident Yes 0.759 (0.521, 1.106) No Reference Attended AZ high school Yes 1.743 (1.289, 2.359) No Reference Pharmacist in the family Yes 0.948 (0.707, 1.271) No Reference First generation college applicant Yes 1.134 (0.884, 1.455) No Reference Applied to the COP before Yes 0.675 (0.522, 0.871) No Reference CI = confidence interval; COP = College of Pharmacy; GPA = grade point average; PCAT = Pharmacy Col- lege Admissions Test. Bold indicates the variable was significantly associated with admission to the college of pharmacy. Table 5. Association of PCAT and GPA variables on admitted versus not admitted status among University of Arizona pharmacy school applicants. Variable Adjusted Odds Ratio (95% CI) PCAT Biology Score 70–100 1.696 (1.321, 2.177) 0–69 Reference PCAT Chemistry Score 70–100 1.618 (1.258, 2.080) 0–69 Reference PCAT Composite Score 70–100 1.214 (0.888, 1.659) 0–69 Reference PCAT Math Score 70–100 1.199 (0.934, 1.539) 0–69 Reference PCAT Reading Score 70–100 0.895 (0.684, 1.172) 0–69 Reference Science GPA 3.5–4.0 0.901 (0.326, 2.494) 3.0–3.49 0.680 (0.248, 1.864) <3 Reference
  • 7. Pharmacy 2022, 10, 88 7 of 10 Table 5. Cont. Variable Adjusted Odds Ratio (95% CI) Non-science GPA 3.5–4.0 1.961 (0.776, 4.952) 3.0–3.49 1.612 (0.635, 4.094) <3 Reference CI = confidence interval; COP = College of Pharmacy; GPA = grade point average; PCAT = Pharmacy Col- lege Admissions Test. Bold indicates the variable was significantly associated with admission to the college of pharmacy. Table 6. Association of interview rating scale variables on admitted versus not admitted status among University of Arizona pharmacy school applicants. Variable Adjusted Odds Ratio (95% CI) Adaptability 3–5 1.595 (0.583, 4.365) 0–2.9 Reference Ability to think ahead 3–5 0.929 (0.498, 1.734) 0–2.9 Reference Empathy 3–5 1.136 (0.489, 2.638) 0–2.9 Reference Honesty 3–5 1.817 (0.246, 13.402) 0–2.9 Reference Leadership 3–5 1.288 (0.692, 2.398) 0–2.9 Reference Likeability 3–5 1.040 (0.451, 2.400) 0–2.9 Reference Maturity 3–5 0.240 (0.021, 2.726) 0–2.9 Reference Suggest applicant for admission 3–5 1.181 (0.786, 1.775) 0–2.9 Reference Autonomy 3–5 0.887 (0.201, 3.913) 0–2.9 Reference CI = confidence interval; COP = College of Pharmacy; GPA = grade point average; PCAT = Pharmacy Col- lege Admissions Test. Bold indicates the variable was significantly associated with admission to the college of pharmacy.
  • 8. Pharmacy 2022, 10, 88 8 of 10 4. Discussion This study was completed to determine if the admissions criteria used at the COP could be associated with the disparity observed between the number of Hispanic people in Arizona and the number of Hispanic students enrolled into the COP. This study found that ethnicity was not associated with pharmacy school admissions at the COP. However, being 25 years or younger, female, attending an Arizona high school, having a previous application to the college, and having higher PCAT biology and chemistry scores were associated with pharmacy school admissions. These results may reflect that the admissions process relies on quantitative metrics versus a more qualitative review of the applicant. Utilizing quantitative measures to predict proficient health care professionals is common practice in the healthcare fields. To assess pharmacy graduate competency, students are required to pass the North American Pharmacist Licensure Examination (NAPLEX). Studies have found that performance on the PCAT, pharmacy GPA, and pre-NAPLEX scores are predictors of student performance on the NAPLEX [12–15]. However, there has also been research that has shown that the conventional social context of testing adversely affects minority students’ performance on these measures [16–18]. Recently, there has been a shift in utilizing PCAT scores for admissions [19]. According to PharmCAS, the PCAT is either optional or not required in more than 80% of colleges [20]. PCAT scores were required at the COP during the study period; however, the COVID-19 pandemic has impacted the availability of PCAT testing in 2020 and 2021 and the COP does not currently require or consider the PCAT score for admissions. This change may further diversify the student body by encouraging the admissions criteria to become based on qualitative measures; however, it is just one of the many quantitative measures being used to evaluate applicants. Davidson and Lewis showed that URM students admitted to medical school programs under affirmative action programs are as likely as their peers to graduate from medical school, pass licensing boards, and enter practices, regardless of having lower quantitative measures, such as MCAT scores and college GPAs [21]. The study includes ethnicity as a criterion for admissions to compensate for past societal discrimination. Using ethnicity as a criterion may diversify the profession, lead to practitioners that are more likely to practice in areas that are medically underserved and have higher percentages of minority patients [21]. Additionally, this study highlights the need to establish programs that encourage URM students to apply for pharmacy school. There were only 272 applicants that were Hispanic out of 2096 total applicants (13%). Historically, schools of pharmacy tend to recruit applicants from the undergraduate level [22]. Since the University of Arizona’s undergraduate racial/ethnic profile also differs from the state population, this method of recruitment would require recruitment efforts or programs to be targeted towards students that are Hispanic. Being an Arizona high school graduate led to greater odds in admissions. As discussed by McLaughlin and colleagues, creating opportunities for pre- college students to be exposed to the healthcare professions and creating pipeline programs targeting students identifying as racial and ethnic minorities will increase the number of URM students interested in pursuing a future career in pharmacy [23]. Recent efforts include outreach to high school students, particularly those in predominantly Hispanic areas, increasing the likelihood of admitting a more diverse population of students. Developing qualitative measures to evaluate applications and establishing programs to recruit pre-college Arizona students that are Hispanic will ensure future COP cohorts will better reflect and serve the diversity of the region and the university’s designation as an HSI. Excluding incomplete applications may be a limitation to this study. Gaining under- standing as to the characteristics associated with students that start applications and do not complete them may provide additional insight into the resources available to students that are interested in applying to the COP. For example, the findings may suggest that more students from URM populations may start the application but are unable to complete it in its entirety. Given that this study used data from one college of pharmacy, the findings may not be generalizable to other colleges of pharmacy.
  • 9. Pharmacy 2022, 10, 88 9 of 10 Lastly, it is important to note that admissions are one aspect of understanding the lack of diversity, as it relates to students that are Hispanic, at the COP. Further studies are required to gain additional insight into this disparity. 5. Conclusions This study found that at this College of Pharmacy, ethnicity was not associated with pharmacy school admission and identified several characteristics associated with pharmacy school admission status. This study highlights the need for intervention prior to the pharmacy school application process and in the admissions process to ensure future cohorts better reflect the diversity of the region. Author Contributions: Conceptualization, Methodology, Formal analysis, Writing, Project admin- istration, B.C.; Conceptualization, Methodology, Formal analysis, Writing, C.E.; Conceptualization, Methodology, Formal analysis, Writing, D.R.A.; Conceptualization, Writing, L.G.; Methodology, Data Curation, Writing, L.R.-R.; Resources, Data Curation, Writing, B.J.; Conceptualization, Methodology, Formal analysis, Writing, Supervision, N.A.A. All authors have read and agreed to the published version of the manuscript. Funding: This research received no external funding. Institutional Review Board Statement: The study was conducted in accordance with the Declaration of Helsinki, and approved by the Institutional Review Board of the University of Arizona (protocol code #2009061709 and 23 September 2020). Informed Consent Statement: Not applicable. Data Availability Statement: Data are available from the corresponding author upon reasonable request. Conflicts of Interest: Axon reports grant funding from the American Association of Colleges of Pharmacy, Arizona Department of Health, Merck & Co., Pharmacy Quality Alliance, and Tabula Rasa HealthCare Group, outside of this study. Alvarez reports being a stockholder for Walgreens Company and Zogenix, outside of this study. Edwards and Cornelison have no conflicts of interest to report. References 1. Bureau of Health Workforce. Health Workforce: Glossary. Available online: https://bhw.hrsa.gov/grants/resourcecenter/ glossary (accessed on 21 October 2020). 2. Saha, S.; Shipman, S.A. The Rationale for Diversity in the Health Professions: A Review of the Evidence; U.S. Department of Health and Human Services Health Resources and Services Administration Bureau of Health Professions: Rockville, MD, USA, 2007. 3. National Hispanic Health Foundation. Public and Private Organizations Convene to Improve Health of Hispanic Population in U.S. 2018. Available online: https://www.prnewswire.com/news-releases/public-and-private-organizations-convene-to- improve-health-of-hispanic-population-in-us-300763951.html?rel=0T1textquotedblright (accessed on 18 December 2018). 4. Williams, D.R.; Costa, M.V.; Odunlami, A.O.; Mohammed, S.A. Moving upstream: How interventions that address the social determi- nants of health can improve health and reduce disparities. J. Public Health Manag. Pract. 2008, 14, S8–S17. [CrossRef] [PubMed] 5. U.S. Census Bureau QuickFacts: Arizona. Census Bureau QuickFacts. Available online: https://www.census.gov/quickfacts/ fact/table/AZ/RHI725219 (accessed on 21 October 2020). 6. Enrollment. University Analytics and Institutional Research. Available online: https://uair.arizona.edu/content/enrollment (accessed on 20 October 2020). 7. The University of Arizona, Tucson, Arizona. Available online: https://hsi.arizona.edu/about/hispanic-serving-institution (accessed on 28 June 2018). 8. Franco, M.A.; Lozano, G.I.; Subbian, V. HSIs and community partners: A framework for strengthening servingness through engagement. In Hispanic Serving Institutions (HSIs) in Practice: Defining “Servingness” at HSIs; García, G.A., Ed.; Information Age Publishing: Charlotte, NC, USA, 2020; pp. 151–172. 9. García, G.A. Hispanic Serving Institutions (HSIs) in Practice: Defining “Servingness” at HSIs; García, G.A., Ed.; Information Age Publishing: Charlotte, NC, USA; pp. xi–xii. 10. National Center for Education Statistics. Nontraditional Undergraduates/Definitions and Data. U.S. Department of Education. Available online: https://nces.ed.gov/pubs/web/97578e.asp (accessed on 30 May 2021). 11. What’s a Good PCAT Score? Kaplan Test Prep. Available online: https://www.kaptest.com/study/pcat/whats-a-good-pcat- score/ (accessed on 15 May 2021).
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