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1
STUDENTS SATISFACTION LEVELS TOWARDS SERVICES PROVIDED BY
HEALTH CENTER UNIVERSITI MALAYSIA TERENGGANU (UMT)
Wan Muhamad Amir W Ahmad1, Nor Azlida Aleng
2, Nurfadhlina Abdul Halim
3, Mohd Pouzi
Hamzah4, Norizan Mohamed
5 and Zalila Ali
6
1,2,3,4,5 School of Informatics and Applied Mathematics
Universiti Malaysia Terengganu (UMT) 21030 Terengganu, Malaysia 6School of Mathematics Sciences, Universiti Sains Malaysia (USM)
11800 Minden, Pulau Pinang, Malaysia
Abstract
The purpose of this study is to investigate customer’s satisfaction towards Students Health Center services.
To achieve the objective, we have designed questionnaires and distributed to 318 respondents. We
employed five different methods which are structural equation modelling, Mann-Whitney U Test, Kruskal-
Wallis H, Friedman test and Ordinal Regression. The statistical analyses reveal that service counter,
treatment rooms, pharmacy counter and waiting hall have a relationship with a total score of satisfaction
level of students. Results of Mann Whitney U test 0000384 .p,.Z prove that the score between
male and female is highly significantly different. The mean rank score for male students 87184.M is
higher compared to female 41142.M students. This indicated that males were more satisfied with the
university health center services. According to correlation analysis the result obtained was between
independent variable gender and dependent variable satisfaction level have negative correlation
0002270 .p,.r . This research also investigates the satisfaction level towards health center
services which is based on ethnic factors namely Malay, Chinese and Indian. Results from Kruskal-Wallis
H shows that the three independent groups are not significantly different
050290323162 .p,.df,N . Malay student’s mean rank is 170.32 while Chinese and
Indian students mean ranks are only 148.43 and 155.51 respectively. We conducted the statistical
Friedman Test to determine the differing level of satisfaction among students towards four dependent
variables namely service counter, treatment room, waiting hall and pharmacy counter. Results of Friedman
test showed that the data of four dependent are significantly different 23162 df,N
0006558 .p,. . Service counter mean rank is 3.28 while treatment room, waiting hall and pharmacy
counter mean ranks are only 3. 27, 1.24 and 2.21 respectively. As a conclusion, to maintain a good
performance of the UMT Health Center has to improve the efficiency of existing services as a guarantee for
customers continue to use this service to make the best health center
Keyword : Mann-Whitney U Test, Kruskal-Wallis H, Friedman test and Ordinal Regression.
2
1. Introduction to Health Center and
Services
Based on the World Health Organization
(WHO), health is a point or situation at which an
individual is perfect in terms of well-being
physical, mental and social, and not merely free
of disease or infirmity (official records of the
world health organization, 1948). According to
the dictionary, health is in relation to healthiness,
freshness, good body condition and others. In
this paper, we will discuss all the general
information about health services and the center
of Health of Universiti Malaysia Terengganu
(UMT). A health center is a health care
organization providing patient treatment by
expert staff and equipment. The health center is
usually funded by the public sector, by health
organizations, health insurance companies, or
charities, including direct charitable donations
(Parakoyi, 2001). According to Schneider and
Garrett (2009), today the health center is largely
staffed by professional physicians, surgeons, and
nurses, whereas in the past, this work was
usually performed by the founding religious
orders or by volunteers. In accord with the
original meaning of the word, health center was
originally placed on hospitality. Some patients
go to a health center just for diagnosis, treatment
or therapy and then leave (outpatients) without
staying overnight; while others are admitted and
stay overnight or for several days or weeks or
month (inpatient). Health center usually are
distinguished from other types of medical
facilities by their ability to admit and care for
inpatient while others are often described as
clinics. The best-known type of health center is
the general health center, which is set up to deal
with many kinds of diseases and injuries, and
normally has an emergency department to deal
with immediate and urgent threats to health. The
efficiency of health centers often depends on
their services towards the customer or patient. So
that, health center management must make sure
that the services provided are always perfectly
reaches their customer needs. Service revolution
is a phenomenon that has significant influences
in the management of an organization. Service
management, as the concept of management
theory and practice, has confidently developed in
the manufacturing industry sector at the
beginning of the past century and later became
the field of service quality began to be addressed
(Lagrosen, 2003). In the other word, service
sectors are the sectors which strives the
economic development of the country nowadays.
Sectors based on the service are a key to
organizations in various fields such as banking,
healthcare, hospitality, and telecommunications
(Schneider & Garrett, 2009).
Services of management in both manufacturing
and service organizations have changed the way
organizations accomplish and operate existing
resources. In service, the customer often plays a
role as co-productions, which provides input
directly or indirectly in the form of time, energy,
physically and mentally (Parasuraman, 2002).
Services are not only seen in the depiction of the
service providers, but also based on the
performance of the regulars (Hill, 1995). Studies
of the excellence of services have been growing
briskly by past few decades. Measurement of
service efficiency based on the range of service
industries has been broadly carried out, such as
in the health sector (Ritchie, 2002), tourism
industry (Atilgan et al., 2008), banking (Spathos,
2004; Broderick & Vachira Pornpuk, 2002),
hotels (Kayaman & Arasli, 2007), education
(Hill, 1995), telecommunications (Leisen &
Vance, 2001) and many other activities.
3
A) Universiti Malaysia Terengganu Health
Center and its Service Facilities
The Student Health Unit has been established
with the founding of the University Putra
Malaysia (UPM), a branch in Terengganu on
1996 and known as Terengganu University
College in 2000. This Unit operates with two
nurses who assisted the Locum Medical Officer.
The locum Medical officer only worked for three
hours every day of the academic semester.
Beginning in May 2001, KUT named as
KUSTEM of a fully autonomous University
College. The Student Health Unit is internally
named as the Student Health Center. It is still
operating with the same workforce and placed
under the administration of the Dean of Student
Affairs. In April 2003, a medical officer was
appointed permanently as head of the center.
1.1 Patient Satisfaction
According to Buttle (1996), the service existing
to customers is a key differentiator between
organizations with other organizations. Health
organizations such as clinics or hospitals are
specially created to bump into the needs of the
community in assisting and solving many health
problems. Hereford, the health surveillance
services cannot be equated with another field of
services even core businesses for all of these
facilities are based on services. In the current
health care setting, patient satisfaction is
considered as one of the main indicators to
ascertain their service efficiency. Assessment of
patient satisfaction is a useful parameter to
predict the availability of health care services
(Illana, 2003). Nowadays, the health care sectors
are making continuous efforts to ensure a higher
consumer satisfaction. By doing so, one can
identify the deficiencies in the delivery of health
care services and intervene them to enhance
patient satisfaction. However, it is hard to
identify a single factor that is directly associated
with a low or high level of patient satisfaction. A
variety of factors might be involved in the
patient’s satisfaction process. Some of these are;
patient demographics, health status,
characteristics of the health care provided such
as technical expertise, interest in patient oriented
care and waiting time (Hall and Dornan, 1998).
There are numerous ways to measure the
excellence of the services of the organization.
According to Gronroos (1983), quality of
services is based on the perception and appraisal
of the handler. Consumers will evaluate the level
of existing services based on the ability of
services to meet the requirements of consumers.
In the other words, service quality is an abstract
and elusive nature. This existence of invisible
features, intangibility, heterogeneity and
inseparability of production and consumption
that make it unique and in terms of medicine,
quality is where health services to individual or
population likely improve the health and
consistent with current knowledge professionals
(berry et al., 1985). When we discuss about the
excellence of services, customer fulfillment
should also be observed. Doherty and Wright in
1998 states that an organization without
customer satisfaction may not be cognizant of
the true potential of the services performed. It is
the best indicator to forecast the future of the
organization. Furthermore, the patient’s
satisfaction level is found to directly associate
with the patient expectations (Hall and Dornan,
1998). In this way, one can define patient
satisfaction as the sum of the patient expectation
and perceptions towards the treatment or
pharmaceutical service provided to them. If the
perceived expectations are met, it will result in a
satisfied patient. Otherwise, a poor satisfaction
level can be seen if there is a higher variation in
the expectance against perception rate (Ikegami
and Kawakita, 1987).
4
In the study of customer satisfaction, if the
patient or customer consummation levels are
high, then this will give a positive portrait of the
health organization in being able to comprehend
and provide what is needed by the customer.
Measurement of customer satisfaction is a
technique to determine the effectiveness of the
organization in offering services. The results of
the experiment (Haliza et al., 2003) conducted in
three private clinics in Seremban, found that as a
whole shows that only 19.4% in total of 206
respondents were satisfied with the services
provided by the private clinics. This shows that
more than 80% of the consumers are not
gratified with the service provided. Moreover,
Desatnick (1987) states that service is the new
standard by which customers are measuring an
organization’s performance. Satisfaction is the
difference between how customers expect to be
treated and how they perceive being treated
Davidow and Uttal (1990). Finally, according to
Sanders (1995), if you are in business to serve
customers, act on that belief, and customers will
respond. The key of Sanders’ advice is that if we
treat our customers with the respect and care
they deserve and respond accordingly, we will
always provide services that optimize our efforts
and exceeds their expectations. Some basic
principles and techniques for customer service in
health care have been described. While they may
seem either obvious or superfluous to some, their
absence can, in essence, put us out of business in
today’s competitive, cost-conscious, and
customer-oriented environment. Customer
satisfaction denotes to a service that provides the
requirements, customer demand or desire
(Lebow, 1983). To get information on how to
develop or improve services of the existing
health services, the view of customers is
necessary. Many studies have been done in
Malaysia showed high level of customer
gratification which is about 70% to 80% as the
study in an outpatient clinical Dungun Hospital
(1994), Maternal and Child Health Clinic
(KKIA) Muar, Johor (1995).
Continuing the previous studies (Lebow, 1983)
showed that although the overall satisfaction is
very high, but there is dissatisfaction with certain
aspects of the health care. Study by those of
Wright et al., (2006) at the clinics of primary
health care in the Lembah Klang showed the
following aspects of care has the lowest level of
satisfaction, that is a description of health and
follow-up treatment and waiting time. Study
more about the quality of the results, especially
in terms of changes in health status and changes
in attitudes, knowledge and practices related to
the health of the patient needs to be done. So the
organizations offering services need to focus on
the interest in the services offered to ensure that
all parties gain and achieve aims that have been
set.
2. Materials and Methods
2.1 Study Area
This research was conducted on the campus of
Universiti Malaysia Terengganu, which is
situated on the shores of the South China Sea.
2.1 Sample Size Determination
The target populations were students of
University Malaysia Terengganu. Data from 331
respondents (students) were collected. The
calculation of sample size was performed by
using single proportion formula,
)1(
2
ppz
n
. In this case, the
anticipated population proportion 21.0p ,
5
level of significances )05.0%(5 and absolute
precision %5 .
So the calculation is as follows sample size,
)p(pz
1
2
= )21.01(21.005.0
96.12
= 255 Students
The requirement sample size at the analysis stage is )25.0255(255 = 318 students.
Figure1. Conceptual framework of method in analyzing satisfaction level with UMT Health Centre
6
Section I : Structural Equation Modelling of Students Satisfaction level with UMT Health Centre
services
Figure 2. Conceptual framework of Students Satisfaction level with Universiti Malaysia Terengganu Health
Centre services
Figure 3. Structural Equation Modelling of Students Satisfaction level with Universiti Malaysia
Terengganu Health Centre services
7
Based on the previous research, some literature
background and the corresponding theoretical
perception, we come out one theoretical model
as shown in Figure 2. There are five variables
have been identified and used as shown in the
Figure 2. The structural equation modeling was
used to estimate multiple and dependence
relationships and used to represent the
unobserved concept in this relationship (Hall and
Dornan, 1998). Amos version 8 was used to
measure the model fit. In this case the model
construction based on the suggestion proposed
by Amos. Figure 3 shows the structural equation
for five latent variables namely; student
information, counter service, treatment room,
pharmacy counter and waiting hall are used to
observe the relationships. The first latent variable
consists of eight indicators which are gender,
race, age, education, faculty, field, year and
status. From the model we can see that, there are
four major factors that contributing to the score
of satisfaction level toward health center
services. Under the factor of “counter service”
there are nine items from ten items that
contributed much to this dimension. The Table 1
below summarizes the items from A1 to A10.
Table 1. Service of Counter
Question A1 Hospitality, courteous and prudent
Question A2 Time taken to be treated
Question A3 Management of health records
Question A4 The ability of staff to communicate with patients
Question A5 Staffs all well-dressed and attractive
Question A6 Cleanliness of counter
Question A7 Patient's foyer
Question A8 Staffs are always on duty at the service counter
Question A9 Collaboration of service staff
Question A10 Overall service counter role
Table 2. Service of Counter
No Service Aspects Satisfaction Levels
1 2 3 4 5 6 7 8 9 10
1
Hospitality,
courteous and
prudent
0.9
%
2.2
%
4.4
%
11.9
%
12.9
%
11.3
%
19.2
%
21.1
%
9.1%
6.9%
2 Time taken to be
treated
0.6
%
1.9
%
3.1
%
11.9
%
15.7
%
11.9
%
18.9
%
23.3
%
8.8% 3.8%
3 Management of
health records
0.6
%
2.2
%
4.4
%
9.1% 12.3
%
11.6
%
17.3
%
26.4
%
11.3
%
4.7%
4 The ability of staff
to communicate
with patients
0.3
%
2.2
%
3.5
%
10.4
%
10.4
%
10.7
%
18.6
%
23.6
%
15.1
%
5.3%
8
5 Staffs all well-
dressed and
attractive
0.3
%
1.9
%
3.8
%
8.8% 9.4% 9.7% 16.7
%
23.9
%
17% 8.5%
6 Cleanliness of
counter
0.6
%
0.9
%
2.5
%
7.9% 9.1% 8.5% 20.1
%
23.9
%
16.7
%
9.7%
7 Patient's foyer
0.9
%
1.9
%
1.9
%
8.2% 8.5% 9.8% 15.8
%
27.1
%
17.7
%
8.2%
8 Staffs are always
on duty at the
service counter
0.3
%
2.2
%
3.8
%
7.5% 8.8% 12.6
%
16.7
%
23% 16.7
%
8.5%
9 Collaboration of
service staff
0.3
%
1.9
%
3.8
%
6.3% 8.2% 11.0
%
20.8
%
21.7
%
16% 10.1
%
10 Overall service
counter role
0.3
%
1.6
%
2.2
%
8.2% 8.2% 8.2% 17.3
%
25.8
%
19.5
%
8.8%
Table 2 shows the frequency value of student’s
satisfaction level with service counter of the
UMT Health Centre. The highlighted data
portraits obtained frequency value of each item
in the research. According to the results, students
highly satisfied with patient’s foyer (27.1%),
management of health record (26.4%) and
cleanliness of service counter (23.9%). These
three items indicate that the UMT Health Centre
is very clean, the patient’s foyer is very
comfortable and management of the patient’s
health records areoveryoefficient. Figure 3
shows the structural equation modelling of
students' satisfaction level towards UMT Health
Centre services. Under counter service factor,
there are six items that contribute most of the
service counter. Question A1,
001.0,85.0 p Question A2
0010860 .p,. , Question A3
001.0,87.0 p Question A4
001.0,89.0 p , Question A5
001.0,86.0 p and the last is the
Question A6 001.0,86.0 p .
Table 2. Waiting Room
Question D1 Environments of waiting hall are attractive
Question D2 Cleanliness of health center
Question D3 Comfortable of waiting hall
Question D4 Adequate seating facilities
Question D5 Health centers adhere to existing regulations
Question D6 The overall conditions of waiting hall satisfied
Under the factor of “Waiting Room”, there are
five questions given to the respondents. From
Figure 3 we can see clearly there are five of the
six items have a strong relation to the factor of
“Waiting Room”. Environments of waiting hall
are attractive 0010940 .p,. and
9
Cleanliness of health center
0010960 .p,. were the highest
component that contributed to the score of
satisfaction through the item of “Waiting Room”.
For the “Treatment Room” there ten items tested.
Out of ten, only four item were contributed more
to the service counter. Time taken to be treated
0010900 .p,. , Management of
health records 0010920 .p,. , The
ability of staff to communicate with patients
0010920 .p,. and the item of all
staffs are well-dressed and attractive
0010890 .p,. .
Table 3. Ttreatment Room.
Question B1 Hospitality, courteous and prudent
Question B2 Time taken to be treated
Question B3 Management of health records
Question B4 The ability of staff to communicate with patients
Question B5 All staffs are well-dressed and attractive
Question B6 Cleanliness of counter
Question B7 Patient's foyer
Question B8 Staffs are always on duty at the service counter
Question B9 Collaboration of service staff
Question B10 Overall service counter role
Table 4. Pharmacy Counter.
Question C1 Hospitality, courteous and prudent
Question C2 Staffs all neat and attractive
Question C3 Pharmacists services
Question C4 Time taken to get the medicines
Question C5 Description about the medicines are clear
Question C6 Pharmacies’ environment
Question C7 Effectiveness of medicines
Question C8 Overall Pharmacy counter services
According to the service of “Pharmacy Counter”,
only for items that have a strong relationship
with the score of the pharmacy counter.
Pharmacists' services 0010930 .p,. ,
time taken to get the medicines
0010930 .p,. , description about the
medicines are clear 0010920 .p,.
and pharmacy environment
0010900 .p,.
Section II : satisfaction level between male and
female students.
Mann-Whitney U
10
Table 5. Mean rank
Gender N Mean Rank Sum of Ranks
Satisfaction level with
UMT Health Centre
services
Male 128 184.87 23663.00
Female 190 142.41 27058.00
Total 318
Table 6. Test Statistics
Satisfaction level with UMT Health Centre services
Mann-Whitney U 8913.000
Wilcoxon W 27058.000
Z -4.038
Asymp. Sig. (2-tailed) 0.000
The Mann-Whitney U test used to analyze the
differences of satisfaction level with UMT health
center services between two male and female
students. The values of mean rank determine the
level of male and female student’s gratification
towards UMT health center services. The mean
ranking of male customers is higher than the
female customers indicated that they were more
satisfied with the university health center
services. Male students mean rank is 184.87
while female students mean rank is only 142.41.
Results of Mann Whitney U test showed that the
data of two independent groups are significantly
different at p <0.05. Therefore, 0H is rejected
and 1H is accepted, which stated that the
satisfaction level between male students and
female students has significant differences. The
journal published by Steven on 2006, titled
“Patient Satisfaction of Female and Male Users
of Veterans Health Administration Services”
results also show that's significant differences
between female and male reporting of
satisfaction were found in the unadjusted
analyses with males showing greater levels of
satisfaction than females (p <0.05).
11
Figure 4: Satisfaction level with Universiti Malaysia Terengganu Health Centre services
According to Gender
The box plot graph illustrates the level
contentment of male and female students of
Universiti Malaysia Terengganu with its health
center. Median value (which represents the line
in the box plot) of male students is higher and
shows that they satisfied more than female
students with the UMT health center.
Section II : Satisfaction level between counter service, treatment room service, waiting hall and pharmacy
counter.
Friedman test
Table 7. Mean Rank
Mean Rank
Service of counter 3.28
Service in treatment room 3.27
Comfort of waiting hall 1.24
Service at pharmacy counter 2.21
Table 8. Test Statistics
N 318
Chi-Square 558.566
df 3
Asymp. Sig. 0.000
a. Friedman Test
12
The Friedman test used to analyze the
differences of satisfaction level of students with
UMT health center services between four
dependent variables namely service counter,
treatment room, waiting hall and pharmacy
counter. Table 7 listed the values of mean rank
of gratification towards service counter,
treatment room, waiting hall and pharmacy
counter of the UMT Health Centre. The mean
ranking of the service counter is higher than the
other three aspects, indicated that students were
more satisfied with the service counter of the
University Health Centre. Service counter mean
rank is 3.28 while treatment room, waiting hall
and pharmacy counter mean ranks are only 3.27,
1.24 and 2.21 respectively. Results of Friedman
test showed that the data of four dependent are
significantly different since Chi-Square is more
than the critical value (558.566 > 7.82) at p
<0.05. Since the p< 0.05, we accept 1H , which
state that there is a high sibetween thedifference
betweentin UMT Health Centre of UMT Health
Centre. Due to the results of the Friedman test,
we only can conclude that there is a significant
difference between the four aspects of the UMT
Health Centre, and it does not show which
spouse of aspects causes the result of the
condition. So that, the multiple comparison
among the four aspects done by using the
Wilcoxon T test.
Table 9: Paired comparison analysis
Paired Asymp. Sig. (2-tailed)
Treatment Room - Service counter 0.552
Pharmacy Counter - Service counter 0.000
Waiting Hall - Service counter 0.000
Pharmacy Counter - Treatment room 0.000
Waiting Hall - Treatment room 0.000
Waiting Hall - Pharmacy counter 0.000
Based on the results of the above analysis, the significant difference between five pairs contributed to the
Friedman results which are pharmacy counter and service counter (p <0.05), waiting hall and service
counter (p <0.05), pharmacy counter and treatment room (p <0.05), waiting hall and treatment room (p
<0.05). And waiting hall and pharmacy counter (p <0.05) except treatment room with service counter (p
<0.552).
Section III : Respondents’ level of satisfaction towards race
Table 10: Mean rank
Race N Mean Rank
Satisfaction level towards UMT Health
Center Services
Malay 114 170.32
Chinese 105 148.43
Indians 97 155.51
Total 316
13
Table 11: Test Statistics
Satisfaction level with UMT Health Centre services
Chi-Square 3.290
df 2
Asymp. Sig. 0.193
The Kruskal-Wallis H test used to analysis the
differences of satisfaction level with UMT health
center services between three independent
variables namely Malay’s, Chinese and Indian’s
students. The values of mean rank determine the
level of Malay, Chinese and Indian student’s
gratification towards UMT health center services
is given in the Table 10. The mean ranking of
Malay customers is higher than the other two
race’s customers, indicated that they were more
satisfied with the university health center
services. Malay student’s mean rank is 170.32
while Chinese and Indian students mean ranks
are only 148.43 and 155.51 respectively. Results
of Kruskal-Wallis H test showed that the data of
three independent groups are not significantly
different since Chi-Square is less than the critical
value (3.290 < 5.99) at p < 0.05. Results that
obtained by (Azimatun, Salmiah & Ahamad,
2007; Doherty and Wright, 1998) also proved
that there is a no significant difference between
ethnic origin toward satisfaction level.
Section IV : Ordinal regression toward total
score of satisfaction level.
Table 4.9: Parameter Estimates
Estimate Std. Error Wald df Sig.
Service Counter .147 .014 110.822 1 0.000
Treatment Rooms .137 .014 98.617 1 0.000
Pharmacy Counter .166 .018 86.032 1 0.000
Waiting Hall .168 .020 68.655 1 0.000
In the parameter estimates table we see the
coefficients, their standard errors, the Wald test
and associated p-values. Service counter,
treatment rooms, pharmacy counter and waiting
hall are statistically significant. So for the
counter service, we would say that for a one unit
increase in counter, we expect a 0.15 increase in
the ordered log odds of being at a higher level of
satisfaction, given all of the other variables in the
model are held constant. For treatment room, we
would say that for a one unit increase in
treatment room, we would expect a 0.14 increase
in the log odds of being at a higher level of
satisfaction, given that all of the other variables
in the model are held constant. For the pharmacy
counter, we would say that for a one unit
increase in pharmacy counter, we would expect a
0.17 increase in the log odds of being at a higher
level of satisfaction, given that all of the other
variables in the model are held constant. Besides
14
that, for the waiting hall, we would say that for a
one unit increase in the waiting hall, we would
expect a 0.17 increase in the log odds of being at
a higher level of satisfaction, given that all of the
other variables in the model are held constant.
Conclusion
Customer satisfaction has always been a hot
topic among service operators because the level
of satisfaction can determine the growth of a
business. In this study the purpose was to
measure the students' satisfaction level with the
UMT Health Centre. The respondents were only
from UMT students. There are 318 students were
chosen to ascertain the satisfaction level with the
UMT Health Centre. We had used structural
equation modelling, ordinal regression,
correlation analysis, Mann-Whitney U test,
Kruskal-Wallis H and Friedman test to evaluate
the student’s satisfaction level toward UMT
Health Centre. According to structural equation
modelling, we can say that service counter,
treatment room, pharmacy counter and waiting
hall have a relationship with a total score of
satisfaction level of students. Based on
correlation analysis results, we can conclude that
there is a negative correlation between
independent variable gender and dependent
variable satisfaction level. This shows that,
satisfaction level with the UMT Health Centre
was not influenced by gender of the students.
Results of Mann Whitney u test showed that the
data of two independent groups are significantly
different. The mean ranking of male customers is
higher than the female customers indicated that
males were more satisfied with the university
health center services. Male students mean rank
is 184.87 while female students mean rank is
only 142.41. The Kruskal-Wallis H test used to
analysis the differences of satisfaction level with
UMT health center services between three
independent variables namely Malay’s, Chinese
and Indian’s students. The mean ranking of
Malay customers is higher than the other two
race’s customers, indicated that they were more
satisfied with the university health center
services. Malay student’s mean rank is 170.32
while Chinese and Indian students mean ranks
are only 148.43 and 155.51 respectively. Results
of Kruskal-Wallis H test showed that the data of
three independent groups are not significantly
different. Moreover the Friedman test indicated
that, students were more satisfied with the
service counter of the University Health Centre.
Service counter mean rank is 3.28 while
treatment room, waiting hall and pharmacy
counter mean ranks are only 3. 27, 1.24 and 2.21
respectively.
References
1. Atilgan, E., Akinci, S. & Aksoy,
S.2003. Mapping service quality in the
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