P-ISSN: 2808-0467
E-ISSN: 2808-5051
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1816
ORGANIZATIONAL AND SUPERVISOR SUPPORT ON TURNOVER
INTENTION MEDIATED BY AFFECTIVE COMMITMENT
Ikhsan Prasetya Indra
1
, Achmad Sudiro
2
, Ainur Rofiq
3
Faculty of Economics and Business, University of Brawijaya, Malang, East Java, Indonesia
1
ikhsanprasetya94@gmail.com
2
achmad_sudiro@ub.ac.id
3
rofiq@ub.ac.id
PAPER INFO ABSTRACT
Received:
December 2022
Revised: January
2023
Approved:
January 2023
Background: A company's sustainability lies in managing its human
resources. Human resources are one of the critical elements for the
achievement of company goals. The company's success or failure depends on
employees' job satisfaction (Individually) which affects the overall job
satisfaction of the organization.
Aim: This study is about the effect of organizational support and supervisor
support against turnover intention mediated by affective commitment.
Method: This research uses a quantitative approach with an explanatory
research design. The research site is the Lima Puluh Kota County Fire
Service. The population in this study, namely freelance daily employees
(PHL) in the Lima Puluh Kota District Fire Service, has 100 employees in
Lima Puluh Kota District of 2022. Research sampling techniques that use
saturated sampling. The primary data in this study were respondents' answers
through the distribution of questionnaires. While the secondary data is
obtained from the object. The analysis techniques were descriptive analysis,
PLS analysis, and structural model analysis before finally going through
hypothesis testing and mediation
Findings: The results showed a significant negative influence between
supervisor support for turnover intention and affective commitment
mediation, meaning that the higher the supervisor's support, the higher the
affective commitment, and will indirectly reduce the occurrence of employee
turnover intention.
KEYWORDS
organization support, supervisor support, turnover intention, affective commitment
© The author(s). This work is distributed under the terms of the Creative
Commons Attribution-ShareAlike 4.0 International License (CC BY-SA 4.0)
INTRODUCTION
The sustainability of a company lies in the management of its human resources. Human
resources are one of the critical elements for the achievement of company goals. The success
or failure of the company organizationally depends on the job satisfaction of employees
(individually), which affects the overall job satisfaction of the organization. Good human
resource management can generate comparative advantages for organizations (Ismajli et al.,
2015). However, suppose the management of human resources is poor. In that case, it can be
detrimental to the company, such as the increasing desire of employees to leave their jobs or
called turnover intention.
Turnover Intention in employees can impact the organization when it leads to the
employee's decision to leave the organization altogether (Turnover) (Mosadeghrad, 2013). It is
because the desire to leave comes from the individual employee himself and is not the desire
of the organization or company, the greater the turnover rate that occurs in the company, the
more significant the impact of losses that the company must bear. These losses include hiring,
training, productivity, and dismissal costs (Mathis & Jackson, 2002). The above opinion is also
Organizational and Supervisor Support on Turnover Intention Mediated by Affective Commitment
1817 Interdisciplinary Social Studies, 2(4), Jan 2023
supported by the results of research from Aamodt (2015), suggesting that the impact of turnover
is divided into two, namely visible and invisible effects. The visible impacts of turnover include
advertising costs, employment agency fees, bonuses, admission travel expenses, salaries and
costs incurred during the application process and candidate interviews, and placement costs for
new employees. Invisible impacts include loss of productivity associated with moving
employees and other employees having to do more work. Turnover intentions must be
addressed as an essential phenomenon and human behavior in the life of a company, both from
an individual and social point of view.
The fire service is a government-implementing element responsible for handling fire and
disaster problems included in the emergency service or rescue, such as ambulances and the
National SAR Agency. The existence of the fire service is necessary because the function of
the fire service provides very urgent services and cannot be eliminated. The Fire Service is an
organization that serves the community 1x24 hours, just like the TNI-POLRI and hospital
services. The Fire Service does not recognize holidays, whether Sundays, red dates, or religious
holidays related to providing excellent public service. This 1x24-hour working hour is a logical
consequence if someone decides to become a "Yudha Brama Jaya" army, better known as a
firefighter.
In general, firefighters have a duty full of risks and workloads that endanger the officers'
lives, and this is feared to give rise to a turnover intention to find a job with a lower workload
risk. This statement is supported by research from Qureshi (2012) heavy workload can increase
turnover intentions. The same statement was also expressed by Bakker et al. (2014) that
workload is closely related to fatigue when given excessively to employees, which can trigger
turnover intention.
Organizational support is an important thing that can help achieve the job's demands.
When employees are convinced that their organization supports their career growth and career
needs, it can reduce turnover intentions, and they become more focused on work goals (Shuck
et al., 2014). The relationship between perceived organizational support and moving intent has
established that with high support, the intention to move among employees will decrease
(Dawley et al., 2010; Islam et al., 2018). Maertz et al. (2007) also added that there are findings
explaining that organizational support is significantly related to turnover intention. Employees
with high organizational support will reciprocate with increased roles and extra performance
(Eisenberger et al., 2016).
However, there are different research results from some researchers. Tuzun and Kalemci
(2012) stated that organizational support did not significantly affect turnover intention. The
results of his research did not find support that the negative relationship between turnover and
employee switching intentions was higher in individualists. Organizational support may have
more effect on turnover intentions because they are self-interest-oriented, achieve their own
goals, and consider the achievement of their personal goals as the main interest. Other
researchers, such as Wong (2017), also revealed the same results. These results also show that
organizational support affects affective commitment rather than organizational support
affecting turnover directly. The study results have inconsistencies in research results, and
further studies are needed to prove conceptually and empirically.
Another factor influencing turnover intention is supervisor support. Supervisor support is
defined as the extent to which leaders value their employees' contributions and care about their
Organizational and Supervisor Support on Turnover Intention Mediated by Affective Commitment
1818 Interdisciplinary Social Studies, 2(4), Jan 2023
well-being (Kurtessis et al., 2017). Supervisors are considered representatives of the
organization and are responsible for directing and evaluating subordinates' performance, which
employees will see as indicative of organizational support (Eisenberger et al., 2002). The effect
of supervisor support on turnover is that the supervisor's support will lead to a commitment to
the organization because the superior is considered an agent of the organization. The intention
of loyal employees stays with the organization (Chen et al., 2002). High supervisor support can
be interpreted as a way for superiors or supervisors to contribute to a leadership role in the
organization and thus demonstrate the supervisor's high commitment to the organization. For
employees with high affective commitments, having such a boss will increase cohesiveness
and a sense of appreciation so that employees will remain loyal to the organization (Shanock
& Eisenberger, 2006).
Based on the opinion of Ghosh et al. (2019), leaders should provide emotional support to
employees to lower the saturation level. Therefore, companies must build superior-subordinate
solid relationships to retain their best talents. The higher the supervisor's perceived support, the
more employees feel obligated to stick with the organization and do their job well despite
difficulties and stress. Thus, the role of supervisor support is a direct determinant of turnover
intentions (Fazio et al., 2017).
Perceived supervisor support is an employee's view of whether their supervisor values
contributions and cares for the employee's well-being (Eisenberger et al., 2002). Superiors who
act with integrity are proven to foster employee trust (Gatling et al., 2017). Actions such as
listening to disputes, informing employees of decisions, implementing employee-focused
practices, and communicating company information are forms of supervisor support
(Domínguez-Falcón et al., 2016; Karatepe & Kaviti, 2016). Supervisors can also negatively
impact the well-being of their employees, poor support by supervisors has been shown to
increase employee stress levels, causing depression (Sparks et al., 2001). Lyu et al. (2016)
found that abusive supervisors negatively impact employees. Regardless of whether actions by
managers are taken consciously or not, managers need to understand the impact of their support
(or lack thereof) on employees.
However, some results are different from the results of the above research. Based on the
research of Cho et al. (2009), supervisor support is not significantly related to turnover,
meaning that supervisor support does not reduce the intention of employees to leave the
company. The impact of supervisor support on the intention to leave is still questionable. It
needs further research, and this result is also supported by Afzal et al. (2019). The study's
results also showed that supervisor support for employee turnover intention had no significant
effect, which suggests that when supervisor support increases, it does not directly affect
turnover intention.
There is another factor that also influences employees' turnover intention, namely
organizational commitment. However, researchers focus more on affective commitment
because, according to Allen and Meyer (1990), it occurs when employees want to be part of
the company because of emotional ties. In other words, a solid affective commitment will
identify employees by actively participating and enjoying their company membership.
Employees recognize the similarities between themselves and the company, thus showing
concern and forming an impressive commitment (want). In addition, the employee is willing
to give up his values and adjust to the company. It is in line with what Baron and Greenberg
Organizational and Supervisor Support on Turnover Intention Mediated by Affective Commitment
1819 Interdisciplinary Social Studies, 2(4), Jan 2023
(2003) argue that affective commitment refers to a member's emotional connection to the
organization. People want to continue working for the organization because they agree with its
goals and values. People with a high level of affective commitment desire to remain in the
organization because they support the objectives of that organization and are willing to help to
achieve those goals. Robbins and Judge (2013) stated affective commitment, emotional
feelings for the organization, and belief in its values. Affective commitment is essential to
employee dedication and loyalty to the organization.
Effective, committed employees will have a sense of belonging to the organization and a
stronger desire to stay with the organization (Rhoades et al., 2001). Other research studies have
also shown that affective commitment significantly and negatively affects turnover intentions
(Perryer et al., 2010). Employees who are committed to their organization are less interested in
quitting. One reason behind this could be that they want to stay, which is none other than the
influence of affective commitment on the employee (Allen & Meyer, 1990).
In addition to the above opinions, there is another opinion from previous researchers, who
said that there is an influence of mediation between organizational support and supervisor
support on turnover intention through the mediation of affective commitment, which means
affective commitment becomes a mediation variable. Fazio et al. (2017) have examined the
role of mediation played by affective commitment between social support consisting of
organizational support and supervisor support and the turnover intention of hospital employees.
The result of the study is affective commitment mediating the relationship between supervisor
support and turnover intention, so an increase in supervisor support will lead to an increase in
affective commitment, which will then lead to a decrease in turnover intention.
Kahumuza and Schlechter (2008) also posit the same point that affective commitment
mediates how organizational support is perceived towards turnover intentions. Nichols and
affective commitments. The results of his research say that the relationship between supervisor
support and intention to turnover is mediated by affective commitment. Based on the research
results above, it can be concluded that if an employee is satisfied with the support provided by
the organization and supervisors, it can increase affective commitment. Effectively committed
employees will have a sense of belonging to their organization and a stronger desire to stay
with the organization.
There is a research gap where there are still inconsistencies in the results of previous
studies and existing phenomena. This study is about the effect of organizational support and
supervisor support against turnover intention mediated by affective commitment.
METHOD
This research uses a quantitative approach with an explanatory research design. The
research site is the Lima Puluh Kota County Fire Service. The population in this study is
freelance daily employees in the Lima Puluh Kota District Fire Service. There are 100
employees in Lima Puluh Kota District of 2022. Research sampling techniques that use
saturated sampling. The reason for the determination of the sampling technique is the small
number of the research population, namely freelance daily employees in the Lima Puluh Kota
District Fire Service. Based on this sampling method, the number of samples in this study is
100 employees in the Lima Puluh Kota District Fire Service in 2022, according to the total
population.
Organizational and Supervisor Support on Turnover Intention Mediated by Affective Commitment
1820 Interdisciplinary Social Studies, 2(4), Jan 2023
The primary data in this study were respondents' answers through the distribution of
questionnaires. Meanwhile, the secondary data were obtained from the object. Both data types
were then measured on the Likert scale and analyzed by descriptive analysis, PLS analysis, and
structural model analysis before finally going through hypothesis testing and mediation.
RESULTS AND DISCUSSION
Hypothesis testing can be done to determine the influence of organizational support and
supervisor support on turnover intention directly or indirectly through the mediation of
affective commitments. Hypothesis testing in PLS analysis can be done by looking at the results
of the t-statistic test or its significance value. The hypothesis is accepted if the p-value < 0.05
(significance rate 5%) or the t-statistic, t-value > t-table (1.96). The t-statistic test in PLS
analysis is by applying the bootstrapping method. The results of the hypothesis test can be seen
in the following table:
Table 1. Hypothesis Test Results
No
Inter-Construct
Relationships
Coef.
Path
T-
Statistics
Information
Result
1
Organizational support ->
Turnover intention
-0.339
2.724
Significant
Accepted
2
Dukungan supervisor ->
Turnover intention
-0.177
1.544
Do not
Rejected
3
Affective commitment ->
Turnover intention
-0.348
3.251
Significant
Accepted
4
Organizational support ->
Affective commitment
0.399
2.974
Significant
Accepted
5
Supervisor support ->
Affective commitment
0.354
2.620
Significant
Accepted
6
Organizational support ->
Affective commitment ->
Turnover intention
-0.139
2.012
Significant
Accepted
7
Supervisor support ->
Affective commitment ->
Turnover intention
-0.123
2.002
Significant
Accepted
Source: Primary Data Processed, 2022
1) H1 (Organizational support negatively affects turnover intention): The test results
obtained a path coefficient of -0.339 with a t-statistical value of 2.724 > 1.960 and a p-
value of 0.007 < 0.050. The results show a significant negative influence between
organizational support and turnover intention, meaning that the higher the
organization's support, the lower the employee turnover intentions.
2) H2 (Supervisor support negatively affects turnover intention): The test results obtained
a path coefficient of -0.177 with a t-statistical value of 1.544 < 1.960 and a p-value of
0.123 > 0.050. The results show a negative but insignificant influence between
Organizational and Supervisor Support on Turnover Intention Mediated by Affective Commitment
1821 Interdisciplinary Social Studies, 2(4), Jan 2023
supervisor support and turnover intention, meaning that the higher the supervisor's
support will not have a significant effect on employee turnover intentions.
3) H3 (Affective commitment negatively affects turnover intention): The test results
obtained a path coefficient of -0.348 with a t-statistical value of 3.251 > 1.960 and a p-
value of 0.001 < 0.050. These results show a significant negative influence between
affective commitment and turnover intention, meaning that the higher the affective
commitment, the lower the employee's turnover intention.
4) H4 (Organizational support positively affects affective commitment): The test results
obtained a path coefficient of 0.399 with a t-statistical value of 2.974 > 1.960 and a p-
value of 0.003 < 0.050. These results show a significant positive influence between
organizational support and affective commitment, meaning that the higher the
organization's support, the higher the employee's affective commitment.
5) H5 (Supervisor support positively affects affective commitment): The test results
obtained a path coefficient of 0.354 with a t-statistical value of 2.620 > 1.960 and a p-
value of 0.009 < 0.050. These results show a significant positive influence between
supervisor support and affective commitment, meaning that the higher the supervisor's
support, the higher the supervisor's support, and the higher the employee's affective
commitment.
6) H6 (Organizational support negatively affects turnover intention with affective
commitment mediation): The test results obtained a path coefficient of -0.139 with a t-
statistical value of 2.012 > 1.960 and a p-value of 0.045 < 0.050. These results show a
significant negative influence between the organization's support for turnover intention
and the mediation of affective commitment, meaning that the higher the organizational
support, the higher the affective commitment, and indirectly it will have a significant
effect on the lower the employee turnover intention.
7) H7 (Supervisor support negatively affects turnover intention with affective
commitment mediation): The test results obtained a path coefficient of -0.123 with a t-
statistical value of 2.002 > 1.960 and a p-value of 0.046 < 0.050. The results show a
significant negative influence between supervisor support for turnover intention and
affective commitment mediation, meaning that the higher the supervisor's support, the
higher the affective commitment, and indirectly it will significantly affect the lower
employee turnover intention.
This study examined the effect of organizational support and supervisor support on the
turnover intention with affective commitment as a mediating variable in the Lima Puluh Kota
District Fire Service. Based on the results of hypothesis testing obtained results, H1, H3, H4,
H5, H6, and H7 were accepted, while H2 was rejected. The following is a discussion of the
results of each research hypothesis.
The Effect of Organizational Support on Turnover Intention
The results showed that organizational support has a significant effect on turnover
intention. Hypothesis testing gets negative and significant influence results, so it can be
concluded that the high level of organizational support provided to employees can hinder
turnover intention. Suppose the employee is satisfied with the support provided by the
Organizational and Supervisor Support on Turnover Intention Mediated by Affective Commitment
1822 Interdisciplinary Social Studies, 2(4), Jan 2023
organization. In that case, the employee feels appreciated for their hard work, so they will stay
in the company and not think about leaving it.
This result is reinforced by a statement from Perryer et al. (2010), which states that if the
organization gives a positive impression or positive impact on employees, the employee
automatically chooses to stay in the company. However, if the organization is felt to provide a
negative impression on employees, this can cause employees to leave the company. The same
statement was also expressed by Ghosh et al. (2019). The results of this study stated that support
in the workplace is a force that can bind employees and their organizations. It also emphasizes
the important role of organizational support creating a good impression to reduce turnover
intentions. The results of the research are also supported by the results of research from Islam
et al. (2018), Maertz et al. (2007), and Dawley et al. (2010), which also reveal that high
organizational support will have a significant negative effect on turnover intention.
The Effect of Supervisor Support on Turnover Intention
The test results obtained a path coefficient of -0.177 with a t-statistic value of 1.544 <
1.960 and a p-value of 0.123 > 0.050. From these results, it can be concluded that there is a
negative but insignificant influence between supervisor support on turnover intention, meaning
that the higher the supervisor's support does not affect employees' turnover intentions, there
are other factors that may be more able to reduce the occurrence of employee turnover
intention.
Supervisor support must go through other variables to affect employee turnover intentions.
Such as the research results obtained by Dysvik and Kuvaas (2010). In shaping employee
attitudes, the perceived support of supervisors affects the commitment of employees, which
affects the intention to stop working.
Previous studies also support this statement, namely by Cho et al. (2009) and Afzal et al.
(2019). It was stated that there is a negative but insignificant influence between supervisor
support on turnover intention, meaning that the higher the supervisor's support does not affect
employee turnover intentions.
Effect of Affective Commitment on Turnover Intention
The results showed a significant negative influence between affective commitment and
turnover intention. It can be concluded that an employee's high affective commitment tends to
reduce turnover intention. Effectively committed employees will have a sense of belonging to
the organization and a stronger desire to stay with the organization. Affective commitment
refers to the emotional connection of members to the organization. People want to continue
working for the organization because they agree with its goals and values. People with a high
level of affective commitment desire to remain in the organization and are willing to help to
achieve the company's goals. This result is strengthened by research by Perryer et al. (2010)
and Addae et al. (2006). Yousaf et al. (2014) suggest that affective commitment significantly
negatively affects turnover intention. The higher the sense of affective commitment in
employees, the more it will inhibit the occurrence of turnover intention.
Organizational and Supervisor Support on Turnover Intention Mediated by Affective Commitment
1823 Interdisciplinary Social Studies, 2(4), Jan 2023
The Effect of Organizational Support on Affective Commitment
The results showed a significant positive influence between organizational support and
affective commitment, meaning that the higher the organizational support, the higher the
employee affective commitment. The organizational support felt by the Lima Puluh Kota
District fire team can foster employee affective commitment. To increase affective
commitment, organizations need various ways of providing support to workers, including
performance appraisal programs, reward systems, development programs (e.g., training), and
career development so that employees will feel valued because the organization cares about the
development of its employees. When employees feel supported by the organization, they show
more ties to the organization and are less likely to leave it.
The above statement is reinforced by some of the results of previous research by Arshadi
and Hayavi (2013), Aubé et al. (2007), and Islam et al. (2015) which stated that organizational
support has a significant positive effect on affective commitment, meaning that the higher the
support that an organization provides to its employees, the higher the affective commitment
within an employee.
The Effect of Supervisor Support on Affective Commitment
The results showed that supervisor support significantly positively affected affective
commitment. In this case, it can be concluded that the high level of supervisor support will also
increase the high sense of affective commitment. When an employee receives support from a
supervisor, the employee will be more likely to work for the organization, invest in the
organization's well-being, and become more effectively committed.
Perceived supervisor support alludes to how employees view their bosses as caring about
them and valuing their contributions. The support provided is a form of care and respect that
they give to employees, providing a positive organizational climate, such as social support and
concern for employee welfare; As a result, employees are more likely to experience increased
commitment levels.
The above statement is also reinforced by several previous research results, such as van
Gelderen and Bik (2016), Simosi (2012), and Bashir and Long (2015), which suggests that
supervisor support has a significant positive effect on affective commitment. The more satisfied
the employee is with the support and care provided by the supervisor, the higher the sense of
affective commitment in the employee.
The Effect of Organizational Support on Turnover Intention Through Mediation of
Affective Commitments
The results showed that there is a significant negative influence between organizational
support for turnover intention through the mediation of affective commitments, meaning that
the higher the organizational support will have a significant effect on the higher the affective
commitment and indirectly will have a significant impact on the lower the turnover intention
official. Increased perceived organizational support leads to an increase in affective
commitment and a reduction in turnover intentions.
Employees who believe their organization is supportive will feel obligated to be loyal to
their organization and can cultivate affective commitment so that employees will not think
about leaving their workplace. Employee perception of organizational support will have a
Organizational and Supervisor Support on Turnover Intention Mediated by Affective Commitment
1824 Interdisciplinary Social Studies, 2(4), Jan 2023
positive impact on affective commitment. It can reduce turnover intentions, meaning that if the
organization gives a positive impression or impact on employees, the employee automatically
chooses to stay in the company. However, if the organization is felt to provide a negative
impression on employees, this can cause employees to leave the company. The above statement
is supported by several previous research results, namely Ghosh et al. (2019), Islam et al.
(2015), and Tumwesigye (2010), which both revealed that there is a significant negative
influence between organizational support for turnover intention through the mediation of
affective commitment, meaning that the higher the organizational support will have a
significant effect on the higher the affective commitment and indirectly will have a significant
impact on the lower the turnover intention official.
The Effect of Supervisor Support on Turnover Intention Through Mediation of Affective
Commitments
The results showed a significant negative influence between supervisor support for
turnover intention and affective commitment mediation, meaning that the higher the
supervisor's support, the higher the affective commitment, and indirectly it would have a
significant effect on the lower the turnover intention official. Suppose an employee is satisfied
with the support provided by the supervisor so that it can increase affective commitment. In
that case, effectively committed employees will have a sense of belonging to their organization
and a stronger desire to stay with it.
Supervisor support plays an essential role in counteracting the intention to quit. If
individuals do not perceive that they are supported, especially by leaders, they are more likely
to have turnover intentions. Supervisors must focus on creating a positive perception of support
among employees and gaining job satisfaction and affective commitment. This statement is
supported by several research results, namely Fazio et al. (2017), Kahumuza and Schlechter
(2008), and Nichols et al. (2016), who say that there is a significant negative influence between
supervisor support for turnover intention and mediation of affective commitment, meaning that
the higher the supervisor's support will have a significant effect on the higher the affective
commitment, and indirectly will have a significant impact on the lower employee turnover
intentions.
CONCLUSION
The results showed that organizational support significantly affects turnover intention, so
it can be concluded that the high level of organizational support provided to employees can
hinder turnover intention. Furthermore, the results showed that the supervisor's support did not
have a significant effect on turnover intention, meaning that the higher the supervisor's support
could not suppress the occurrence of turnover intention.
The results also showed a significant influence between affective commitment and
turnover intention. It can be concluded that an employee's high affective commitment tends to
reduce turnover intention. Furthermore, the results showed a significant influence between
organizational support and affective commitment, meaning that the higher the organizational
support, the higher the employee affective commitment. The organizational support felt by the
Lima Puluh Kota District firefighting team can foster employee affective commitment.
Organizational and Supervisor Support on Turnover Intention Mediated by Affective Commitment
1825 Interdisciplinary Social Studies, 2(4), Jan 2023
The results showed that supervisor support had a significant effect on affective
commitment. In this case, it can be concluded that the high level of supervisor support will also
increase the high sense of affective commitment. When an employee receives support from a
supervisor, the employee will be more likely to work for the organization, invest in the
organization's well-being, and become more effectively committed.
The results showed a significant influence between organizational support for turnover
intention through the mediation of affective commitments, meaning that the higher the
organizational support, the higher the affective commitment, and indirectly it will have a
significant effect on the lower employee turnover intention.
The results showed a significant negative influence between supervisor support for
turnover intention and mediation of affective commitment, meaning that the higher the
supervisor support, the higher the supervisor's support, the higher the affective commitment,
and indirectly it will reduce the occurrence of employee turnover intention.
Researchers can research a variety of more diverse institutions and companies. According
to several previous studies, turnover intention often occurs in companies compared to official
agencies. For respondents, subsequent researchers are expected not to focus on one gender
alone as researchers do today. Turnover intention can occur in all genders and can get more
optimal results.
Other researchers can add other research variables and constructs, such as workload and
job satisfaction, which may affect turnover intention. Subsequent research can be carried out
in different regions, for example, areas with more diverse employment, so that the study results
can be generalized.
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