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Background Negative psychosocial work conditions may influence the motivation of employees to adhere to their job.AimsTo elucidate the perception of psychosocial work conditions among Danish hospital employees who would quit their job if economically possible and those who would not.MethodsA cross-sectional questionnaire study of hospital employees. The questionnaire gave information on elements of the psychosocial work environment (job demands, job influence, job support, management quality, exposure to bullying), general health status, sick-leave during the preceding year, life style (leisure time physical activity, alcohol intake and smoking habits), age, sex and profession.ResultsThere were 1809 participants with a response rate of 65%. About a quarter (26%) reported that they would quit their job if economically possible; this rose to 40% among the 17% who considered their health mediocre or bad. In a final logistic regression model, six factors were identified as independently associated with the wish to quit or not: self-assessed health status, meaningfulness of the job, quality of collaboration among colleagues, age, trustworthiness of closest superior(s) and exposure to bullying. Based on these factors it was possible to identify groups with fewer than 15% wishing to quit, and similarly, groups where 50% or more would quit if this was economically possible.Conclusions Psychosocial work conditions, in particular meaningfulness of the job, were independently associated with intention to quit the job if economically possible and relevant within different job categories.
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Occupational Medicine 2013;63:96–102
Advance Access publication 30 January 2013 doi:10.1093/occmed/kqs233
© The Author 2013. Published by Oxford University Press on behalf of the Society of Occupational Medicine.
All rights reserved. For Permissions, please email: journals.permissions@oup.com
Job satisfaction and intention to quit thejob
P.Suadicani, J. P.Bonde, K.Olesen and F.Gyntelberg
Department of Occupational and Environmental Medicine, Bispebjerg University Hospital, Copenhagen 2400, Denmark.
Correspondence to: P. Suadicani, Department of Occupational and Environmental Medicine, Bispebjerg University Hospital,
Bispebjerg Bakke 23, Copenhagen 2400, Denmark. Tel: +45 35 31 60 67; fax: +45 35 31 60 70; e-mail: PSUA0001@bbh.regionh.dk
Background Negative psychosocial work conditions may inuence the motivation of employees to adhere to their
job.
Aims To elucidate the perception of psychosocial work conditions among Danish hospital employees who
would quit their job if economically possible and those who would not.
Methods A cross-sectional questionnaire study of hospital employees. The questionnaire gave information on
elements of the psychosocial work environment (job demands, job inuence, job support, manage-
ment quality, exposure to bullying), general health status, sick-leave during the preceding year, life
style (leisure time physical activity, alcohol intake and smoking habits), age, sex and profession.
Results There were 1809 participants with a response rate of 65%. About a quarter (26%) reported that they
would quit their job if economically possible; this rose to 40% among the 17% who considered their
health mediocre or bad. In a nal logistic regression model, six factors were identied as indepen-
dently associated with the wish to quit or not: self-assessed health status, meaningfulness of the job,
quality of collaboration among colleagues, age, trustworthiness of closest superior(s) and exposure
to bullying. Based on these factors it was possible to identify groups with fewer than 15% wishing to
quit, and similarly, groups where 50% or more would quit if this was economically possible.
Conclusions Psychosocial work conditions, in particular meaningfulness of the job, were independently associated
with intention to quit the job if economically possible and relevant within different job categories.
Key words Economy; health status; psychosocial work quality; retirement intention.
Introduction
With ageing populations in developed countries, due to
an increase in life expectancy and low birth rates, the
ratio of young people to old people (the dependency
ratio) is gradually decreasing. Thus the proportion of
gainfully employed people relative to those receiving
money from social security systems and retirement funds
is also decreasing as discussed in a 2008 paper on early
retirement intentions among Belgian nurses [1]. This
may over time be a threat to the very structure of society,
and despite the presently high youth unemployment, the
tendency in European and other western societies has
been to raise the statutory retirement age, and to oth-
erwise encourage people to postpone their age of with-
drawal from the labour market.
Although the literature on the subject of retirement
intention specically is relatively limited, it has been
shown repeatedly that adverse psychosocial workloads
are associated with an increased wish for early retire-
ment [1–10]. In order to identify which occupational
psychosocial factors may be the most important in motiv-
ating people to continue working or the opposite, at least
two conditions may play a major role: health status and
economic necessity. These conditions may heavily inu-
ence the interpretation of studies trying to elucidate the
association of psychosocial work conditions and actual
retirement.
In a recent study on job satisfaction at a Danish
hospital, questions were asked covering occupational
psychosocial elements and factors related to individual
life style (smoking habits, alcohol intake and physical
activity). In the context of the present paper, two
important pieces of information were available: study
participants were able to report on their health status on
a graded scale, and study participants were asked if they
would quit their job if it was economically possible.
We hypothesized that elements of the perceived psy-
chosocial work environment, irrespective of job category,
would be associated with the intention to quit one’s work
if it was economically possible and that the association
could not be explained by health status or sex.
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P. SUADICANI ET AL.: JOB SATISFACTION AND INTENTION TO QUIT THE JOB 97
Methods
Data collection was performed by use of electronic
or paper questionnaires. All employees belong-
ing to the permanent staff in Bispebjerg University
Hospital (BBH) were invited to participate in a survey.
Permanent employment was dened as having the sal-
ary paid monthly. The survey was conducted during the
period from 13 January 2009 to 16 March 2009. If the
employee had not responded within a week, a reminder
was sent. We have no information on how many remind-
ers were sent, since we did not receive the database until
after it was established. However, the authors were fully
informed on how employees had been strongly encour-
aged to participate by the hospital administration prior
to the survey. Access to the full database was allowed
only to the company UNI-C, the Danish IT Centre for
Education and Research. For the analyses, this organ-
ization passed on the database in anonymized form to
the Department of Occupational and Environmental
Medicine at BBH. The questionnaire gave information
on elements of the psychosocial work environment (job
demands, job inuence, job support, management qual-
ity, exposure to bullying), general health status, sick leave
during the preceding year, life style (leisure time physical
activity, alcohol intake and smoking habits), age, gender
and profession of the participants.
The question on intention to quit the job was phrased
as a statement: ‘If Ihad the economic opportunity to do so,
Iwould quit my job.’ Answer options were ‘yes’ and ‘no’.
According to Danish law, ethical approval is not
required for an anonymized questionnairestudy.
Multiple logistic regression analyses were used when
analysing the association of single items with the inten-
tion to quit the job if economically possible, taking into
account age and/or sex (Tables 13). For the nal ana-
lysis (Table 4), multiple logistic regression analysis was
used with stepwise backward elimination, allowing vari-
ables with P<0.10, the program default, to remain in
the model. For all analyses we used SPSS for Windows
version 18 (SPSS for Windows, Release 18.0 2009.
Chicago, IL, USA: SPSS Inc.). To ascertain goodness-
of-t we used the Hosmer-Lemeshow test [11].
Results
Altogether, 2802 members of the permanent staff were
drawn from the salary administration database; 1809
individuals returned completed questionnaires, corre-
sponding to an overall response rate of 65%. Analysing
available information on responders and non-responders
showed small differences with respect to age and gen-
der, but craftsmen and unskilled workers and nurses’
aides had a lower response rate than other job categories
(~47%); 1782 employees (99%) had answered the ques-
tion on whether they would quit their job, and 26% (469)
employees reported that they would quit their job if it
was economically possible to do so. The proportions of
employees in the different job categories who would quit
their job if economically possible were as follows: phy-
sicians (17%), administrative personnel (25%), nurses
(23%), nurses’ aides (36%), therapists and technicians
(31%) and craftsmen and unskilled workers (35%).
These rates did not change materially with adjustment
for age andsex.
Table1 shows socio-demographic, lifestyle and health
characteristics of those who would quit their work if it
was economically possible and those who would not.
Those who wanted to quit (quitters) were slightly older
Table1. Socio-demographic, lifestyle and health characteristics of those who would quit their job if economically possible and those who
would not
Would quit Would not quit Age and/or sex-adjusted
n=469 n=1313 OR (95% CI)
Socio-demographic factors
Age 44.9 ± 11.1 42.6 ± 11.3 1.21 (1.10–1.34)
Male sex, % 28 24 1.13 (0.89–1.45)
Lifestyle factors
Current smokers, % 28 26 0.87 (0.66–1.15)
Alcohol, beverages/week, men only 9.3 ± 8.6 7.2 ± 6.9 1.03 (1.01–1.06)
Alcohol, beverages/week, women only 3.8 ± 4.7 3.1 ± 4.4 0.97 (0.94–0.99)
Low leisure time physical activity <4 h/week, % 75 67 1.48 (1.15–1.90)
Health factors
Health considered mediocre/bad, % 27 14 2.25 ( 1.73–2.92)
Sick leave, number of days preceding year 13.2 ± 24.5 9.9 ± 20.6 1.006 (1.001–1.01)
BMI, men only 25.6 ± 3.6 25.1 ± 3.3 1.04 (0.98–1.11)
BMI, women only 24.1 ± 4.1 23.6 ± 4.1 1.03 (0.99–1.06)
OR, odds ratio.
Values presented are mean (standard deviation) or frequency in per cent.
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98 OCCUPATIONAL MEDICINE
than those who would not quit (non quitters). No signi-
cant sex differences were observed.
With respect to life style factors no major differences
were observed between potential quitters and non-quit-
ters, although a statistically signicant difference was
found with respect to leisure time physical activity, with
less physical activity reported and also a slightly higher
consumption of alcohol among potential quitters.
Self-assessed health was signicantly rated as mediocre
or bad more often among quitters, who also had a higher
sickness absence in the preceding year. Finally, potential
quitters had a higher BMI (0.5 units) than non-quitters,
a difference statistically signicant amongwomen.
Table 2 shows ‘psychosocial work characteristics’
of those who would quit their job if economically pos-
sible and those who would not. With respect to work
demands small differences were observed between quit-
ters and non-quitters. Only one item was clearly differ-
ent—whether job demands included coming up with
good ideas always or often; the quitters reported that this
was less frequently necessary, probably reecting low
inuence.
With respect to work control, quitters reported signi-
cantly lower decision latitude than non-quitters.
Regarding work support, three items were clearly sig-
nicantly different between quitters and non quitters:
closest superior being good at solving conicts, good col-
laboration among colleagues and having been exposed
to bullying.
Table 3 shows how ‘quality of management’ was
assessed among those who would quit their job if
economically possible and those who would not. With
respect to assessing quality of management, management
quality was rated lower by quitters than non-quitters
with respect to all items included in thisTable.
Table 4 shows determinants of intention to quit if
economically possible. The multiple logistic regression
analysis included factors from Tables 13, which were
signicantly associated with the outcome (would quit/
would not) following logistic regression analysis. Among
Table2. Psychosocial work characteristics of those who would quit their job if economically possible and those who would not
Would quit Would not quit Age and sex-adjusted
n=469 n=1313 OR (95% CI)
Work demands
Quantitative
Is it necessary to work very fast? Always/often, % 63 58 1.17 (0.94–1.46)
Is your work irregular and piling up? Always/often, % 40 33 1.28 (1.02–1.60)
How often are you unable to nish your work tasks? Always/often, % 28 25 1.15 (0.91–1.47)
Cognitive
Does your job demand you to get good ideas? Always/often, % 59 67 0.70 (0.56–0.88)
Emotional
Does your work bring you into emotional situations? Always/often, % 19 14 1.37 (1.03–1.82)
Are you emotionally touched by your work? Always/often, % 18 14 1.32 (0.99–1.77)
Does your work require that you hide your feelings? Always/often, % 22 17 1.32 (1.00–1.73)
Work control
Decision latitude
Do you have much inuence on decisions at your work? Always/often, % 39 49 0.63 (0.50–0.78)
Do you have inuence on your amount of work? Always/often, % 13 18 0.67 (0.49–0.92)
Do you have inuence on your work tasks? Always/often, % 32 42 0.61 (0.49–0.77)
Do you consider your job meaningful? To a high or very high degree, % 71 84 0.46 (0.35–0.59)
Work support
Is your closest superior good at solving conicts? To a high or very high
degree, %
29 38 0.68 (0.54–0.86)
How often do you receive support from other co-workers? Always/often, % 62 66 0.88 (0.70–1.11)
How often do you receive support from your closest superior? Always/often, % 37 44 0.79 (0.63–0.99)
How often do you speak with your colleagues about how well you perform your
work? Always/often, %
19 24 0.80 (0.62–1.05)
How often do you speak with your superiors about how well you perform
your job? Always/often, %
12 17 0.73 (0.54–1.01)
Is the collaboration among colleagues at your work place good? To a high or
very high degree, %
61 73 0.59 (0.47–0.74)
Have you been exposed to bullying within the last year? % yes 12 6 1.86 (1.28–2.69)
Answer options were modied (dichotomized) from questionnaire options:
Frequency of exposure: (1) Always; (2) Often; (3) Sometimes; (4) Rarely; (5) Never/nearly never.
Degree of exposure: (1) To a very high degree; (2) To a high degree; (3) Partly; (4) Little; (5) Very little.
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P. SUADICANI ET AL.: JOB SATISFACTION AND INTENTION TO QUIT THE JOB 99
the 10 factors included in this nal analysis, six remained
in the model following backward elimination of variables.
Taking into account also job categories in the analysis
had no material inuence on the strength of covariates
for intention to quit (not shown). These six factors may,
when added up, be used as an index for determination of
intention to quit the work if economically possible and,
correspondingly, lack of such an intention. The associ-
ation of this index with intention to quit work is illus-
trated in Figures1a,b and 2.
As seen in Figure 1a, including all study partici-
pants among those without adverse psychosocial con-
ditions, fewer than 15% wished to quit, and among
those with four or more adverse conditions, ~50%
wished toquit.
Figure1b shows the result of a similar analysis bro-
ken down according to profession. The largest two
groups with the same basic education within each
group were the nurses and the doctors, so for the
purpose of illustration we present nurses, doctors
and others (comprising nurse’s aides, administrators,
craftsmen, unskilled workers and allied health profes-
sionals (radiographers, laboratory workers, etc.)). The
ability of the identied factors to distinguish between
employees wishing to quit their job and others was
quite similar within even smaller subgroups of job cat-
egories (not shown).
Figure 2 demonstrates the association between psy-
chosocial work conditions index and intention to quit
the job among study participants with self-reported good
health and among those reporting a suboptimal or even
bad health. A graded trend was found for both groups
with a generally more pronounced wish to quit if possible
among those in suboptimal health. Even with a cluster-
ing of good psychosocial work quality (and young age,
i.e. <50years) ~30% in this group would quit compared
with <15% among employees in good health. More than
50% would quit if they had a clustering of three to ve of
the adverse factors, including the age.
Table3. Assessed quality of management among those who would quit their job if economically possible and those who would not
Would quit Would not quit Age and sex-adjusted
n=469 n=1313 OR (95% CI)
Does your closest superior keep his/her promises? To a high or very
high degree, %
46 59 0.57 (0.46–0.71)
Are you treated as an equal independent of your job function, sex,
age, ethnic background, etc.? To a high or very high degree, %
74 85 0.55 (0.42–0.71)
Are the employees treated with respect by their superiors? To a
high or very high degree, %
53 66 0.59 (0.47–0.73)
Do you consider the superiors mentioned below competent to lead within their eld of responsibility? To a high or very high degree, %
Your closest superior 54 67 0.64 (0.51–0.80)
The superior for your area/function 49 65 0.65 (0.53–0.81)
Your department management 53 67 0.59 (0.47–0.73)
Hospital managementa44 61 0.51 (0.38–0.67)
Do you consider the superiors mentioned below good at communicating with the employees? To a high or very high degree, %
Your closest superior 46 58 0.64 (0.52–0.80)
The superior for your area/function 40 52 0.63 (0.50–0.78)
Your department management 37 47 0.66 (0.53–0.82)
Hospital managementa28 39 0.61 (0.45–0.83)
Answer options were modied (dichotomized) from questionnaire options:
Degree of exposure: (1)To a very high degree; (2)To a high degree; (3)Partly; (4)Little; (5)Very little.
aSubjects reporting ‘don’t know’ (~35%) were excluded from the analysis.
Table4. Covariates of intention to quit work if economically
possible versus no intention
Odds ratio (95% CI)
Self-assessed good health versus not 0.49 (0.37–0.65)
Considers work meaningful (to a high/very
high degree versus less)
0.51 (0.39–0.68)
Collaboration among colleagues at the
work place is good (to a high/very high
degree versus less)
0.73 (0.57–0.94)
Age, years
≤30 1a
31–40 1.26 (0.87–1.81)
41–49 1.29 (0.88–1.88)
50+ 1.70 (1.19–2.43)
Closest superior(s) keeps promises (to a
high/very high degree versus less)
0.75 (0.59–0.95)
Exposed to bullying preceding year, no
versus yes
0.68 (0.46–1.02)
Multiple logistic regression analysis including factors from Tables 24, which
were signicantly associated with the outcome following logistic regression
analysis.; variables are presented according to strength of association with the
outcome following multivariable adjustment.
Excluded from the nal model, P > 0.10: gender; inuence on work tasks; equal
treatment independent of job function, gender, age, ethnic background, etc.;
communication from closest superior.
aReference category.
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100 OCCUPATIONAL MEDICINE
Discussion
As hypothesized, exposure to perceived psychosocial risk
factors at work was clearly associated with the intention
Figure 1. Prevalence of intention to quit the job if economically pos-
sible according to clustering of covariates identied in Table 4: (1)
self-assessed health; (2) meaningful work; (3) collaboration among
colleagues; (4) age (below or above 50); (5) trustworthiness of closest
superior(s); (6) exposure to bullying.
to quit the job, if this intention was not moderated by eco-
nomic considerations; the associations could only in part
be attributed to health status and gender differences. In
fact, differences between male and female employees were
generally small and not statistically signicant in any of the
analyses. Furthermore, adverse psychosocial exposures
were relevant determinants of intention to quit irrespective
of job category. The psychosocial factors were quite strong
relative potential determinants or covariates of the inten-
tion to quit the job as seen in Table4. When these determi-
nants clustered, the absolute ‘risk’ of reporting an intention
to quit work, increased from approximately 15% among
those without risk factors to more than half of the employ-
ees among those who had ve to six of the covariates. With
respect to the physician group, only 1 of 67 employees
would quit working if none of the adverse conditions were
present. The number of physicians who clustered four to
six adverse conditions was small (n=12). However, eight
(65%) would quit working if economically possible.
Among quantitative work demands (Table 2) only
work assessed as irregular and piling up was associated
with the intention to quit. Among cognitive and emo-
tional work demands all single items were associated with
the intention to quit. Questionnaire items assessing work
control were all signicantly associated with intention
to quit, with a particularly strong association found for
perceived meaningfulness of the job. In contrast, ques-
tionnaire items on work support varied in their strength
of association with intention to quit. Statistically, in this
category, the strongest associations with intention to quit
were found for the questions: ‘is your closest superior
good at solving conicts?’ ‘is the collaboration among col-
leagues good?’ and ‘have you been exposed to bullying?’
All questionnaire items assessing quality of manage-
ment were strongly, and statistically signicantly, associ-
ated with the intention to quit (Table 3). High quality
management was associated with a reduction of nearly
50% of reporting an intention toquit.
The nal model (Table4) may be regarded as the iden-
tication of the most relevant adverse psychosocial work
conditions associated with the intention to quit work
in this study. Apart from age, four occupational factors
were independently associated with intention to quit and
nearly as strongly associated herewith as self-assessed
health status. As illustrated in the gures, on the basis of
these few factors, it was possible to identify groups with
a high inclination to quit if economically possible. In an
additional analysis (not shown) we looked at full-time
employees and part-time employees separately. The clus-
tering of these same factors as shown in Figure1a were
associated with intention to quit in both groups. Among
full-time employees (72% of the population), 11% would
quit if they had no covariates increasing to 52% among
those with ve to six covariates. Among part-time work-
ers the corresponding gures were 24% increasing to
approximately50%.
Figure 2. Prevalence of intention to quit the job if economically pos-
sible according to self-assessed health status and clustering of other
covariates identied in Table 4: (1) meaningful work; (2) collaboration
among colleagues; (3) age (below or above 50); (4) trustworthiness of
closest superior(s); (5) exposure to bullying.
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P. SUADICANI ET AL.: JOB SATISFACTION AND INTENTION TO QUIT THE JOB 101
Assuming that the identied factors are universally
valid among working employees, the factors might be used
as a tool for monitoring the quality of the psychosocial
working environment. Because this method is simple
and cheap, such monitoring could easily be applied on
a regular basis in different workplaces. Furthermore,
several of the factors identied in this study as potential
determinants of intention to quit work have previously
been found relevant also as predictors of sickness absence
[12,13].
A cross-sectional study cannot establish causation
or the direction of associations between exposures and
outcomes, i.e. reverse causality may exist. Employees
answering that they wanted to quit their job may have
certain personality traits or may be negative towards
the work place in general. Accordingly, such employ-
ees may respond more negatively to questions about
their psychosocial work conditions. Thus, there is a
risk of circular argumentation when trying to establish
the direction of causality. However, even so, the asso-
ciations found are relevant for the employees, because
they reect their perception of the psychosocial work
environment. If reverse causation explains much of the
associations found, an improvement of the psychosocial
work environment may have a limited effect. However,
the Finnish longitudinal study by von Bonsdorff et al.
[4] indicated that low satisfaction and negative percep-
tions about work was less pronounced among employees
still working 11years later compared with those retired
either because of disability or because of old age. This,
of course, does not disprove the possibility of reverse
causality in ourstudy.
Another methodological problem in observational
studies may be bias, in particular related to selection,
measurement and confounding. In this study some
selection bias may have inuenced the results because
of non-respondents. The overall response rate was ~65%
but among some groups as low as 47%. The ability of the
identied factors to discriminate between groups with a
high or a low proportion of employees who would quit
their work was, however, strong, irrespective of profes-
sion. However, it cannot be excluded that some selection
bias has inuenced the association between the outcome
and the covariates. At least if the response rate, high or
low, was itself associated with intention to quit the job.
Whether this is the case is unknown.
All information related to psychosocial work condi-
tions, life style and health status were based on self-report
with the inherent risk of some misclassication. Since a
vast majority of Danish hospital employees are able to
give answers to a questionnaire, and that the associations
found between work conditions and intention to quit
were comparable between highly educated study partici-
pants and others, measurement bias must be considered
a minor problem when assessing the perceived psycho-
social work conditions as covariates of intention toquit.
In order to minimize confounding bias and residual
confounding, multivariate analysis was used, taking
into account the correlation between work condi-
tions, the impact of lifestyle and health conditions.
Multivariate analysis in a cross-sectional study, like the
present one, was considered the best method for con-
founder control, since a number of dependent variables
were analysed.
Considering the high impact of health and personal
economic situation for actual retirement, these factors
may blunt the relationship between psychosocial work
environment factors and retirement in observational
studies using actual retirement as an endpoint. So a study
like this using intention to quit one’s job without hindrance
by economic considerations as an endpoint may have
the advantage that the impact of this major confounder
is minimized. However, results from studies on de facto
retirement may identify a broader spectrum of ‘risk
factors’ for retirement, occupational as well as others. For
example, it has been shown that being a current smoker
is a strong predictor of retirement [14]. In the present
study, the intention to quit was practically the same
among smokers and non-smokers. So the hypothetical
question on intention to quit used in this study may be a
cheap and easily applied method as a measurement tool
for not only identifying individuals who would like to
quit their job but also evaluating the psychosocial quality
of a given work or workplace. In addition, a study like
this may identify which of the many psychosocial factors
included have the strongest association with the wish of
quitting one’s job if economically possible.
In the literature addressing determinants of intention
to quit the job, the idea of identifying a few core deter-
minants capable of distinguishing between groups likely
to leave their job and those not so inclined to do so is, to
our knowledge, lacking.
The results of this paper indicate that it may be poss-
ible to screen the overall quality of the psychosocial
working environment by applying the following four
questions: ‘Do you consider your job meaningful?’, ‘Is
the collaboration among colleagues at your work place
good?’, ‘Does your closest superior keep his/her prom-
ises?’ and ‘Have you been exposed to bullying within the
last year?’
Key points
In a large population of work active hospital
employees approximately one in four would quit
their job if this was economically possible.
Intention to quit the job was clearly associated with
job category but not with the sex of the employee.
Perceived suboptimal health and dissatisfaction
with the psychosocial work quality were strongly
associated with the intention to quit.
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102 OCCUPATIONAL MEDICINE
Conicts of interest
None declared.
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... these explanations but also act proactively by forecasting with greater precision whether or not a new hire will leave their new job in the near future to avoid the related risk [3]. Recent advances in the interpretability of artificial intelligence (AI) models have contributed to the increasing adoption of machine learning (ML) and deep learning (DL) approaches by companies in the short and long term to improve their decision-making processes by incorporating them into their current and future strategies in a wide range of applications, including highly regulated areas such as medicine, finance, and recruitment [4][5][6]. ...
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Recommender systems have evolved significantly in recent years, using advanced techniques such as explainable artificial intelligence, reinforcement learning, and graph neural networks to enhance both efficiency and transparency. This study presents a novel framework, XR2K2G (X for explainability, first R for recommender systems, the second R for reinforcement learning, first K for knowledge graph, the second K stands for knowledge distillation, and G for graph-based techniques), with the goal of developing a next-generation recommender system with a focus on careers empowerment. To optimize recommendations while ensuring sustainability and transparency, the proposed method integrates reinforcement learning with graph-based representations of career trajectories. Additionally, it incorporates knowledge distillation techniques to further refine the model’s performance by transferring knowledge from a larger model to a more efficient one. Our approach employs reinforcement learning algorithms, graph embeddings, and knowledge distillation to enhance recommendations by providing clear and comprehensible explanations for the recommendations. In this work, we discuss the technical foundations of the framework, deployment strategies, and its practical applicability in real-world career scenarios. The effectiveness and interpretability of our approach are demonstrated through experimental results.
... The intention to leave, also known as turnover intention, is a crucial aspect in the fields of employee engagement, human resources, and strategy (Shields & Ward, 2001). The intention of quitting refers to an employee's desire or plan to leave their current job in the near future (Suadicani, Bonde, Olesen, & Gyntelber, 2013) and (Worku, Feleke, Debie, & Nigusie, 2019). It serves as a proxy indicator for measuring turnover in cross-sectional surveys. ...
... Several studies have found no significant differences in the prevalence of WPB among the various age groups [36,38,39], while Feijó and colleagues specifically concluded that workers younger than 44 years old were more likely to be bullied [40]. Additionally, age and years of experience have been identified as responsible for the intention to quit in some studies [23,41]. Both men and women may experience bullying at work differently. ...
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Background Intention to quit among nurses is increasingly recognized as a serious predictor of voluntary turnover. Voluntary turnover on the other hand is a significant factor fueling the shortage of nurses globally which could partly be blamed on negative workplace behaviors including but not limited to workplace bullying. Even though the relationship between workplace bullying and the intention to quit has been studied extensively, little is known about these concepts among nurses in Ghana. Aim The purpose of this study was to establish the relationship between workplace bullying among nurses and their intention to quit the profession in the Upper West Region of Ghana. We also determined the relationship between workplace bullying and depression among nurses. Methods We employed a cross-sectional design with 323 nurses recruited through a multistage sampling technique. Data were collected using a structured questionnaire with a 98.5% (N = 318) response rate. Results Initial descriptive statistics indicate that 64.4% (n = 203) of the nurses had intentions of quitting the job while 52.1% (n = 164) were depressed at various degrees based on scores on the DASS-21. Further analysis shows a positive linear relationship between WPB and intentions to quit. WPB was also correlated positively with depression among the nurses. This implies that an increased incidence of bullying at work is associated with increased intention to quit and depression among the nurses. Conclusions With over 50% of the nurses in this study intending to quit their jobs, it would be incumbent on nurse managers and other leaders at these health facilities to reconsider the work environment, policies, and leadership to prevent actual voluntary turnover. Managers must also fashion pragmatic strategies aimed at reducing stress and promoting the health and well-being of the nurses.
... Quit the Job studied a population of Danish hospital employees. The survey question, "If I had the economic opportunity to do so, I would quit my job." was used to understand participants intent to leave their position (Suadicani, Bonde, Olesen & Gyntelberg, 2013). ...
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The purpose of this research study is to explore the relationships between the independent motivators (variables) of age, compensation factors, organizational leadership style and direction, career growth opportunities, and the availability of alternative job opportunities, to the dependent variable (DV) of tech employees’ intent to leave (or change) their job in U.S tech companies over the past decade. Attrition rates in US tech companies have become an issue, with the tech industry perceiving an exponential growth (Kapor, n.d; Hecker, 2005; Petrone, 2018; Sutton, 2017; Hagel, 2009) in turnover rates. This study will qualify various independent variables (IVs) to validate strength of selection, a research study method to confirm analytical validity of hypotheses, a selected statistical method for analysis of the relationships that may exist, and provide recommendations based off the significance of the findings.
... Clearly, many factors influence retainment of healthcare staff, and the same factors are not equally important for all groups of staff even if the results do not seem to clearly differentiate between the different professional groups. Although some of the findings may appear to be relatively obvious, organizations better able to retain healthcare staff are characterized by good psychosocial working environment where demands, control, and social support are well balanced (e.g., Suadicani et al. 2013;De Cuyper et al. 2011;Wålinder et al. 2018), good work-life balance (e.g., Loft & Jensen 2020), reasonable challenges and availability of continuing professional development (e.g., Salminen & Miettinen 2019), a good and well-functioning collegial atmosphere (e.g., good relations between nurses and doctors and absence of discrimination and bullying) (e.g., Heponiemi et al. 2019;Martinussen et al. 2020), low stress levels (e.g., Heponiemi et al. 2016), supportive, fair, and clear leadership (e.g., Hognestad Haaland et al. 2020), few or no major reorganizations or mergers (e.g., Grønstad et al. 2019;Ingelsrud 2017;Kjekshus et al. 2014), colleagues on site to consult, and time to do so (e.g., Kuusio et al. 2010), and absence of heavy physical exertion (e.g., Sejbeak et al. 2012). In the following section, we develop some of the more interesting examples presented above. ...
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... Ketika organisasi gagal menawarkan pengembangan dan kesempatan karyawan yang aktif akan mulai mencari pekerjaan alternatif berdasarkan peluang yang ada di lingkungan eksternal. Kondisi prikologis kerja ini, secara independent terkait dengan niat untuk keluar dari pekerjaan jika memungkinkan secara ekonomi dan relevan dalam kategori pekerjaan yang berbeda (Bonde et al., 2013). Proses perputaan kerja dapat digambarkan sebagai ketidakpuasan kerja adalah langkah pertamanya, dan diikuti oleh Intention to Quit pekerja (Islam & Alam, 2014). ...
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p>Adanya perubahan perilaku konsumsi pada masyarakat saat ini akan berdampak pada penurunan pendapatan perusahaan ritel dan secara tidak langsung hal itu akan berdampak pula pada perubahan sifat para pekerjanya. Dengan munculnya tekanan pada pekerjaan akan membuat pekerja merasakan tidak adanya keseimbangan pada pekerjaan yang akan menyebabkan Burnout sehingga akan berujung pada Intention to Quit yang biasanya didukung dengan adanya tekanan psikis yang dialami pekerja jika pekerja merasa bahwa sudah tidak sanggup lagi untuk memenuhi tuntutan perusahaan. Dengan menggunakan Psychological Distress sebagai variabel mediasi, tujuan dari penelitian ini untuk mengamati bagaimana pengaruh Work-Life Balance dan Job Burnout terhadap Intention to Quit. Dengan metode kuantitatif dan data cross-sectoional yang diambil dengan cara sampel purposive . 120 responden berpartisipasi pada penelitian ini yang merupakan karyawan perusahaan ritel pada Kelurahan Penjaringan dikumpulkan dengan menyebarkan kuesioner secara elektronik. Analisis data menggunakan statistik deskriptif dengan alat analisis menggunakan SEM-SPSS 21 dan SEM-AMOS 24. Didapat kesimpulan yang menunjukkan bahwa Work-life Balance tidak mempengaruhi secara negatif terhadap Job Burnout , Job Burnout dapat mempengaruhi secara positif terhadap Psychological Distress , Job Burnout memiliki pengaruh positif terhadap Intention to Quit , Psychological Distress tidak mempunyai pengaruh negatif terhadap Intention to Quit , Work-life Balance dapar mempengaruhi secara negatif terhadap Intention to Quit yang dimediasi oleh Job Burnou t dan Job Burnout tidak dapat mempengarui secara positif antara Intention to Quit yang dimediasi oleh Psychological Distress . </p
... Previous studies have acknowledged that various stress-related pressures reduce the job satisfaction of accountants (Mnif, Rebai, 2022;Pham et al., 2022;Varma, 2022). Our results are consistent with those of Suadicani et al. (2013), who confirmed that meaningfulness of the job, quality of collaboration among colleagues, trustworthiness of the closest superior(s), and exposure to bullying are associated with the wish to quit or not. ...
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... Low job satisfaction scores are associated with higher absenteeism rates (Scott and Taylor 1985;Čikeš, Maškarin Ribarić, and Črnjar 2018 for a review), and turnover intentions (Chen et al. 2011;Hom et al. 2017). However, people who are not satisfied with their professional situation often do not quit their jobs due to extrinsic restraints such as financial necessities (Herzberg et al. 1993;Suadicani et al. 2013). An unconditional regular payment could free these people from financial boundaries and their unsatisfying work situation. ...
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Previous studies have shown that age, physical and mental health status and working circumstances, along with different socio-economic and psychosocial factors affect the retirement process. However, the role of psychological resources, such as sense of coherence (SOC), on the retirement process is still poorly understood. This study investigated the associations between SOC and intentions to retire early and whether these associations were explained by socio-economic, psychosocial and work and health related factors. The data were derived from the Finnish Health and Social Support (HeSSup) Study. The information was gathered from postal surveys in 1998 (baseline) and in 2003 (follow-up). The analyzed data consisted of 7409 women and 4866 men aged 30-54 at baseline. SOC and background factors including childhood circumstances, language, education, working circumstances, social support, health behaviour and somatic and mental health status were assessed at baseline. The intentions to retire early were assessed at follow-up using logistic regression analysis. SOC was associated with intentions to retire early among both genders. Socio-economic, psychosocial and work and health behaviour related factors did not influence the association between SOC and intentions to retire early among women and men reporting somatic or mental illness. Further, the association between SOC and intentions to retire early remained among (somatically and mentally) healthy men. Among healthy women the association was weaker and statistically non-significant. Among unhealthy women, the odds ratios of SOC was 0.97 (CI 95% 0.96-0.98) and 0.97 among ill men (CI 95% 0.96-0.98), i.e., each additional SOC score reduced the risk of intentions by 3% among both genders. Unhealthy employees with low SOC and low education were in the greatest risk to have reported intentions to retire early. SOC had an independent effect on intentions to retire early, and a strong SOC may have a potential to prevent early retirement in groups otherwise at risk. An important challenge would be to target the resources of SOC to the most vulnerable and design appropriate interventions in order to strengthen the level of SOC and hence prolong working years of the aging employees.
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During the Intervention Project on Absence and Well-being (IPAW), a 5-year project conducted in Denmark, we investigated psychosocial work environment factors as independent predictors of the number of absence days per year. The present two-year longitudinal study used the IPAW cohort, but was not intended to study intervention effects, which will be reported later. Data were derived from baseline questionnaires and employers’ registers of absence for 1919 participants (1305 women, 614 men, mainly in low-skilled jobs) in different occupations from 52 workplaces. These workplaces included municipal care, municipal technical services and a large pharmaceutical company. Analyses were performed by Poisson regression accounting for over-dispersion. After controlling for age, family type, health behaviours and physical work environment variables, we found that high levels of decision authority predicted low absence rates in both women and men. We tested two new psychosocial constructs developed for this study: Predictability (relating to being informed on future events at work) and Meaning of Work (relating to how meaningful and useful the work is perceived to be). Higher Predictability was a significant predictor of lower absence rates in men. This study adds to the body of evidence that the psychosocial working environment influences absence and should therefore be considered to be an important target for intervention.
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To explore the relationship between employee well-being and early-retirement intentions, and the extent to which early-retirement intentions are associated with company performance. This study is based on cross-sectional survey data on the ageing employees of the Finnish metal industry and retail trade, collected in 2007 (company-level n = 129, employee-level n = 1281). It was analyzed using multinomial logistic and multiple regression analysis. Poor work ability, frequent emotional exhaustion, low organizational commitment, and job control were associated with the prevalence of early-retirement intentions among aging employees in both industries. Metal industry employees' early-retirement intentions were associated with weaker company performance measured by the perceptions of the manager. By enhancing well-being, employees may stay at work for longer rather than retiring early. Early-retirement intentions can be counterproductive for companies.
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Adjusting work life and encouraging older employees to continue at work has become a common challenge as the workforce ages. Gender differences in retirement decisions have largely been overlooked in previous studies, despite the fact that retirement as a life course event and the experience of retirement can be gender dependent. To explore which personal and work-related psychological factors predict early retirement intentions among older women and men and to investigate the stability of these predictors through use of longitudinal data. This research is based on an 11-year follow-up study of ageing Finnish municipal employees. Data on 1101 employees' early retirement intentions were analysed with binary logistic regression analysis in separate longitudinal and cross-sectional models. Gender differences in early retirement intentions were detected both at baseline and at follow-up. Negative perceptions about work and low work and general life satisfaction were associated with early retirement intentions among women. For men, good self-rated work ability and perceived good health were negatively associated with early retirement intentions. In addition, negative perceptions about work predicted early retirement intentions among men. Adverse work- or health-related factors detected in middle age predicted subsequent early retirement intentions.
Article
To ascertain the retirement intentions of a cohort of Australian general practitioners. Postal questionnaire survey of members of four Divisions of General Practice in Western Australia, sent out November 2007 - January 2008. A sample of 178 GPs aged 45-65 years. Intention to work in general practice until retirement; reasons for retiring before age 65 years; factors that might encourage working beyond chosen retirement age; and perceived obstacles to working in general practice. 63% of GPs intended to work to at least age 65 years, with men more likely to retire early. Of 63 GPs intending to retire early, 46% gave pressure of work, exhaustion and burnout as reasons for early retirement. Better remuneration, better staffing levels and more general support were incentives to continue working for 46% of the 64 GPs who responded to the question about incentives, and more flexible working hours, part-time work and reduced workload for 41%. Of 169 participants, 65% gave increasing bureaucracy, poor job satisfaction and disillusionment with the medical system or Medicare as obstacles to working in general practice in Australia, whereas workforce shortage, increasing patient demands and diminishing lifestyle through overwork were obstacles named by 48%. Many GPs are planning to retire early, reflecting an emerging trend among professionals and society generally. Declining job satisfaction, falling workforce numbers, excessive workload and increasing bureaucracy were recurrent concerns of older WA GPs considering premature retirement.
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To examine the predictive value of intentions to retire early on the process of disability retirement and the contribution of life dissatisfaction to the association between intentions to retire early and disability retirement. A cohort of 6484 employees over 40 years and working for the City of Helsinki was followed from 2000 to 2004. At baseline, the participants had responded to a questionnaire. Information on disability retirement was obtained from the Local Government Pensions Institution and the State Treasury. We calculated age and gender adjusted incidence rates and estimated Cox regression models. During the follow-up 232 (3.6%) participants were granted a disability pension. Clear predictive value of disability retirement was found for strong intentions to retire early (age and gender adjusted hazard ratio HR 6.55, 95% CI 4.64-9.26) and for life dissatisfaction (dissatisfaction with subjective well-being, HR 5.31, 4.11-6.87). After adjusting for life dissatisfaction, the HR for those with strong intentions to retire early attenuated to 3.86 (2.66-5.62). After simultaneous adjustments for various risk factors the associations of intentions to retire early and dissatisfaction with subjective well-being with disability retirement attenuated, but remained statistically significant. The impact of intentions and subjective experience of well-being as measured by life dissatisfaction to the process of disability retirement should be recognized. Intentions to retire and life dissatisfaction should be considered as suitable measures when identifying people with elevated risk of disability retirement.