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Attributes of job satisfaction across the public, nonprofit, and for-profit sectors: Survey of recent college graduates in science, engineering, and health fields* Young-joo Lee, Ph.D. [email protected] School of Economic, Political and Policy Sciences University of Texas at Dallas 800 West Campbell Rd. WT 17 Richardson, Texas 75080 Meghna Sabharwal, Ph.D. [email protected] School of Economic, Political and Policy Sciences University of Texas at Dallas 800 West Campbell Rd. WT 17 Richardson, Texas 75080 *Notes: This is a working paper. Please do not cite without authors’ permission. The use of NSF data does not imply NSF endorsement of the research methods or conclusions contained in this report.

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Page 1: Attributes of job satisfaction across the public, nonprofit, and for … · 2011-05-25 · Attributes of job satisfaction across the public, nonprofit, and for-profit sectors: Survey

Attributes of job satisfaction across the public, nonprofit, and for-profit sectors:

Survey of recent college graduates in science, engineering, and health fields*

Young-joo Lee, Ph.D.

[email protected]

School of Economic, Political and Policy Sciences

University of Texas at Dallas

800 West Campbell Rd. WT 17

Richardson, Texas 75080

Meghna Sabharwal, Ph.D.

[email protected]

School of Economic, Political and Policy Sciences

University of Texas at Dallas

800 West Campbell Rd. WT 17

Richardson, Texas 75080

*Notes:

This is a working paper. Please do not cite without authors’ permission.

The use of NSF data does not imply NSF endorsement of the research methods or conclusions

contained in this report.

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It is commonly believed that government and nonprofit workers are more satisfied with

their jobs because they gain sense of fulfillment by serving the public or those who are in need.

This romanticism and sanctification of public and nonprofit workers has been used to explain

why some of them choose to work and stay in their organization despite some of the

disadvantages of nonprofit and government jobs, including the pay gap. Research indeed

suggests that employees of public and nonprofit entities derive satisfaction from contributing to a

social cause (Borzaga and Tortia 2006; DeSantis and Durst 1996; Kumar and Achamamba 1993;

Maidani 1991; Steel and Warner 1990). However, management can do little for employees when

their high job satisfaction can be entirely explained by workers’ commitment to social cause or

public interests. However, increasing turnover rates in government and nonprofit organizations

(Nonprofit HR Solutions 2009; Selden and Moynihan 2000) suggests that willingness and

commitment to do good may not be enough to keep public and nonprofit employees satisfied.

Understanding job attributes that determine employees’ satisfaction across the sectors is

an essential task since job satisfaction has been found to have significant influence on the

motivation to stay or leave an the organization and other membership-related behaviors

(Williamson and Anderson 1991; Wright and Davis 2003). Scholarly interest in public sector job

satisfaction also increased with the New Public Management, and studies have identified

determinants of job satisfaction (DeSantis and Durst 1996); this research initiative then expanded

to the nonprofit management (Stone et al. 1999). After all, in any type of organization, enhancing

employee job satisfaction is one of the most critical tasks. Therefore, understanding what affects

job satisfaction of employees and the difference across the sectors is a very timely research topic.

Research generally finds sectoral differences in job satisfaction, and attributes them to

distinctiveness in the work context and job characteristics across the sectors (DeSantis and Durst

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1996; Jung et al. 2007; Wright and Davis 2003). While comparisons between the public and

private sectors in terms of job satisfaction are available in the existing literature (DeSantis and

Durst, 1996; Jung et al. 2007), previous research has limited its focus to the dichotomous

comparison between government and business, ignoring nonprofit organizations. Existing

literature also has little to offer in terms of explaining differences in the relative importance of

various job attributes. This study examines attributes of employee job satisfaction across the

public, nonprofit, and for-profit sectors, focusing on the level of relatedness between an

individual’s education and his or her job. First this study provides description of employee job

satisfaction and several job characteristics as well as worker characteristics across the sectors.

Next, this study examines how these traits affect the level of job satisfaction of employees in

each sector.

Literature Review: Employee job satisfaction and education-job match across the public,

nonprofit, and for-profit sectors

Job satisfaction has been of primary interest to researchers in both business and public

administration, and there is an extensive list of publications in various fields, including

psychology, business and public administration. Research finds that job satisfaction has

important behavioral implications including organizational citizenship, performance, and

retention (Clark 1997; Vroom 1964). As such, scholars have tried to identify motivational and

individual determinants of job satisfaction. For instance, Miller (1980) finds that various work

conditions including occupational self-direction, job pressures, organizational structure and

positions influence job satisfaction. Wright and Kim (2004) suggest primary factors in job

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satisfaction are participation, task significance, job specificity, and feedback, and career-

development support.

More recently, research suggests that employee job satisfaction may differ across

different sectors of the economy (DeSantis and Durst 1996; Jung et al. 2007). Literature provides

at least two explanations for sectoral difference in job satisfaction. First, various job

characteristics differ from one sector to another. Public sector jobs differ from jobs available in

the private sector in such terms as salaries, benefits, task types, and performance criteria (Blank

1985; Rainey, Backoff, and Levine 1976). Nonprofit jobs also have unique characteristics

compared to those in the public or for-profit sectors (Kearns 1994; Lee and Wilkins 2011). The

variation in job attributes, in turn may contribute to level of job satisfaction across the sectors.

Second, research suggests motivational differences among employees in the public, nonprofit,

and for-profit sectors (Goodin 2003; Lee and Wilkins 2011; Lyons et al. 2006). Each sector has a

unique reward system in terms of monetary, non-monetary, and psychic rewards (DeSantis and

Durst 1996), workers also may select the sector based on their preference for the reward system

(Lee and Wilkins 2011). Locke (1976) views job satisfaction as resulting from the perception

that one's job fulfills or allows the fulfillment of one's important job values. Provided that these

values differ among government, nonprofit, and for-profit workers, employees in each sector

place varying levels of importance on each job attribute. Overall, while the literature suggests

distinctive patterns between different job attributes and satisfaction, little is known how these

patterns differ.

Education-job match and job satisfaction

Various job characteristics – the nature of the job or the collection of tasks that comprise

the job – affect employees’ job satisfaction (Perry and Porter 1982). Among others, the match

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between employee’s education and his or her job is one of the most important attributes of job

satisfaction. Research finds that a match or a mismatch between an individual’s education and

job has significant effects on various labor market outcomes, including productivity, job

satisfaction, absenteeism, and turnover (Allen and van der Velden 2001; Vila and Garcia-Mora

2005). Studies report that the match between education and job leads to equity with

compensation, puts the knowledge and skills acquired by the workers to right use, and enables

them to perform at a higher level, and consequently, increases their satisfaction with their

occupation (Allen and Van der Velden 2001; Vila and Garcia-Mora 2005).

The literature suggests the degree of match between an employee’s education and job

may vary across the public, nonprofit, and for-profit sectors for at least three reasons. First, each

sector is institutionally and motivationally different, and may attract individuals with distinctive

motivations and values (Goodin 2003; Lee and Wilkins 2011). The relatedness of their education

to their jobs, in this sense, may have varying levels of importance across the sectors. Employees

in the public and nonprofit sectors are believe to be motivated by intrinsic factors, i.e., the job

itself rather than by extrinsic factors, and the match between their job and education may have

more importance in their decision to accept a job. Second, management’s capability to match

employees’ education and their jobs may differ across sectors. For instance, in the nonprofit

sector, flat organizational structure may allow top-management more flexibility to design or

modify tasks in response to individual education and experience compared with other types of

organizations. On the contrary, government organizations may not have the same level of

flexibility, with more rules and regulations dictating practices. Third, each type of organization

has a distinctive job classification system, with a varying degree of specificity. Compared with

private-sector jobs, jobs in government agencies tend to be more systematically classified

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according to general rules. With a more detailed classification system and job description,

individuals may be able to find a better match between job and education.

Data and Methods

This study examines various attributes on job satisfaction in the public, for-profit, and

nonprofit sectors using data from National Science Foundation’s 2006 National Survey of Recent

College Graduates (NSRCG)1. The NSRCG is designed to provide information about individuals

who recently obtained bachelor's or master's degrees in science, engineering, and health fields

from a U.S. institution, were living in the U.S. and under age 76 during the survey reference

week (between July 1, 2002 and June 30, 2005 for the 2006 survey). The focus of this study is

limited on paid employees in the public, for-profit, and nonprofit sectors. Individuals who are

self-employed or not in labor force are not included in the analysis. This study also limits its

focus to those who work 35 hours or more weekly as their reasons for participating in the labor

force, attitudes and values, or the factors influencing their job satisfaction may differ from those

of part-time workers (Conway and Briner 2002).

Dependent variable: Job satisfaction

The dependent variable is the level of job satisfaction of an employee. The NSRCG asks

respondents to rate their overall satisfaction with their job at the time of the survey in terms of

one of the four categories: very satisfied, somewhat satisfied, somewhat dissatisfied, and very

dissatisfied. We employ ordinal probit regression as the dependent variable is respondents’

overall satisfaction with their principal jobs, recorded in four-point Likert scale, with very

dissatisfied as the base category.

1 The use of NSF data does not imply NSF endorsement of the research methods or conclusions contained in this

report.

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Independent variables: Education-job match

The independent variable is the degree of relatedness between an individual’s college

major and principal job. Research suggests that the more related a worker’s job is to his or her

education, the greater the satisfaction is derived from performing his or her job. High job

satisfaction in the public and nonprofit sectors may be due to the higher level of education-job

match compared to the for-profit sector. Moreover, the importance of education-job match as a

determinant of job satisfaction may differ across the sectors. The NSRCG asks the respondents

to rate the extent their work is related to their highest degree with three categories of not related,

somewhat related, and closely related. The answer is dummy coded, with not related as the base

category. In the estimation, a separate equation for each sector is estimated because impact of

some of the variables as well as education-job match on job satisfaction may vary across the

sectors (DeSantis and Durst 1996).

Control variables

The model also controls for various work-related factors such as participation in work-

related training, salary, supervisory role, multi-tasking, tenure, overtime work, as well as

demographics and educational backgrounds.

Work-related training

While schooling provides general and preparatory stage for a job, employees gain more

specialized occupational skills through on-the-job training after entry into the labor force

(Mincer 1962). The purpose of job training is to promote employees’ professional development

and therefore, increase productivity. However, the content of training may differ across the

sectors. While calculating return on investments on employee training is a more common feature

deployed to make investment decisions for training programs in the for-profit sector, majority of

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training program in government is offered to ensure legal compliance (Berman et al. 2010).

Nonprofit organizations seem to perform better than government agencies in recognizing the

need for training, but research finds that they are often incapable of carrying it out (Jamison

2003; Phillips 2003). The NSRCG survey includes a question on whether a respondent

participated in work-related training (1 if a respondent participated in training and 0 otherwise).

Age and tenure

Competing perspectives exist on the relationship between age and job satisfaction, and

this study is limited to test the specific age-satisfaction relationship because the survey was

conducted only on recent college graduates. Nevertheless, this study can show how level of job

satisfaction changes in employees early career across the three sectors. Respondents are

categorized into three groups depending on the years they spent in their current organization:

those who have been in the current organization less than two years, between two and four years,

and more than four years. Both an individual’s age and time spent in current organization are

included in the analysis.

Gender

Although scholars have examined the gender difference in job satisfaction, there has been

little consistency in their explanation (DeSantis and Durst 1996; Jung et al. 2007). Literature

generally suggests that female employees report higher level of satisfaction because they

compare themselves to unemployed women (rather than their male colleagues) or have low

labor-market related expectation (Clark 1997; Jung et al. 2007). Others suggest that women are

more satisfied with their jobs because they value different aspects of a job from men, such as

flexibility and family-friendly environment, which are generally available in less paying, non-

professional occupations (Martin and Hanson 1985; Bender et al. 2005). Clark (1997), on the

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contrary, finds that gender difference in job satisfaction disappears among young, highly

educated, and professional employees. Provided an individual’s gender affects job satisfaction

either positively or negatively, overrepresentation of women in the nonprofit and public sectors

will affect overall job satisfaction across the sector. In addition, gender effect on job satisfaction

may differ across the sectors as women may undergo dissimilar experience in each sector

(Hakim 2000; Lee and Wilkins 2011; SHRM 2001).

Minority status

Despite policies and mandates on equity, there is no shortage of evidence that points to

the challenges minorities face in workforce regardless of sector (Selden and Selden 2001;

Verkuyten et al. 1993). Research reports that racial and ethnic minorities have a lower level of

job satisfaction compared to non-minorities (Verkuyten et al. 1993). The racial diversities within

a sector (or greater homogeneity in the nonprofit sector), therefore, may affect overall job

satisfaction within the sector. A dummy variable for being racial minority is included (white=0,

nonwhite=1) to test this relationship.

Parental status

Employers adopt various family-friendly policies such as flexible scheduling, on-site

child care, and condensed workweeks to increase employees’ job satisfaction. Public sector

prides itself in providing family-friendly work environment and business corporations have

caught up and are offering alternative work arrangement for employees with families (Ezra and

Deckman 1996; Lewis 1992; Vincola 1998). In comparison, the nonprofit sector is largely

dominated by smaller organizations, and these organizations often lack the resources to provide

such programs. An employee’s parental status is controlled (having child(ren)=1, 0 otherwise)

Multitasking

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Having multiple responsibilities on the job may have different effects on job satisfaction

depending on an employee’s preferences. Public organizations strive to spread resources evenly

over affected populations (Lipsky and Smith 1989), and consequently, public sector jobs are

designed to provide clear rules and responsibilities to promote equitable treatment of citizens. On

the contrary, nonprofit organizations tend to serve more narrowly defined clienteles, and the

central policy concern is responsiveness, rather than equity (Lipsky and Smith 1989). In the for-

profit sector, the bottom line of profit requires employees to put on different hats depending on

environmental forces to achieve their goal (profit maximization). As a result, taking on multiple

tasks on the job may have different effects on employee job satisfaction the public and private

sectors. The model controls for whether an individual conducts five or more different tasks on

his or her job (1 if one does and 0 otherwise).

Supervisory role

While research on the role of supervisors on employees’ job satisfaction in both public

and private sectors is relatively abundant, little empirical research examined the effect of taking

the supervisory role on an individual’s job satisfaction across the sectors. What the little research

found is that public sector supervisors and private sector supervisors have distinctive preferences

and motivations from each other (Karl and Sutton 1998). Given the motivational differences

among supervisors in each sector, assuming a supervisory role may affect employee job

satisfaction differently. The model controls for supervisory status (supervisors=1, non-

supervisors=0).

Salary

Herzberg’s two factor theory (1959) views salary as one of the hygiene factors, which

means it does not guarantee satisfaction but its absence (or inadequate salary) causes

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dissatisfaction. Importance of salary as an attribute of job satisfaction may well also vary among

the public, nonprofit, and for-profit sectors (Burgess and Ratto 2003). It is generally believed

that public and nonprofit workers are less likely motivated by (i.e. derive less satisfaction from)

monetary compensation than for-profit workers. Individual wages are grouped into four

categories, those who make less than $25,000, $25000-49,999, $50000-74,999, and $75000 or

more, with the first group as the base category.

Working overtime

Voluntary participation in overtime work may positively influence job satisfaction,

infusing sense of fulfillment for employees. However, involuntary, especially unpaid overtime

work may have negative impacts on job satisfaction whether it was forced implicitly or explicitly.

This model controls for whether an individual work more than 40 hours a week (1 if so, 0

otherwise).

Educational level and Undergraduate grade point average (GPA)

Research suggests that an employee’s educational attainment affects his or her job

satisfaction (Carrell and Elbert 1974). NSRCG is a survey of recent college graduates, and this

study controls for whether a person graduated with a bachelor’s degree or a graduate degree.

Studies find association between undergraduate GPA and job success (Bretz, 1989; Harrell 1970).

Common measures of job success in the literature include salary level and supervisory ratings,

but little is known about the relationship between GPA and job satisfaction. The model includes

a measure of undergraduate GPA, expressed in 4.0 scale.

Student debt

Although research has not produced consistent findings about the impact of student debt

on job satisfaction (Wells and Winter 1999), financial pressures from student debt may affect

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quality of life of the newly-employed (Brown et al. 2005). These pressures may also force an

individual to take a job that he or she does not want most, and perhaps, result in lower job

satisfaction. This study controls for whether an individual has educational debt at the time of the

interview (1= still owing money, 0=otherwise).

Findings

Table 1 shows that government employees are generally more satisfied with their jobs

than employees in the nonprofit and for-profit sectors with for-profit sector employees being

least satisfied. While more than a half (50.9 percent) of public employees expressed higher level

of satisfaction with their current jobs, 46.2 percent of nonprofit workers and 44.8 percent of for-

profit workers did so. The high level of job satisfaction in general may be due the fact that

respondents are currently working (if they were dissatisfied, they would have left) and relatively

early in their careers with the vast majority having worked less than 4 years. The percentage of

employees who reported dissatisfaction with their jobs was highest in the for-profit sector (14

percent), and lowest in the public sector (8.9 percent), followed by the nonprofit sector (11.4

percent).

Considerable differences are observed in terms of the relatedness between one’s

education and job across the sectors (see Table 1). While only 30.8 percent of for-profit workers

reported high level of education-job match, public (66.6 percent) and nonprofit (63.3 percent)

employees are more than twice more likely to report high level of match. The percentage of

employees who reported education-job mismatch was higher in the for-profit sector (18.9

percent) than in the nonprofit (12.8 percent) and public (10.4 percent) sectors. On average, for-

profit employees receive higher salaries than nonprofit and government employees, with more

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than half receiving $50,000 or more a year. The percentage who receive the same level of salary

was considerably smaller in government and nonprofit as 19.2 percent and 17.4 percent

respectively (see Table 1).

Table 1 here

Table 2 demonstrates regression coefficients from the ordinal probit. Education-job

match has significant effects on employees’ overall job satisfaction in all of the three sectors. As

a person’s job is more related to his or her education, he or she experiences higher level of job

satisfaction (see Tables 3, 4, and 5). Analysis reveals that when one’s education is closely related

with his or her job, an employee in the for-profit sector is 29 percent more likely to report high

job satisfaction than his or her education is not related with the job (Table 3), 24 percent more

likely in the nonprofit sector (Table 4), and 27 percent more likely in the public sector (Table 5).

Participation in work-related training increases the likelihood of high job satisfaction in

the for-profit sector while it has no significant effect in the nonprofit and public sectors (Table 2).

Table 3 indicates that for-profit employees who participated in work-related training are 5

percent more likely to report high job satisfaction than those who did not do so. This result

suggests that job training has distinctive effects on employees’ job satisfaction across the sectors.

Table 2 demonstrates that both racial minorities and women are less satisfied with their

jobs than their non-minority counterparts regardless of which sector they are employed in.

Somewhat surprisingly, the negative race and gender effect on job satisfaction was more

substantive in the public and nonprofit sectors than in the for-profit sector. While women are 3

percent less likely to report high job satisfaction in the business sector, nonprofit women are by 6

percent and government women are by 5 percent less likely to do so than their male counterpart.

Minorities working in the for-profit sector are 3.6 percent less likely to report high satisfaction

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whereas this minority effect is -8.7 percent and -4.3 percent in the nonprofit and public sectors

respectively (see Tables 3,4, and 5). In the nonprofit sector, employees with children experience

lower level of job satisfaction than those without children while there is no difference in the

other two sectors. Ordinal probit results indicate that a person’s age does not have a significant

effect on one’s job satisfaction. A person with a graduate degree is less likely to be satisfied with

their jobs compared to a person with a BA in all three sectors. The higher a person’s

undergraduate GPA is, the more likely he or she is satisfied with the job in the for-profit and

nonprofit sectors, while it does not influence employee job satisfaction in the public sector.

Having multiple responsibility increases the likelihood for high job satisfaction in the for-

profit sector while it does not affect one’s job satisfaction in the other sectors. Table 2 indicates

that assuming a supervisory role in the for-profit sector increases the likelihood for high job

satisfaction in the for-profit sector, but it decreases job satisfaction in the public sector.

Employees with supervisory positions are 3 percent more likely to be very satisfied with their

jobs than those with non-supervisory positions. However, public sector supervisors are less likely

to be satisfied with their jobs than their subordinates. Although the analysis is limited to draw

any conclusion, research findings suggest that recent reforms based on corporate style

performance and outcome assessment brought negative consequences in employee’s motivation

in government (Burgess and Ratto 2003; Ingram 1993). It is possible that widespread application

of performance-based rewards and incentive structure in the public sector may have negatively

affected job satisfaction of public sector managers.

Table 2 here

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Compared to those who just started, employees’ job satisfaction tends to decrease in the

for-profit sector as years go by. In the nonprofit sector, time spent in the current organization

does not influence employees’ job satisfaction. Government employees who spent 2-4 years in

the current organization report lower level of job satisfaction compared to those who just started,

but those who spent more than 4 years are not less satisfied compared to those who just started.

This difference in satisfaction depending on tenure may be due to the different perception

regarding job security across the sectors (Jung et al. 2007). For-profit employees in general have

less confidence in job security than employees in the nonprofit and public sectors, and sense of

insecurity may increases as time goes by in the for-profit sector.

Table 2 shows that level of annual compensation consistently and positively affects job

satisfaction in the for-profit and nonprofit sector, while the pattern differs in the public sector.

The average partial effects in Tables 3, 4, and 5 indicate that in the first two sectors, the higher a

person’s salary, the more likely he or she reports higher level of job satisfaction. In the for-profit

sector, employees receiving wages $25,000-49,999 are 8 percent more likely to report high

satisfaction than employees who receive $24,999 or less. Those who make $50,000-74,999 are

16 percent more likely to do so, and those who earn $75,000 or more are 21 percent more likely

to do so. The wage effect on satisfaction is less substantial in the nonprofit sector while the

pattern is identical. Compared to the reference group, $25000-49,999 group is 6 percent more

likely to, $50,000-74,999 group is 9 percent, and $75,000+ group is 18 percent more likely to

report that they are very satisfied with their jobs. In the public sector, however, only those who

receive the wage between $50,000 and $74,999 reports higher level of job satisfaction compared

to those who receive $24,999 or less a year. In other words, those who receive $49,999 or less

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and those who receive $75,000 or more have same level of job satisfaction, controlling for other

job and personal characteristics.

Table 3 here

Table 4 here

Table 5 here

Conclusions

Findings of this study suggest that education-job match is a key determinant of one’s

level of job satisfaction, regardless of the sector. These results propose that high level of job

satisfaction in the public and nonprofit sector may be explained by high level of education-job

match. This may be possible in two different scenarios. First, public and nonprofit workers may

actively seek jobs that match their education. Because they are more intrinsically motivated by

the job itself than by monetary benefits associated with the job, it is possible that the education

and job match is more of a significant determinant in career choice. The other possible scenario

is that public and nonprofit employers are better able to find or design a job that matches

employees’ education. As discussed, nonprofit managers may have more flexibility to adjust

work-arrangement for their employees in order to better match education and type of job.

Government agencies may have more systematically classified occupations than private-sector

organizations, enabling job seekers to find a better match between their education and job.

Although this study is limited to providing a conclusion about which scenario is more plausible,

the findings at least suggest that employers try to better match employees’ jobs with their fields

of education in order to increase employee job satisfaction.

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Findings suggest that pay has little influence on public sector workers’ job satisfaction

compared to other sectors. Contrary to common belief, nonprofit employees’ job satisfaction is

influenced by level of wages, although not as much so as in the for-profit sector. Another

interesting finding is that regardless of the sector, women and minorities report lower level of job

satisfaction. Contrary to common belief, women and minorities are much less likely to be

satisfied with their jobs in the nonprofit and public sectors than their male and non-minority

counterparts compared to the for-profit sector. This finding implies that scholars and

practitioners need to revisit policies regarding women and racial minorities in public and

nonprofit organizations.

This study contributes to demystifying workers level of job satisfaction across the sectors.

By any means, however, the findings never suggest that that public and nonprofit workers’

commitment to serving the public interest or helping the underprivileged influences their job

satisfaction. Rather, the results of this study should be interpreted with caution as this study

cannot control for some of the important factors affecting job satisfaction. Various extrinsic and

intrinsic factors can determine the level of job satisfaction, such as relationship with supervisor

and supervisees, commuting time, and commitment to organizational mission to name a few. The

low pseudo R-square values also suggest that attributes in the model provides only a partial

explanation of job satisfaction. Nevertheless, partial explanation is more useful than no

explanation, and the results of this study suggest that one should not neglect the role of job

design and management in employees’ job satisfaction.

The NSRCG survey provides information only on degree holders in science, engineering,

and health fields from U.S. institutions. The findings may not apply to graduates in other fields

and other national contexts. However, this study may provide insights on attributes affecting job

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satisfaction across the sectors by limiting its focus on these fields. For instance, when a person

majored in social work, for instance, he or she is more likely to find a high education-job match

in government agencies or nonprofit organizations than in for-profit corporations.

This study examines effects of various job attributes on overall job satisfaction. However,

job satisfaction cannot be measured by one single dimension. Rather, it includes an employee’s

satisfaction of multiple aspects of his or her job, including job content, job security, and

interpersonal relationship. Future research may examine the relationship among various job

attributes and multiple dimensions of job satisfaction. Different attributes of job may also have

distinctive effects on different demographic groups. The literature will benefit from estimating

separate models for various groups, including men and women.

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References

Allen, Jim, and van der Velden, Rolf. 2001. Educational mismatches versus skill mismatches:

effects on wages, job satisfaction and on-the-job search. Oxford Economic Papers

3(2001): 434-451.

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Tables

Table 1. Descriptive statistics

Characteristics For-profit

(n=6614)

Nonprofit

(n=1688)

Public

(n=3199)

Job satisfaction

Very

dissatisfied 4.2% 3.3%

2.5%

Somewhat

dissatisfied 9.8% 4.1%

6.4%

Somewhat

satisfied 41.2% 42.4%

40.2%

Very

satisfied 44.8% 46.2%

50.9%

Education-job

match

Not related 18.9% 12.8% 10.4%

Somewhat

related 30.8% 23.9%

23.0%

Closely

related 30.8% 63.3%

66.6%

Racial minority 27.4% 27.1% 26.3%

Female 40.6% 64.0% 54.8%

Having child(ren) 16.0% 20.4% 23.4%

Age 27.3 yrs 28.6 yrs 29.5 yrs

Any money owed education 55.3% 60.2% 59.7%

Having a graduate degree 27.4% 37.4% 41.9%

Undergraduate GPA 3.31 3.54 3.40

Working more than 40 hours a

week 49.0% 39.4% 37.2%

Having multiple (more than 5)

responsibilities 38.9% 36.9% 33.9%

Supervisory role 26.8% 25.0% 22.4%

Work-related training 47.4% 70.5% 74.4%

Time spent in

current

organization

Less than 2

years 55.2% 50.2% 45.7%

2-4 years 34.9% 36.9% 37.7%

4 or more

years 9.9% 12.9% 16.6%

Annual wage

Less than

$25,000 8.9% 20.2% 20.3%

$25,000-

$50,000 41.0% 56.3% 56.7%

$50,000-

$75,000 39.4% 17.4% 19.2%

More than

$75,000 10.7% 6.2% 3.8%

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Table 2. Ordinal probit regression results

For-profit

(n=6614)

Nonprofit

(n=1688)

Public

(n=3199)

LR Chi2(18) =1014.23 LR Chi

2(18) =178.42 LR Chi

2(18) =255.16

Prob>Chi2 =0.0000 Prob>Chi

2 =0.0000 Prob>Chi

2 =0.0000

Variables Pseudo R2 =0.0706 Pseudo R

2 =0.0509 Pseudo R

2 =0.0407

Education-job somewhat

related

0.314***

(0.042)

0.267**

(0.095)

0.339***

(0.074)

Education-job closely

related

0.819***

(0.041)

0.686***

(0.088)

0.774***

(0.068)

Being minority -0.086**

(0.032)

-0.152*

(0.064)

-0.126**

(0.047)

Being a female -0.101**

(0.029)

-0.236***

(0.060)

-0.115**

(0.043)

Having child(ren) 0.066

(0.043)

-0.176*

(0.077)

0.080

(0.054)

Age -0.004

(0.003)

0.007

(0.005)

0.004

(0.003)

Still owing money

borrowed to finance

education

-0.076**

(0.029)

-0.069

(0.059)

-0.109*

(0.043)

Having a graduate

degree

-0.097**

(0.037)

-0.148*

(0.064)

-0.126**

(0.046)

Undergraduate GPA 0.032*

(0.016)

0.089**

(0.032)

0.038

(0.023)

Working more than 40

hours a week

0.041

(0.030)

0.077

(0.060)

0.033

(0.044)

Having multiple (more

than 5) responsibilities

0.114***

(0.030)

0.115

(0.060)

0.033

(0.044)

Supervisory role 0.082*

(0.033)

-0.005

(0.066)

-0.129*

(0.050)

Work-related training 0.139***

(0.030)

0.048

(0.064)

0.014

(0.049)

2-4 years in current

organization

-0.104**

(0.031)

-0.016

(0.061)

-0.122**

(0.046)

4 or more years in

current organization

-0.143**

(0.052)

0.064

(0.095)

-0.093

(0.066)

Wage $25,000-50,000 0.226***

(0.052)

0.151*

(0.074)

0.034

(0.056)

wage $50,000-75,000 0.450***

(0.056)

0.251*

(0.097)

0.263***

(0.071)

Wage more than

$75,000

0.592***

(0.073)

0.491**

(0.147)

0.118

(0.125)

Cut1/ -0.79131 0.13199 -0.91786 0.250912 -1.37031 0.189531

Cut2/ -0.05671 0.131165 -0.22528 0.247974 -0.71655 0.186685

Cut3/ 1.285693 0.1319 1.169177 0.248921 0.684541 0.186426

Numbers in parentheses are standard errors. *p < = .05, **p < = .01, ***p < = .001

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Table 3 Average partial effects – For profit sector

Variables Very

dissatisfied

Somewhat

dissatisfied

Somewhat

satisfied

Very

satisfied

Education-job somewhat

related

-0.022***

(0.002)

-0.036***

(0.004)

-0.055***

(0.008)

0.113***

(0.013)

Education-job closely

related

-0.039***

(0.002)

-0.077***

(0.003)

-0.170***

(0.009)

0.287***

(0.010)

Being minority 0.008**

(0.003)

0.011**

(0.004)

0.012**

(0.003)

-0.031**

(0.010)

Being a female 0.009***

(0.002)

0.013***

(0.003)

0.014***

(0.003)

-0.036***

(0.009)

Having child(ren) -0.006

(0.003)

-0.008

(0.005)

-0.010

(0.006)

0.024

(0.013)

Age 0.000

(0.000)

0.001

(0.000)

0.001

(0.000)

-0.001

(0.001)

Still owing money

borrowed to finance

education

0.007**

(0.002)

0.010**

(0.003)

0.011**

(0.003)

-0.027**

(0.009)

Having a graduate degree 0.009**

(0.003)

0.012**

(0.004)

0.013**

(0.004)

-0.034**

(0.011)

Undergraduate GPA -0.003*

(0.001)

-0.004*

(0.002)

-0.005*

(0.002)

0.012*

(0.005)

Working more than 40

hours a week

-0.004

(0.002)

-0.005

(0.003)

-0.006

(0.004)

0.015

(0.009)

Having multiple (more

than 5) responsibilities

-0.010***

(0.002)

-0.014***

(0.003)

-0.017***

(0.004)

0.041***

(0.009)

Supervisory role -0.007**

(0.002)

-0.010**

(0.003)

-0.012**

(0.005)

0.029**

(0.010)

Work-related training -0.012***

(0.002)

-0.018***

(0.003)

-0.019***

(0.004)

0.049***

(0.009)

2-4 years in current

organization

0.010***

(0.003)

0.013***

(0.004)

0.014***

(0.003)

-0.037***

(0.009)

4 or more years in current

organization

0.014**

(0.005)

0.019**

(0.006)

0.018***

(0.005)

-0.050**

(0.016)

Wage $25,000-50,000 -0.017***

(0.003)

-0.027***

(0.005)

-0.038***

(0.008)

0.082***

(0.016)

wage $50,000-75,000 -0.028***

(0.003)

-0.049***

(0.005)

-0.084***

(0.010)

0.162***

(0.017)

Wage more than $75,000 -0.033***

(0.003)

-0.061***

(0.005)

-0.117***

(0.014)

0.212***

(0.021)

Numbers in parentheses are standard errors. *p < = .05, **p < = .01, ***p < = .001

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Table 4. Average partial effect – Nonprofit sector

Variables Very

dissatisfied

Somewhat

dissatisfied

Somewhat

satisfied Very satisfied

Education-job

somewhat related

-0.015***

(0.004)

-0.027***

(0.008)

-0.056**

(0.019)

0.098**

(0.030)

Education-job closely

related

-0.028***

(0.003)

-0.057***

(0.006)

-0.159***

(0.018)

0.244***

(0.023)

Being minority 0.011*

(0.005)

0.018**

(0.007)

0.027**

(0.009)

-0.056**

(0.020)

Being a female 0.017***

(0.004)

0.027***

(0.007)

0.044***

(0.009)

-0.087**

(0.019)

Having child(ren) 0.014*

(0.006)

0.021*

(0.008)

0.030**

(0.010)

-0.064*

(0.024)

Age 0.000

(0.000)

-0.001

(0.000)

-0.001

(0.001)

0.002

(0.002)

Still owing money

borrowed to finance

education

0.005

(0.004)

0.008

(0.006)

0.013

(0.009)

-0.025

(0.019)

Having a graduate

degree

0.011*

(0.005)

0.017*

(0.007)

0.026**

(0.009)

-0.054**

(0.020)

Undergraduate GPA -0.006**

(0.002)

-0.010**

(0.003)

-0.016**

(0.005)

0.033**

(0.010)

Working more than 40

hours a week

-0.005

(0.003)

-0.009

(0.006)

-0.014

(0.010)

0.028

(0.019)

Having multiple (more

than 5) responsibilities

-0.008*

(0.003)

-0.013*

(0.006)

-0.022*

(0.010)

0.043*

(0.019)

Supervisory role 0.000

(0.004)

0.001

(0.007)

0.001

(0.010)

-0.002

(0.021)

Work-related training -0.003

(0.004)

-0.005

(0.006)

-0.009

(0.010)

0.017

(0.020)

2-4 years in current

organization

0.001

(0.004)

0.002

(0.006)

0.003

(0.010)

-0.006

(0.019)

4 or more years in

current organization

-0.004

(0.005)

-0.007

(0.009)

-0.012

(0.016)

0.024

(0.030)

Wage $25,000-50,000 -0.009**

(0.004)

-0.016*

(0.006)

-0.030*

(0.014)

0.056*

(0.023)

wage $50,000-75,000 -0.014***

(0.004)

-0.026**

(0.008)

-0.052**

(0.019)

0.093**

(0.031)

Wage more than

$75,000

-0.023***

(0.004)

-0.045***

(0.009)

-0.110***

(0.031)

0.179***

(0.044)

Numbers in parentheses are standard errors. *p < = .05, **p < = .01, ***p < = .001

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Table 5. Average partial effect – Public sector

Variables Very

dissatisfied

Somewhat

dissatisfied

Somewhat

satisfied Very satisfied

Education-job

somewhat related

-0.016***

(0.003)

-0.029***

(0.005)

-0.080***

(0.016)

0.125***

(0.023)

Education-job closely

related

-0.025***

(0.003)

-0.052***

(0.004)

-0.190***

(0.013)

0.267***

(0.016)

Being minority 0.008**

(0.003)

0.013**

(0.005)

0.026**

(0.008)

-0.047**

(0.015)

Being a female 0.007**

(0.003)

0.012**

(0.004)

0.024**

(0.007)

-0.043**

(0.014)

Having child(ren) -0.005

(0.003)

-0.008

(0.004)

-0.017

(0.010)

0.030

(0.017)

Age 0.000

(0.000)

0.000

(0.000)

-0.001

(0.001)

0.001

(0.001)

Still owing money

borrowed to finance

education

0.007**

(0.003)

0.011**

(0.004)

0.023

(0.008)

-0.041**

(0.014)

Having a graduate

degree

0.008**

(0.003)

0.013**

(0.004)

0.026**

(0.008)

-0.047**

(0.015)

Undergraduate GPA -0.002

(0.001)

-0.004

(0.002)

-0.008

(0.004)

0.014

(0.007)

Working more than 40

hours a week

-0.002

(0.002)

-0.003

(0.004)

-0.007

(0.008)

0.012

(0.014)

Having multiple (more

than 5) responsibilities

-0.002

(0.002)

-0.003

(0.004)

-0.007

(0.008)

0.012

(0.014)

Supervisory role 0.009**

(0.003)

0.014**

(0.005)

0.025**

(0.008)

-0.048**

(0.016)

Work-related training -0.001

(0.003)

-0.001

(0.004)

-0.003

(0.009)

0.005

(0.016)

2-4 years in current

organization

0.008**

(0.003)

0.012**

(0.004)

0.025**

(0.008)

-0.045**

(0.015)

4 or more years in

current organization

0.006

(0.004)

0.010

(0.006)

0.019

(0.011)

-0.035

(0.021)

Wage $25,000-50,000 -0.002

(0.003)

-0.003

(0.005)

-0.007

(0.011)

0.013

(0.018)

wage $50,000-75,000 -0.013***

(0.003)

-0.023***

(0.005)

-0.061***

(0.015)

0.097***

(0.022)

Wage more than

$75,000

-0.007

(0.005)

-0.011

(0.010)

-0.026

(0.025)

0.044

(0.040)

Numbers in parentheses are standard errors. *p < = .05, **p < = .01, ***p < = .001