Job Satisfaction: Environmental and Genetic Components

Size: px
Start display at page:

Download "Job Satisfaction: Environmental and Genetic Components"

Transcription

1 Jouhial of Applied Psychology 1989, Vol. 74, No. 2, Copyright 1989 by the American Psychological Association, Inc IO/89/$00.75 Job Satisfaction: Environmental and Genetic Components Richard D. Arvey Industrial Relations Center University of Minnesota Lauren M. Abraham Industrial Relations Center University of Minnesota Thomas J. Bouchard, Jr., and Nancy L. Segal University of Minnesota Monozygotic twins reared apart from an early age were used to test the hypothesis that there is a significant genetic component to job satisfaction. Thirty-four monozygotic twin pairs who had been reared apart completed the Minnesota Job Satisfaction Questionnaire as part of a comprehensive work-history assessment. Three subscales were formed from the job satisfaction items to reflect intrinsic, extrinsic, and general satisfaction with the current (or major) job. Intraclass correlations were computed to estimate the proportion of observed variability resulting from genetic factors for all job satisfaction items and for the three subscales. Resulting values indicated that approximately 30% of the observed variance in general job satisfaction was due to genetic factors. Additional analysis indicated that these results obtained even when job characteristics such as complexity, motor skill requirements, and the physical demands were held constant via partialing methods. Finally, the data indicated significant heritabilities for several of these job characteristics, which is consistent with the hypothesis of a genetic disposition to seek and remain in similar environments (jobs). Implications of these findings for theories of job satisfaction, selection, and job enrichment are discussed. Personal experience informs us that some coworkers or friends seem dissatisfied across a variety of job circumstances, whereas other individuals appear satisfied regardless of past and present job histories. This observation is buttressed by the work of Staw and Ross (1985), who examined the consistency of cross-situational job satisfaction in a national random sample of over 5,000 men. Their data revealed a correlation of.33 between a one-item measure of job satisfaction that was taken in 1969 and 1971 for individuals who experienced both occupational and employer changes. On the basis of these and other data, Staw and Ross argued that dispositional influences importantly influence job attitudes and that perhaps too much attention had been given to specific environmental aspects of jobs as determinants of job attitudes. That is, stable individual differences might be as important a factor in determining job attitudes as that of the job or work environment itself. A recent study by Gerhart (1987) underscored the notion that both dispositional and situational factors are associated with job satisfaction. He found evidence for consistency in job satisfaction This research was partially supported by grants to the Minnesota Study of Twins Reared Apart from the Pioneer Fund, The Seaver Institute, the Koch Charitable Foundation, the Spencer Foundation, Harcourt Brace Jovanovich, the National Science Foundation (BNS ), and the Graduate School and the Industrial Relations Center of the University of Minnesota. We wish to express appreciation to Matt McGue and the anonymous reviewers for their comments on earlier versions of this article. Correspondence concerning this article should be addressed to Richard D. Arvey, Industrial Relations Center, University of Minnesota, Minneapolis, Minnesota across employer and occupational changes using a youth cohort. Moreover, when jobs were coded for complexity and the impact of changes in job complexity on job satisfaction were examined, changes in job satisfaction were found to be significantly associated with changes in job complexity. In their provocative article, Staw and Ross (1985) articulated several individual difference characteristics that might underlie the dispositional explanation of job attitudes. They suggested, for example, that: Job attitudes may reflect a biologically based trait that predisposes individuals to see positive or negative content in their lives.... Differences in individual temperament,... ranging from clinical depression to a very positive disposition, could influence the information individuals input, recall, and interpret within various social situations, including work. (p. 471) Staw, Bell, and Clausen (1986) conducted further investigation of the impact of dispositions on job attitudes. They found consistent evidence of affective dispositions influencingjob attitudes over long periods of time. Although they could document the stability of dispositions over time, they asserted that it was impossible to determine if affective dispositions originated from genetic or social forces and how external factors might influence these affective states. It seems reasonable that genetic factors might influence the manner in which individuals respond to their work contexts. Genetic influences on a wide range of individual differences have been well documented (Rowe, 1987). Examples include general intelligence (Bouchard & McGue, 1981; Teasdale & Owen, 1984), information processing (McGue & Bouchard, in press), personality dispositions (Bouchard, 1984; Goldsmith, 1983; Tellegen et al., 1988), psychological interests (Nichols,

2 188 ARVEY, BOUCHARD, SEGAL, AND ABRAHAM 1978), and attitudes (Martin et al., 1986). No study, however, has directly examined the degree to which genetic factors might influence job attitudes. We address this question in this study. Job satisfaction is commonly viewed as multidimensional (Locke, 1976), raising the possibility that particular elements of job satisfaction vary with respect to the degree of influence of genetic factors. We suggest that job satisfaction dimensions or elements that explicitly represent extrinsic work environmental factors (e.g., the working conditions, supervision, etc.) are less likely to demonstrate genetic components than job satisfaction elements that may reflect more direct experiences of the job by individuals (i.e., the "intrinsic" aspects of job satisfaction, such as challenge or achievement). The distinction between these two generic types of job satisfaction elements has been described in earlier research (Muchinsky, 1983; Wernimont, 1966). Thus, we offer a preliminary prediction that genetic influence will be stronger for intrinsic job satisfaction indicators than for extrinsic job satisfaction variables. Method This study involved the measurement of job attitudes of monozygotic twins who were reared apart (MZA) from an early age. The use of twins for determining the relative contribution of genetic and environmental factors in explaining the variance of any reliably measured variable is well known (Hay, 1985; Rowe, 1987; Willerman, 1979). Monozygotic twins reared together (MZT) share the same genetic structure and common family environment. Any similarity between such twins may, therefore, be determined by one or both of these two broad classes of influences. Dizygotic twins reared together (DZT) share one-half of their genes (on average) in common by descent. This method of estimating the contribution of genetic factors assumes equality of environmental variance for both types of twins. Given this assumption, twice the difference between the two types of twins estimates the magnitude of genetic influences. The monozygotic twin reared apart (MZA) design is much simpler. In the absence of selective placement (we assume random placement with respect to trait-relevant environments) the intraclass correlation between such pairs is a direct estimate of the genetic contribution (broad-sense heritability) to any measured variable (Bouchard, 1984,1987; Plomin, DeFries, & McClearn, 1980). MZA twins are relatively rare. The study of such twins offers a unique opportunity to determine the magnitude of genetic influences on traits of interest. Sample The MZA twins in this study participated in the Minnesota Study of Twins Reared Apart between 1979 and Details of their recruitment were reported in Bouchard (1984, 1987) and the references cited therein. The zygosity diagnosis of all twins included in this study was based on analyses of eight blood group systems, four serum proteins, six red blood cell enzymes, fingerprint ridgecount, ponderal index, and cephalic index. Probability of misdiagnosis is less than (Lykken, 1978). From 1983 to 1987, all twin pairs who participated in the study were administered a work history questionnaire containing job satisfaction items as part of the assessment battery. The same work history questionnaire was also mailed to twin pairs who had previously participated in the study but who had not completed the job satisfaction items. Thirty-four monozygotic twin pairs provided complete data. The mean age of these individuals was years (SD = 12.03). This sample included 25 female twin pairs and 9 male twin pairs. The mean age of separation for the sample was.45 years (SD =.79), indicating that the twin pairs were separated quite early in their lives. The mean age of reunion was years (SD = 15.77). Almost two-thirds of the participants were engaged in their major job at the time of testing, and 62% reported well-above-average success in their jobs. Measures We asked respondents to complete the short form of the Minnesota Job Satisfaction Questionnaire (MSQ) developed by Weiss, Dawis, England, and Lofquist (1967). They were asked to respond to questions concerning the job that they had held for the longest period of their lives or the job that they considered to be their "major job." The category housewife was considered as a major job and respondents were asked to respond as such (Arvey & Gross, 1977). The number and types of jobs that respondents targeted as their major job were wide and diverse, ranging from research chemist to coal miner. Of the 68 MZ twins, 17 indicated that they were responding to housewife as their major work role. The MSQ is a well-regarded measure of job satisfaction (Muchinsky, 1983) and has been used in numerous studies. The short form of the inventory includes 20 items that are relevant to a number of job facets and on which respondents indicate their degree of relative satisfaction using a 5-point scale (1 = very dissatisfied, 5 = very satisfied). The manual for the MSQ indicates that factor analytic procedures have produced an "intrinsic" satisfaction scale and an "extrinsic" satisfaction scale. The intrinsic satisfaction scale consists of those 12 items that reflect ability utilization, achievement, the chance to do things for other people in the job, and so forth. The extrinsic subscale consists of 6 items that concern the way company policies are administered, the quality of working conditions, and so-forth. The general satisfaction subscale is simply a summation of the 20 items and can be viewed as a composite of all the facets of job satisfaction. The manual indicates that the internal consistency measures calculated for these scales, on the basis of a wide variety of occupational groups, produces a median reliability coefficient of.86 for the intrinsic satisfaction scale,.80 for the extrinsic scale, and.90 for the general satisfaction scale. We formed scales for extrinsic, intrinsic, and general satisfaction for each respondent using the MSQ manual as our guide to which of the items were scored on each scale. We compared the means and standard deviations of the intrinsic, extrinsic, and general satisfaction scales in the sample with those presented in the manual to determine if the sample differed substantially from other normative groups. The MSQ manual reports the means for these three scales as 47.14, 19.98, and 74.85, respectively, on the basis of a sample of 1,723 individuals representing a variety of occupational areas. The respective values obtained in the present sample were 49.37, 21.23, and The standard deviations were 7.42,4.78, and for the normative group, and 6.73,4.56, and for the present sample. Compared with the normative group, the sample of MZA twins expressed slightly higher satisfaction on each of the three scales; although these differences were statistically significant for all three scales, the magnitude of the differences was not substantial. The differences between the standard deviations for the sample and the normative group were quite modest, further suggesting that the twin sample was quite similar to the larger population sample. In addition to the satisfaction items and subscales, a single item designed to measure overall job satisfaction was included in the questionnaire. This measure was also scored on a 5-point scale (1 = very dissatisfied and 5 = very satisfied). Finally, each job was assigned several scores derived from the 4th edition of the Dictionary of Occupational Titles (DOT; U.S. Department of Labor, 1977) by Roos & Treiman (1980). These scores have been used by Gerhart (1987) in developing relatively objective non-self-reportbased indices of job characteristics. Using the method described by Gerhart (1987) and Roos & Treiman (1980), jobs are assigned scores on the relative complexity, motor skills, physical demands, and undesirable working conditions associated with their respective tasks, duties, and responsibilities. This scoring system represents average levels of com-

3 JOB SATISFACTION: ENVIRONMENT AND GENETICS 189 Table 1 Means and Standard Deviations for Job Satisfaction Items and DOT Job Rating Scales Variable M SD Satisfaction with job SI Being able to keep busy all the time S2 The chance to work alone on the job S3 The chance to do different things from time to time S4 The chance to be somebody in the community S5 The way my boss handles people S6 Competence of my supervisor in making decisions S7 Being able to do things that don't go against my conscience S8 The way my job provides for steady employment S9 The chance to do things for others S10 The chance to tell people what to do S 11 The chance to do something that makes use of my abilities S 1 2 The way company policies are put into practice S 1 3 My pay and the amount of work I do S 14 The chances for advancement on this job SI 5 The freedom to use my own judgment S 1 6 The chance to try my own methods of doing the job S 1 7 The working conditions S18 The way coworkers get along with each other S19 The praise I get for doing a good job S20 The feeling of accomplishment I get from the job Intrinsic satisfaction (S1-S4, S7-S1 1, SI 5, SI 6, S20) Extrinsic satisfaction (S5, S6, S12, S13, S14, S19) General satisfaction (S1-S20) Overall satisfaction Complexity Motor skills Physical demands Unusual working conditions Note. N= 68. DOT = Dictionary of Occupational Titles. DOT Job Rating Scales plexity, motor skill demands, and so forth for entire occupations rather than for specific jobs. Thus, there is considerable room for departure from these values because of interoccupational job differences that would introduce error into this variable in addition to rater error. The scoring system is factorially derived, so that scores on the complexity variable reflect DOT items such as functional complexity in relation to data, required intelligence, and required abstract reasoning, whereas scores on the physical demands variable reflect items involving such features as eye-hand coordination, climbing, hazards, and so forth. In the present study, each job was coded independently by two raters who were blind to the twin pairing. Jobs that were based on a full sample of individuals who completed a work-history questionnaire as part of a larger study (monozygotic twins, dizygotic twins and their spouses, N = 146) were coded. The correlations between the two raters for the complexity, motor skills, physical demands, and working conditions scales across all jobs were.85,.69,.77, and.70, respectively. When the cases representing the housewives category were removed from these analyses, similar levels of interrater agreement were obtained. These values are consistent with the reliabilities reported by Gerhart (1987). Scores were subsequently obtained for each of the four scales by averaging across the two raters. We report the means and standard deviations for the satisfaction and DOT-based job ratings in Table 1. Procedure The data were analyzed in two phases. In Phase 1, all items and subscales were adjusted for the effects of age and sex (prior to computing the intraclass correlations) following the procedures outlined by McGue and Bouchard (1984). These authors have pointed out that when the variables of interest are correlated with age or sex (or with both) and are not adjusted, the twin correlations represent overestimates of genetic influence. We used the data based on the full sample set of monozygotic and dizygotic twins (N = 146) to determine the correlation of each of the MSQ items with age and sex. This information was used to correct the variables in terms of age and sex. We then computed /"tests to determine if the coefficients were significantly different from zero. To determine if the intraclass correlation for the intrinsic satisfaction subscale differed from that of the extrinsic satisfaction composite, we performed a one-tailed test for the equality of two dependent correlations (Snedecor & Cochran, 1967, p. 295; Steiger, 1980). Phase 2 analyses involved determining job similarity by calculating intraclass correlations for the age- and sex-adjusted DOT-based measures of complexity, motor skills, physical demands, and working conditions. As we discuss later, these DOT-based scores were partialed out of the satisfaction items and subscales to determine if a significant genetic component for satisfaction remained after holding the jobs constant via these DOT-based scores. Results In Table 2 we report the mean squares between pairs, mean squares within pairs, and the intraclass correlation coefficient for the MSQ job satisfaction variables and composites on the

4 190 ARVEY, BOUCHARD, SEGAL, AND ABRAHAM Table 2 Mean Squares Between Pairs (MSB), Mean Squares Within Pairs (MS W), and Intraclass Correlations (ri) for Job Satisfaction Variables Age and sex adjusted Variable MSB MSW Satisfaction with job S 1 Being able to keep busy S2 Chance to work alone S3 Do different things S4 Be "somebody" in community S5 Way boss handles people S6 Competence of supervisor S7 Don't go against conscience S8 Have steady employment S9 Can do things for others S10 Tell people what to do Sll Make use of my abilities S12 Way policies are practiced S 1 3 Pay and amount of work I do S 1 4 Chances for advancement S 1 5 Freedom to use own judgment S 1 6 Chance to try my own methods S 1 7 The working conditions SI 8 Way coworkers get along S19 The praise I get S20 Feeling of accomplishment Intrinsic satisfaction Extrinsic satisfaction General satisfaction Overall satisfaction Complexity Motor skills Physical demands Working conditions DOT Job Rating Scales *.296* * * *.315* * * * * Note. N = 34 pairs. Intraclass correlations less than zero are not reported. */7<.05. basis of the sex- and age-adjusted scores. The prediction that general satisfaction would demonstrate a significant heritability was confirmed by these data. The intraclass correlation for the adjusted scores was.309 (p <.05) for general satisfaction. When this analysis was completed after removing any pair that included a housewife, the intraclass correlation was.304 (p <.08) for general satisfaction on the basis of a sample of 21 pairs. This estimate is obviously close to that observed using the full data set, but has a reduced significance value because of the smaller sample. The intraclass correlation for the single-item overall satisfaction scale, however, was not statistically significant (r=.166). The age- and sex-adjusted intraclass correlation for the intrinsic satisfaction scale was also significantly different from zero (.315, p<.05), whereas the adjusted intraclass correlation for the extrinsic satisfaction scale was only.109 and not significantly different from zero. The prediction that intrinsic satisfaction would show a stronger heritability than the extrinsic satisfaction scale was not confirmed (z = 1.04, ns). Reviewing the data on an item-by-item basis, five of the satisfaction items demonstrated significant intraclass correlations. These items involved satisfaction with the chance to be somebody in the community (Item 4), the way my boss handles people (Item 5), doing things for other people (Item 9), the freedom to use my own judgment (Item 15), and the feeling of accomplishment I get from my job (Item 20). These data confirmed the hypothesis that there is a significant genetic component to intrinsic job satisfaction as well as to general job satisfaction. Next, we explored the issue concerning whether there were similarities in the target jobs held or described by the twins and whether partialing out features associated with these jobs would diminish the heritabilities obtained for job satisfaction. One factor that might have accounted for the results was that the twin pairs might have self-selected similar job environments (so that they experienced similar reinforcers in those environments). Such events could conceivably have led their satisfaction levels to coincide. Plomin and colleagues (1980) described situations in which individuals are not passive recipients of their environments but actively seek environments compatible with their genetic propensities. They called this process "active" genotype-environment covariance. Scarr and McCartney (1983) similarly pointed out that this form of self-seeking behavior or environmental matching may be genetically influenced. To explore the issue of active genotype-environment covariance, we first calculated the intraclass correlations using the DOT-derived scores as dependent variables. If there were a genetically based propensity to seek out similar jobs, the heritabilities for these scores would be significant. The intraclass correlations for complexity, motor skills, and physical demands were.443,.356, and.338, respectively (all ps =.05). The intraclass correlation obtained for working conditions was not significant. These results represent evidence that the twins held jobs that were similar in terms of their complexity level, motor skill requirements, and physical demands. They are also compatible with the hypothesis that there is a genetic component in terms of the jobs that are sought and held by individuals. To assess the question concerning whether the heritabilities obtained for the job satisfaction variables were due, in part, to the propensities of the twins to hold similar jobs, we partialed out job complexity, motor skills, and physical demand scores from the various job satisfaction measures and recalculated the intraclass correlations for satisfaction. Only slight changes in the intraclass correlations were observed. The statistically significant correlations remained significant. For example, the intraclass correlation for the general satisfaction scale (holding the complexity, motor skills, physical demands, and working conditions variables constant) was.289, a minor change from the.309 value observed earlier. Examination of the correlations between the complexity, motor skills, physical demands, and working conditions factors and the satisfaction variables revealed no significant relationships, which explains the very modest changes observed in the intraclass correlations after partialing. Discussion The intraclass correlations of. 309 for general job satisfaction and.315 for intrinsic satisfaction can be interpreted as broad

5 JOB SATISFACTION: ENVIRONMENT AND GENETICS 191 heritabilities or as the proportion of variance resulting from genetic factors. The correlation computed for extrinsic satisfaction was neither significantly different from zero nor significantly different from the value obtained for intrinsic satisfaction. It is important to understand that, although there is a significant genetic component to intrinsic and general satisfaction, this component is not overwhelming. Approximately 70% of the total variance in this variable is explained by environmental and other factors (e.g., error variance). The data are supportive of the consistency model articulated by Staw and Ross (1985). The hypothesis that the heritability for intrinsic satisfaction would be significantly higher than the heritability for extrinsic satisfaction was not supported, but the data were in the specified direction. A larger sample with greater power might substantiate this prediction in the future. It is interesting to speculate as to why the one-item overall satisfaction measure failed to demonstrate a significant heritability. One possibility is that this item simply lacked sufficient reliability. Another possible explanation is that the variance of this item was somewhat constrained because of a leniency effect (because it has the smallest variance of any item on the inventory). A similar question involves why there is a significant heritability for certain items and not others. A possible explanation is that these differences occurred simply because of sampling error. That is, the various intraclass correlations for the items differed only because of chance fluctuations. It is also appropriate to comment on the tendencies of the MZ twins to hold similar jobs, as indicated by their significant intraclass correlations for complexity, motor skills, and physical demands. These data are consistent with the hypothesis that these twin pairs seek out environments that are compatible with their particular genetic makeups. This process might be mediated through intellectual mechanisms. That is, relatively intelligent individuals might seek out environments that are relatively complex and challenging. This idea is reinforced by the recent,comment by McCormick (1987) in which he suggests that "people tend to gravitate into occupations that are compatible with their own intellectual levels" (p. 45). Future research needs to explore this and other mechanisms in pinpointing the processes by which genetic elements influence job choices. What are the implications of this research? First, it appears that the organization may have somewhat less "control" over job satisfaction than is commonly believed, particularly with respect to intrinsic satisfaction. Although job enrichment efforts, quality circles, and other environmental changes might be made to enhance intrinsic job satisfaction, the data suggest certain "boundaries" for each individual with regard to job satisfaction. Individuals appear to bring important predispositions to the job that may be more difficult to modify than heretofore acknowledged. These data, however, should not be construed to mean that job enrichment and other interventions will have no effect; they simply indicate that similar rank ordering on job satisfaction variables of individuals placed in different job environments are likely to obtain. Job enrichment efforts may, however, have the intended effect of raising mean levels of job satisfaction for the individuals involved, even though rank ordering of individuals is preserved. A second implication of this research is that prediction of future job satisfaction or dissatisfaction with a different job may be possible from knowledge of current satisfaction. This implication is unique in two ways: First, we have not typically considered job satisfaction as a criterion for prediction using traditional selection methods (Pulakos & Schmitt, 1983). Second, we have not traditionally used job satisfaction as a predictor of future satisfaction, although it would seem reasonable to do so. The ultimate goal of behavior genetic research is to specify the mode of inheritance and the mechanisms that lead to the expression of specific phenotypes. It seems plausible that several personality factors afford viable pathways, at least in terms of explaining the mechanism for the heritability of job satisfaction. For example, Tellegen (1982) has developed a number of trait measures that reflect "normal" personality factors. One factor, labeled positive affect, reflects the capacity that individuals have to experience job, enthusiasm, and feelings of trust and gratification. Another factor, negative affect, reflects a tendency to feel fearful, worried, suspicious, and dissatisfied, and to act in ways that perpetuate these feelings. Both these factors have demonstrated high heritabilities on the basis of twin studies (Tellegen et al., 1988). It may be that the genetic pathway operates via these, or similar, personality dispositions. On the other hand, the relationships between personality and job satisfaction may be limited (cf. Furnham & Zacherl, 1986), especially when the individuals studied hold the same job or occupation. There are several factors to consider when evaluating these results. The modest sample size and degree to which generalizations to the nontwin population are allowable (on the basis of this analysis) deserve comment. For example, the sample studied includes a higher proportion of women than men than is typically found in the general population. The parents of monzygotic twins represent a random sample of the population, but this may not be true for MZA twins. Nevertheless, occupations included in this study represent quite a diverse population of jobs, so that some generalizability would appear to be warranted. The research illustrates the utility of using twins to study organizationally based phenomena. Further research efforts might consider, for example, studying twin pairs longitudinally across different job environments to form additional estimates of genetic and environmental contributions to such variables as satisfaction and performance. We agree with Staw and Ross's (1985) contention that additional research dealing with the influence of specific traits (e.g., intelligence and personality) on job satisfaction is needed. These efforts could aid us in disentangling the various sources of variance that contribute to job satisfaction and other organizationally based phenomena. References Arvey, R. D., & Gross, R. H. (1977). Satisfaction levels and correlates of satisfaction in the homemaker job. Journal of Vocational Behavior, 10, Bouchard, T. J,, Jr. (1984). Twins reared apart and together: What they tell us about human diversity. In S. Fox (Ed.), The chemical and biological bases of individuality (pp ). New York: Plenum. Bouchard, T. J., Jr. (1987). Diversity, development and determinism: A report on identical twins reared apart. In M. Amelang (Ed.), Bericht iiber den 35. Kongress der Deutschen Gesellsschaft fur Psychologie in Heidelberg 1986 [Proceedings of the 35th Congress of the German

6 192 ARVEY, BOUCHARD, SEGAL, AND ABRAHAM Society for Psychology]. Gottingen, Federal Republic of Germany: Hogrefe. Bouchard, T. J., Jr., & McGue, M. (1981). Familial studies of intelligence: A review. Science, 212, Furnham, A., & Zacherl, M. (1986). How people make their own environments: A theory of genotype-environment effects. Child Development, 54, Gerhart, B. (1987). How important are dispositional factors as determinants of job satisfaction? Implications for job design and other personnel programs. Journal of Applied Psychology, 72, Goldsmith, H. H. (1983). Genetic influences on personality from infancy to adulthood. Child Development, 54, Hay, D. A. (1985). Essentials of behavior genetics. Melbourne, Australia: Blackwell Scientific. Locke, E. A. (1976). The nature and causes of job satisfaction. In M. D. Durincetti (Ed.), Handbook of industrial and organizational psychology (pp ). Chicago: Rand McNally. Lykken, D. T. (1978). The diagnosis of zygosity in twins. Behavior Genetics, 8, Martin, N. G., Eaves, L. J., Heath, A. C, Jardine, R., Feingold, L. M., & Eysenck, H. J. (1986). Transmission of social attitudes. Proceedings of the National Academy of Science, 83, McCormick, E. J. (1987). Job component validity: A reply to the letter from metanalysis. The Industrial-Organizational Psychologist, 25, McGue, M., & Bouchard, T. }., Jr. (1984). Adjustment of twin data for the effects of age and sex. Behavior Genetics, 14, McGue^ M., & Bouchard, T. J., Jr. (in press). Genetic and environmental determinants of information processing and special mental abilities: A twin analysis. In R. J. Sternberg (Ed.), Advances in the psychology of human intelligence. Muchinsky, P. M. (1983). Psychology applied to work: An introduction to industrial and organizational psychology. Homewood, IL: Dorsey Press. Nichols, R. C. (1978). Twin studies of ability, personality and interests. Homo, 29, Plomin, R., DeFries, J. C., & McClearn, G. E. (1980). Behavioral genetics: A primer. San Francisco: W. H. Freeman. Pulakos, E. D., & Schmittj N. (1983). A longitudinal study of a valence model approach for the prediction of job satisfaction of new employees. Journal of Applied Psychology, 68, Roos, P. A., & Treiman, D. J. (1980). Worker functions and worker traits for the 1970 U.S. census classification. In A. R. Miller, D. J. Treiman, P. S. Cain, & P. S. Roos (Eds.), Work, jobs and occupations: A critical review of the dictionary of occupational titles (Appendix F). Washington, DC: National Academy Press. Rowe, D. C. (1987). Resolving the person-situation debate: Invitation to an interdisciplinary dialogue. American Psychologist, 42, Scarr, S., & McCartney, K. (1983). How people make their own environments: A theory of genotype-environment effects. Child Development, 54, Snedecor, G. W, & Cochran, W. G. (1967). Statistical methods. Ames: Iowa State University Press. Staw, B. M., Bell, N. E., & Clausen; J. A. (1986). The dispositional approach to job attitudes: A lifetime longitudinal test. American Science Quarterly, 31, Staw, B. M., & Ross, J. (1985). Stability in the midst of change: A dispositional approach to job attitudes. Journal of Applied Psychology, 70, Steiger, J. H. (1980). Tests for comparing elements of a correlation matrix. Psychological Bulletin, 87, Teasdale, T. W, & Owen, D. R. (1984). Heredity and familial environment in intelligence and educational levela sibling study. Nature, 309, Tellegen, A. (1982). Brief manual for The Differential Personality Questionnaire. Unpublished manuscript, University of Minnesota, Minneapolis. Tellegen, A., Lykken, D. T, Bouchard, T. J., Jr., Wilcox, K. J., Segal, N. L., & Rich, S. (1988). Personality similarity in twins reared apart and together. Journal of Personality and Social Psychology, 54, U.S. Department of Labor. (1977). Dictionary of'occupational titles (4th ed.). Washington DC: Government Printing Office. Weiss, D. J., Dawis, R. V., England, G. W, & Lofquist, L. H. (1967). Manual for the Minnesota Satisfaction Questionnaire. Minnesota studies in vocational rehabilitation, No. XXII. Minneapolis: Industrial Relations Center, University of Minnesota. Wernimont, P. F. (1966). Intrinsic and extrinsic factors in job satisfaction. Journal of Applied Psychology, 50, Willerman, L. (1979). The psychology of individual and group differences. San Francisco: W. H. Freeman. Received June 18, 1987 Revision received March 28, 1988 Accepted March 10, 1988

Assignment Discovery Online Curriculum

Assignment Discovery Online Curriculum Assignment Discovery Online Curriculum Lesson title: Nature Versus Nurture Grade level: 9-12, with adaptation for younger students Subject area: Human Body Contemporary Studies Behavioral Science Duration:

More information

IMPACT OF CORE SELF EVALUATION (CSE) ON JOB SATISFACTION IN EDUCATION SECTOR OF PAKISTAN Yasir IQBAL University of the Punjab Pakistan

IMPACT OF CORE SELF EVALUATION (CSE) ON JOB SATISFACTION IN EDUCATION SECTOR OF PAKISTAN Yasir IQBAL University of the Punjab Pakistan IMPACT OF CORE SELF EVALUATION (CSE) ON JOB SATISFACTION IN EDUCATION SECTOR OF PAKISTAN Yasir IQBAL University of the Punjab Pakistan ABSTRACT The focus of this research is to determine the impact of

More information

ARE YOU A "NATURAL"?

ARE YOU A NATURAL? 1 ARE YOU A "NATURAL"? Bouchard, T., Lykken, D., McGue, M., Segal, N., & Tellegen,A. (1990). Sources of human psychological differences: The Minnesota study of twins reared apart. Science, 250, 223-229.

More information

The Human Genome. Genetics and Personality. The Human Genome. The Human Genome 2/19/2009. Chapter 6. Controversy About Genes and Personality

The Human Genome. Genetics and Personality. The Human Genome. The Human Genome 2/19/2009. Chapter 6. Controversy About Genes and Personality The Human Genome Chapter 6 Genetics and Personality Genome refers to the complete set of genes that an organism possesses Human genome contains 30,000 80,000 genes on 23 pairs of chromosomes The Human

More information

Chapter 4. Quantitative genetics: measuring heritability

Chapter 4. Quantitative genetics: measuring heritability Chapter 4 Quantitative genetics: measuring heritability Quantitative genetics: measuring heritability Introduction 4.1 The field of quantitative genetics originated around 1920, following statistical

More information

Okami Study Guide: Chapter 3 1

Okami Study Guide: Chapter 3 1 Okami Study Guide: Chapter 3 1 Chapter in Review 1. Heredity is the tendency of offspring to resemble their parents in various ways. Genes are units of heredity. They are functional strands of DNA grouped

More information

Teachers Emotional Intelligence and Its Relationship with Job Satisfaction

Teachers Emotional Intelligence and Its Relationship with Job Satisfaction ADVANCES IN EDUCATION VOL.1, NO.1 JANUARY 2012 4 Teachers Emotional Intelligence and Its Relationship with Job Satisfaction Soleiman Yahyazadeh-Jeloudar 1 Fatemeh Lotfi-Goodarzi 2 Abstract- The study was

More information

THE EFFECT OF ORGANIZATIONAL CHANGE ON TEAM CREATIVITY, JOB SATISFACTION, ORGANIZATIONAL COMMITMENT, AND WORK PERFORMANCE

THE EFFECT OF ORGANIZATIONAL CHANGE ON TEAM CREATIVITY, JOB SATISFACTION, ORGANIZATIONAL COMMITMENT, AND WORK PERFORMANCE THE EFFECT OF ORGANIZATIONAL CHANGE ON TEAM CREATIVITY, JOB SATISFACTION, ORGANIZATIONAL COMMITMENT, AND WORK PERFORMANCE Angela Shin-yih Chen National Chung-Hsing University, Taiwan, ROC angela@dragon.nchu.edu.tw

More information

1/27/2013. PSY 512: Advanced Statistics for Psychological and Behavioral Research 2

1/27/2013. PSY 512: Advanced Statistics for Psychological and Behavioral Research 2 PSY 512: Advanced Statistics for Psychological and Behavioral Research 2 Introduce moderated multiple regression Continuous predictor continuous predictor Continuous predictor categorical predictor Understand

More information

Glossary of Terms Ability Accommodation Adjusted validity/reliability coefficient Alternate forms Analysis of work Assessment Battery Bias

Glossary of Terms Ability Accommodation Adjusted validity/reliability coefficient Alternate forms Analysis of work Assessment Battery Bias Glossary of Terms Ability A defined domain of cognitive, perceptual, psychomotor, or physical functioning. Accommodation A change in the content, format, and/or administration of a selection procedure

More information

UNDERSTANDING THE TWO-WAY ANOVA

UNDERSTANDING THE TWO-WAY ANOVA UNDERSTANDING THE e have seen how the one-way ANOVA can be used to compare two or more sample means in studies involving a single independent variable. This can be extended to two independent variables

More information

CURRENT RESEARCH IN SOCIAL PSYCHOLOGY http://www.uiowa.edu/~grpproc/crisp/crisp.html

CURRENT RESEARCH IN SOCIAL PSYCHOLOGY http://www.uiowa.edu/~grpproc/crisp/crisp.html CURRENT RESEARCH IN SOCIAL PSYCHOLOGY http://www.uiowa.edu/~grpproc/crisp/crisp.html Volume 14, No. 10 Submitted: March 17, 2009 First Revision: March 25, 2009 Accepted: May 20, 2009 Published: June 10,

More information

SOCIETY OF ACTUARIES THE AMERICAN ACADEMY OF ACTUARIES RETIREMENT PLAN PREFERENCES SURVEY REPORT OF FINDINGS. January 2004

SOCIETY OF ACTUARIES THE AMERICAN ACADEMY OF ACTUARIES RETIREMENT PLAN PREFERENCES SURVEY REPORT OF FINDINGS. January 2004 SOCIETY OF ACTUARIES THE AMERICAN ACADEMY OF ACTUARIES RETIREMENT PLAN PREFERENCES SURVEY REPORT OF FINDINGS January 2004 Mathew Greenwald & Associates, Inc. TABLE OF CONTENTS INTRODUCTION... 1 SETTING

More information

The Relationship between IQ Phenotypic Variance and IQ Heritability as a Function of. Environment

The Relationship between IQ Phenotypic Variance and IQ Heritability as a Function of. Environment The Relationship between IQ Phenotypic Variance and IQ Heritability as a Function of Environment Trilby Hillenbrand Majors: Biology & Psychology Class: 2008 Category: Natural & Applied Sciences Course:

More information

The Relationship between Social Intelligence and Job Satisfaction among MA and BA Teachers

The Relationship between Social Intelligence and Job Satisfaction among MA and BA Teachers Kamla-Raj 2012 Int J Edu Sci, 4(3): 209-213 (2012) The Relationship between Social Intelligence and Job Satisfaction among MA and BA Teachers Soleiman Yahyazadeh-Jeloudar 1 and Fatemeh Lotfi-Goodarzi 2

More information

BRIEF REPORT: Short Form of the VIA Inventory of Strengths: Construction and Initial Tests of Reliability and Validity

BRIEF REPORT: Short Form of the VIA Inventory of Strengths: Construction and Initial Tests of Reliability and Validity International Journal of Humanities Social Sciences and Education (IJHSSE) BRIEF REPORT: Short Form of the VIA Inventory of Strengths: Construction and Initial Tests of Reliability and Validity Hadassah

More information

DOCUMENT RESUME ED 290 576 PS 017 153

DOCUMENT RESUME ED 290 576 PS 017 153 DOCUMENT RESUME ED 290 576 PS 017 153 AUTHOR Smith, Douglas K. TITLE Stability of Cognitive Performance among Nonhandicapped and At-Risk Preschoolers. PUB DATE Apr 88 NOTE 16p.; Paper presented at the

More information

Student Mood And Teaching Evaluation Ratings

Student Mood And Teaching Evaluation Ratings Student Mood And Teaching Evaluation Ratings Mary C. LaForge, Clemson University Abstract When student ratings are used for summative evaluation purposes, there is a need to ensure that the information

More information

Determining Future Success of College Students

Determining Future Success of College Students Determining Future Success of College Students PAUL OEHRLEIN I. Introduction The years that students spend in college are perhaps the most influential years on the rest of their lives. College students

More information

Drawing Inferences about Instructors: The Inter-Class Reliability of Student Ratings of Instruction

Drawing Inferences about Instructors: The Inter-Class Reliability of Student Ratings of Instruction OEA Report 00-02 Drawing Inferences about Instructors: The Inter-Class Reliability of Student Ratings of Instruction Gerald M. Gillmore February, 2000 OVERVIEW The question addressed in this report is

More information

Research on Adoption and Post-Adoption Services and Supports (PASS)

Research on Adoption and Post-Adoption Services and Supports (PASS) Research on Adoption and Post-Adoption Services and Supports (PASS) Based on presentations and publications by Richard P. Barth, Ph.D. Frank A. Daniels Professor UNC School of Social Work Research to Teaching

More information

Effect of Job Autonomy Upon Organizational Commitment of Employees at Different Hierarchical Level

Effect of Job Autonomy Upon Organizational Commitment of Employees at Different Hierarchical Level psyct.psychopen.eu 2193-7281 Research Articles Effect of Job Autonomy Upon Organizational Commitment of Employees at Different Hierarchical Level Shalini Sisodia* a, Ira Das a [a] Department of Psychology,

More information

Financial incentives, personal information and dropout rate in online studies

Financial incentives, personal information and dropout rate in online studies Financial incentives, personal information and dropout rate in online studies A. Frick 1, M. T. Bächtiger & U.-D. Reips Whereas in a classical laboratory setting participants often feel compelled to stay

More information

Using Personality to Predict Outbound Call Center Job Performance

Using Personality to Predict Outbound Call Center Job Performance Applied H.R.M. Research, 2005, Volume 10, Number 2, pages 89-98 Using Personality to Predict Outbound Call Center Job Performance Pamela Skyrme Skyrme & Associates, Inc. Lisa Wilkinson University of South

More information

Descriptive Statistics

Descriptive Statistics Descriptive Statistics Primer Descriptive statistics Central tendency Variation Relative position Relationships Calculating descriptive statistics Descriptive Statistics Purpose to describe or summarize

More information

Family physician job satisfaction in different medical care organization models

Family physician job satisfaction in different medical care organization models Family Practice Vol. 17, No. 4 Oxford University Press 2000 Printed in Great Britain Family physician job satisfaction in different medical care organization models Carmen García-Peña a, Sandra Reyes-Frausto

More information

ATTITUDES OF ILLINOIS AGRISCIENCE STUDENTS AND THEIR PARENTS TOWARD AGRICULTURE AND AGRICULTURAL EDUCATION PROGRAMS

ATTITUDES OF ILLINOIS AGRISCIENCE STUDENTS AND THEIR PARENTS TOWARD AGRICULTURE AND AGRICULTURAL EDUCATION PROGRAMS ATTITUDES OF ILLINOIS AGRISCIENCE STUDENTS AND THEIR PARENTS TOWARD AGRICULTURE AND AGRICULTURAL EDUCATION PROGRAMS Edward W. Osborne, Professor University of Florida James E. Dyer, Assistant Professor

More information

Further professional education and training in Germany

Further professional education and training in Germany European Foundation for the Improvement of Living and Working Conditions Further professional education and training in Germany Introduction Reasons for participating in further training or education Rates

More information

Procrastination in Online Courses: Performance and Attitudinal Differences

Procrastination in Online Courses: Performance and Attitudinal Differences Procrastination in Online Courses: Performance and Attitudinal Differences Greg C Elvers Donald J. Polzella Ken Graetz University of Dayton This study investigated the relation between dilatory behaviors

More information

Reliability and validity of "Job Satisfaction Survey" questionnaire in military health care workers

Reliability and validity of Job Satisfaction Survey questionnaire in military health care workers Iranian Journal of Military Medicine Winter 2012, Volume 13, Issue 4; 241-246 Reliability and validity of "Job Satisfaction Survey" questionnaire in military health care workers Gholami Fesharaki M. *

More information

Reliability and validity, the topics of this and the next chapter, are twins and

Reliability and validity, the topics of this and the next chapter, are twins and Research Skills for Psychology Majors: Everything You Need to Know to Get Started Reliability Reliability and validity, the topics of this and the next chapter, are twins and cannot be completely separated.

More information

An International Comparison of the Career of Social Work by Students in Social Work

An International Comparison of the Career of Social Work by Students in Social Work Acta Medicina et Sociologica Vol 5., 2014 5 An International Comparison of the Career of Social Work by Students in Social Work Gergely Fábián*, Thomas R. Lawson**, Mihály Fónai***, János Kiss*, Eric R.

More information

standardized tests used to assess mental ability & development, in an educational setting.

standardized tests used to assess mental ability & development, in an educational setting. Psychological Testing & Intelligence the most important aspect of knowledge about genetic variability is that it gives us respect for people s individual differences. We are not all balls of clay that

More information

Attributional style as a personality factor in insurance sales performance in the UK

Attributional style as a personality factor in insurance sales performance in the UK Journal of Occupational and Organizational Psychology (1996), 69, 83-87 Printed in Great Britain 83 1996 The British Psychological Society Attributional style as a personality factor in insurance sales

More information

Chapter Seven. Multiple regression An introduction to multiple regression Performing a multiple regression on SPSS

Chapter Seven. Multiple regression An introduction to multiple regression Performing a multiple regression on SPSS Chapter Seven Multiple regression An introduction to multiple regression Performing a multiple regression on SPSS Section : An introduction to multiple regression WHAT IS MULTIPLE REGRESSION? Multiple

More information

Reporting Statistics in Psychology

Reporting Statistics in Psychology This document contains general guidelines for the reporting of statistics in psychology research. The details of statistical reporting vary slightly among different areas of science and also among different

More information

Analyzing Research Articles: A Guide for Readers and Writers 1. Sam Mathews, Ph.D. Department of Psychology The University of West Florida

Analyzing Research Articles: A Guide for Readers and Writers 1. Sam Mathews, Ph.D. Department of Psychology The University of West Florida Analyzing Research Articles: A Guide for Readers and Writers 1 Sam Mathews, Ph.D. Department of Psychology The University of West Florida The critical reader of a research report expects the writer to

More information

Progress Report Phase I Study of North Carolina Evidence-based Transition to Practice Initiative Project Foundation for Nursing Excellence

Progress Report Phase I Study of North Carolina Evidence-based Transition to Practice Initiative Project Foundation for Nursing Excellence Progress Report Phase I Study of North Carolina Evidence-based Transition to Practice Initiative Project Foundation for Nursing Excellence Prepared by the NCSBN Research Department INTRODUCTION In 2006,

More information

Basic Concepts in Research and Data Analysis

Basic Concepts in Research and Data Analysis Basic Concepts in Research and Data Analysis Introduction: A Common Language for Researchers...2 Steps to Follow When Conducting Research...3 The Research Question... 3 The Hypothesis... 4 Defining the

More information

IMPACT OF INFORMATION LITERACY AND LEARNER CHARACTERISTICS ON LEARNING BEHAVIOR OF JAPANESE STUDENTS IN ONLINE COURSES

IMPACT OF INFORMATION LITERACY AND LEARNER CHARACTERISTICS ON LEARNING BEHAVIOR OF JAPANESE STUDENTS IN ONLINE COURSES International Journal of Case Method Research & Application (2008) XX, 4 2008 WACRA. All rights reserved ISSN 1554-7752 IMPACT OF INFORMATION LITERACY AND LEARNER CHARACTERISTICS ON LEARNING BEHAVIOR OF

More information

Emotionally unstable? It spells trouble for work, relationships and life

Emotionally unstable? It spells trouble for work, relationships and life Emotionally unstable? It spells trouble for work, relationships and life Rob Bailey and Tatiana Gulko, OPP Ltd Summary This presentation explores a range of studies of resilience using the 16PF questionnaire,

More information

Evaluation of the Relationship between Personality Characteristics and Social Relations and the Environmental Life Condition in Addicts

Evaluation of the Relationship between Personality Characteristics and Social Relations and the Environmental Life Condition in Addicts International Research Journal of Applied and Basic Sciences 2015 Available online at www.irjabs.com ISSN 2251-838X / Vol, 9 (7): 1077-1081 Science Explorer Publications Evaluation of the Relationship

More information

How To Know What Motivates Someone To Persist After Failure

How To Know What Motivates Someone To Persist After Failure EXPECTATIONS AND ENTREPRENEURIAL PERSISTENCE Paper Presented at the Babson Entrepreneurship Research Conference Houston, 1993 Marieke A. Pieterman Kelly G. Shaver Department of Psychology College of William

More information

Steve and Clint Marchant Data Based Insights, Inc. on behalf of the ACS Department of Research & Market Insights. March 5, 2015

Steve and Clint Marchant Data Based Insights, Inc. on behalf of the ACS Department of Research & Market Insights. March 5, 2015 Starting Salaries of Chemists And Chemical Engineers: 2014 Analysis of the American Chemical Society's Survey Of New Graduates in Chemistry and Chemical Engineering Steve and Clint Marchant Data Based

More information

Measurement & Data Analysis. On the importance of math & measurement. Steps Involved in Doing Scientific Research. Measurement

Measurement & Data Analysis. On the importance of math & measurement. Steps Involved in Doing Scientific Research. Measurement Measurement & Data Analysis Overview of Measurement. Variability & Measurement Error.. Descriptive vs. Inferential Statistics. Descriptive Statistics. Distributions. Standardized Scores. Graphing Data.

More information

Abstract. Introduction

Abstract. Introduction Predicting Talent Management Indices Using the 16 Primary Personality Factors John W. Jones, Ph.D.; Catherine C. Maraist, Ph.D.; Noelle K. Newhouse, M.S. Abstract This study investigates whether or not

More information

Figure 1. Stages in MBA Decision-Making. Stage 3: Decision to Enroll 3 months, on average

Figure 1. Stages in MBA Decision-Making. Stage 3: Decision to Enroll 3 months, on average GMAC Understanding the Value of the MBA: A Program Type Comparison Grady D. Bruce GMAC Research Reports RR-06-01 February 6, 2006 Introduction Prior research conducted by the Graduate Management Admission

More information

Academic Achievement of Groups Formed Based on Creativity and Intelligence

Academic Achievement of Groups Formed Based on Creativity and Intelligence Academic Achievement of Groups Formed Based on Creativity and Intelligence Ananda Kumar Palaniappan, Ph. D Faculty of Education, University of Malaya Email: ananda4989@yahoo.com, anandak@um.edu.my Abstract

More information

o and organizational data were the primary measures used to

o and organizational data were the primary measures used to The Role of Relevant Experience and Intellectual Ability in Determining the Performance of Military Leaders: A Contingency Model Explanation Patrick J. Bettin United States Military Academy Abstract A

More information

How To Understand The History Of Part Time Business Studies

How To Understand The History Of Part Time Business Studies This article was downloaded by: [148.251.235.206] On: 27 August 2015, At: 06:33 Publisher: Routledge Informa Ltd Registered in England and Wales Registered Number: 1072954 Registered office: 5 Howick Place,

More information

Family environment and the malleability of cognitive ability: A Swedish national home-reared and adopted-away cosibling control study

Family environment and the malleability of cognitive ability: A Swedish national home-reared and adopted-away cosibling control study Family environment and the malleability of cognitive ability: A Swedish national home-reared and adopted-away cosibling control study Kenneth S. Kendler a,b,c,1,2, Eric Turkheimer d,1,2, Henrik Ohlsson

More information

Stability of School Building Accountability Scores and Gains. CSE Technical Report 561. Robert L. Linn CRESST/University of Colorado at Boulder

Stability of School Building Accountability Scores and Gains. CSE Technical Report 561. Robert L. Linn CRESST/University of Colorado at Boulder Stability of School Building Accountability Scores and Gains CSE Technical Report 561 Robert L. Linn CRESST/University of Colorado at Boulder Carolyn Haug University of Colorado at Boulder April 2002 Center

More information

Descriptive Statistics and Measurement Scales

Descriptive Statistics and Measurement Scales Descriptive Statistics 1 Descriptive Statistics and Measurement Scales Descriptive statistics are used to describe the basic features of the data in a study. They provide simple summaries about the sample

More information

Psychological Evaluation at Juvenile Court Disposition

Psychological Evaluation at Juvenile Court Disposition Professional Psychology: Research and Practice Copyright 2002 by the American Psychological Association, Inc. 2002, Vol. 33, No. 3, 300 306 0735-7028/02/$5.00 DOI: 10.1037//0735-7028.33.3.300 Psychological

More information

INTERNAL MARKETING ESTABLISHES A CULTURE OF LEARNING ORGANIZATION

INTERNAL MARKETING ESTABLISHES A CULTURE OF LEARNING ORGANIZATION INTERNAL MARKETING ESTABLISHES A CULTURE OF LEARNING ORGANIZATION Yafang Tsai, Department of Health Policy and Management, Chung-Shan Medical University, Taiwan, (886)-4-24730022 ext.12127, avon611@gmail.com

More information

Recent reports of corporate downsizing,

Recent reports of corporate downsizing, Into contingent and alternative employment: by choice? Workers enter contingent and alternative arrangements from many different activities and for a wide variety of reasons; while some workers are involuntarily

More information

ORIGINAL ATTACHMENT THREE-CATEGORY MEASURE

ORIGINAL ATTACHMENT THREE-CATEGORY MEASURE ORIGINAL ATTACHMENT THREE-CATEGORY MEASURE Reference: Hazan, C., & Shaver, P. R. (1987). Romantic love conceptualized as an attachment process. Journal of Personality and Social Psychology, 52, 511-524.

More information

DEVELOPING LEADERS IN BUSINESS SCHOOLS

DEVELOPING LEADERS IN BUSINESS SCHOOLS DEVELOPING LEADERS IN BUSINESS SCHOOLS A CASE REPORT ON FIRST YEAR STUDENT LEADERS IVAN BUTAR, PETER GAHAN, RAYMOND HARBRIDGE, JESSE OLSEN, AND BRIGID VAN WANROOY CENTRE FOR WORKPLACE LEADERSHIP Publication

More information

The availability heuristic in the classroom: How soliciting more criticism can boost your course ratings

The availability heuristic in the classroom: How soliciting more criticism can boost your course ratings Judgment and Decision Making, Vol. 1, No. 1, July 2006, pp. 86 90 The availability heuristic in the classroom: How soliciting more criticism can boost your course ratings Craig R. Fox UCLA Anderson School

More information

Anne Kathrin Mayer & Günter Krampen. ZPID Leibniz Institute for Psychology Information, Trier/Germany

Anne Kathrin Mayer & Günter Krampen. ZPID Leibniz Institute for Psychology Information, Trier/Germany Equivalence of computerized versus paper and pencil testing of information literacy under controlled versus uncontrolled conditions: An experimental study Anne Kathrin Mayer & Günter Krampen ZPID Leibniz

More information

Expectancy Value Theory: Motivating Healthcare Workers

Expectancy Value Theory: Motivating Healthcare Workers Expectancy Value Theory: Motivating Healthcare Workers Stefania De Simone Researcher in Organizational Behavior Institute for Research on Innovation and Services for Development National Research Council

More information

Effectiveness of positive psychology training in the increase of hardiness of female headed households

Effectiveness of positive psychology training in the increase of hardiness of female headed households Effectiveness of positive psychology training in the increase of hardiness of female headed households 1,2, Ghodsi Ahghar* 3 1.Department of counseling, Khozestan Science and Research Branch, Islamic Azad

More information

THE ACT INTEREST INVENTORY AND THE WORLD-OF-WORK MAP

THE ACT INTEREST INVENTORY AND THE WORLD-OF-WORK MAP THE ACT INTEREST INVENTORY AND THE WORLD-OF-WORK MAP Contents The ACT Interest Inventory........................................ 3 The World-of-Work Map......................................... 8 Summary.....................................................

More information

Melissa Gutworth's Search for a PhD and the IAT

Melissa Gutworth's Search for a PhD and the IAT MUSE 2011, Page 1 Proposal for Mentored Undergraduate Summer Experience (MUSE) Summer 2011 Faculty Mentor: Name: Jason J. Dahling Title: Assistant Professor Years at TCNJ: 4 Department: Psychology Phone:

More information

James E. Bartlett, II is Assistant Professor, Department of Business Education and Office Administration, Ball State University, Muncie, Indiana.

James E. Bartlett, II is Assistant Professor, Department of Business Education and Office Administration, Ball State University, Muncie, Indiana. Organizational Research: Determining Appropriate Sample Size in Survey Research James E. Bartlett, II Joe W. Kotrlik Chadwick C. Higgins The determination of sample size is a common task for many organizational

More information

PII S0306-4603(97)00072-5 BRIEF REPORT

PII S0306-4603(97)00072-5 BRIEF REPORT Pergamon Addictive Behaviors, Vol. 23, No. 4, pp. 537 541, 1998 Copyright 1998 Elsevier Science Ltd Printed in the USA. All rights reserved 0306-4603/98 $19.00.00 PII S0306-4603(97)00072-5 BRIEF REPORT

More information

Additional sources Compilation of sources: http://lrs.ed.uiuc.edu/tseportal/datacollectionmethodologies/jin-tselink/tselink.htm

Additional sources Compilation of sources: http://lrs.ed.uiuc.edu/tseportal/datacollectionmethodologies/jin-tselink/tselink.htm Mgt 540 Research Methods Data Analysis 1 Additional sources Compilation of sources: http://lrs.ed.uiuc.edu/tseportal/datacollectionmethodologies/jin-tselink/tselink.htm http://web.utk.edu/~dap/random/order/start.htm

More information

REMITTANCE TRANSFERS TO ARMENIA: PRELIMINARY SURVEY DATA ANALYSIS

REMITTANCE TRANSFERS TO ARMENIA: PRELIMINARY SURVEY DATA ANALYSIS REMITTANCE TRANSFERS TO ARMENIA: PRELIMINARY SURVEY DATA ANALYSIS microreport# 117 SEPTEMBER 2008 This publication was produced for review by the United States Agency for International Development. It

More information

BRIEF RESEARCH REPORTS PRODUCTIVITY RATINGS OF INSTITUTIONS BASED ON PUBLICATION IN READING JOURNALS: 1972-1978 1

BRIEF RESEARCH REPORTS PRODUCTIVITY RATINGS OF INSTITUTIONS BASED ON PUBLICATION IN READING JOURNALS: 1972-1978 1 Journal of Reading Behavior 1979, Vol. XI, No. 2 BRIEF RESEARCH REPORTS PRODUCTIVITY RATINGS OF INSTITUTIONS BASED ON PUBLICATION IN READING JOURNALS: 1972-1978 1 Carol J. Hopkins Purdue University Several

More information

Methodological Approaches to Evaluation of Information System Functionality Performances and Importance of Successfulness Factors Analysis

Methodological Approaches to Evaluation of Information System Functionality Performances and Importance of Successfulness Factors Analysis Gordana Platiša Neđo Balaban Methodological Approaches to Evaluation of Information System Functionality Performances and Importance of Successfulness Factors Analysis Article Info:, Vol. 4 (2009), No.

More information

Influence of Gender and Age in Aggressive Dream Content of Spanish Children and Adolescents

Influence of Gender and Age in Aggressive Dream Content of Spanish Children and Adolescents Influence of Gender and Age in Aggressive Dream Content of Spanish Children and Adolescents Ursula Oberst, Cristian Charles, and Ander Chamarro Ramon Llull University This study investigated the aggressive

More information

Journal of Student Success and Retention Vol. 2, No. 1, October 2015 THE EFFECTS OF CONDITIONAL RELEASE OF COURSE MATERIALS ON STUDENT PERFORMANCE

Journal of Student Success and Retention Vol. 2, No. 1, October 2015 THE EFFECTS OF CONDITIONAL RELEASE OF COURSE MATERIALS ON STUDENT PERFORMANCE THE EFFECTS OF CONDITIONAL RELEASE OF COURSE MATERIALS ON STUDENT PERFORMANCE Lawanna Fisher Middle Tennessee State University lawanna.fisher@mtsu.edu Thomas M. Brinthaupt Middle Tennessee State University

More information

Test Reliability Indicates More than Just Consistency

Test Reliability Indicates More than Just Consistency Assessment Brief 015.03 Test Indicates More than Just Consistency by Dr. Timothy Vansickle April 015 Introduction is the extent to which an experiment, test, or measuring procedure yields the same results

More information

Data Analysis, Statistics, and Probability

Data Analysis, Statistics, and Probability Chapter 6 Data Analysis, Statistics, and Probability Content Strand Description Questions in this content strand assessed students skills in collecting, organizing, reading, representing, and interpreting

More information

MetLife Retirement Income. A Survey of Pre-Retiree Knowledge of Financial Retirement Issues

MetLife Retirement Income. A Survey of Pre-Retiree Knowledge of Financial Retirement Issues MetLife Retirement Income IQ Study A Survey of Pre-Retiree Knowledge of Financial Retirement Issues June, 2008 The MetLife Mature Market Institute Established in 1997, the Mature Market Institute (MMI)

More information

International Journal Of Advanced Research In Engineering Technology & Sciences

International Journal Of Advanced Research In Engineering Technology & Sciences International Journal Of Advanced Research In Engineering Technology & Sciences Email: editor@ijarets.org January- 2015 Volume 2, Issue-1 www.ijarets.org A Comparative Study of Mental Health and Job Satisfaction

More information

WHAT IS A JOURNAL CLUB?

WHAT IS A JOURNAL CLUB? WHAT IS A JOURNAL CLUB? With its September 2002 issue, the American Journal of Critical Care debuts a new feature, the AJCC Journal Club. Each issue of the journal will now feature an AJCC Journal Club

More information

David M. LaHuis 335 Fawcett Hall 3640 Colonel Glenn Hwy. Dayton, OH 45435-0001 (973) 775-3818 (Work) (973) 435-5450 (Home) david.lahuis@wright.

David M. LaHuis 335 Fawcett Hall 3640 Colonel Glenn Hwy. Dayton, OH 45435-0001 (973) 775-3818 (Work) (973) 435-5450 (Home) david.lahuis@wright. David M. LaHuis 335 Fawcett Hall 3640 Colonel Glenn Hwy. Dayton, OH 45435-0001 (973) 775-3818 (Work) (973) 435-5450 (Home) david.lahuis@wright.edu EDUCATION Ph.D. in Industrial/Organizational Psychology,

More information

The Difficult Transition from Military to Civilian Life

The Difficult Transition from Military to Civilian Life 1 By Rich Morin Military service is difficult, demanding and dangerous. But returning to civilian life also poses challenges for the men and women who have served in the armed forces, according to a recent

More information

Heritabilities of Common and Measure-Specific Components of the Big Five Personality Factors

Heritabilities of Common and Measure-Specific Components of the Big Five Personality Factors JOURNAL OF RESEARCH IN PERSONALITY 32, 431 453 (1998) ARTICLE NO. RP982225 Heritabilities of Common and Measure-Specific Components of the Big Five Personality Factors John C. Loehlin University of Texas

More information

Perceptions of College Students in Long Distance Relationships

Perceptions of College Students in Long Distance Relationships Perceptions of College Students in Long Distance Relationships Breeana Skinner Faculty Advisor: Carmen Wilson-VanVoorhis, Department of Psychology ABSTRACT This study examined women s perceptions of a

More information

A credibility method for profitable cross-selling of insurance products

A credibility method for profitable cross-selling of insurance products Submitted to Annals of Actuarial Science manuscript 2 A credibility method for profitable cross-selling of insurance products Fredrik Thuring Faculty of Actuarial Science and Insurance, Cass Business School,

More information

Spring 2014. in partnership with. Employee Outlook

Spring 2014. in partnership with. Employee Outlook Spring 2014 in partnership with Employee Outlook WORK WORKFORCE WORKPLACE Championing better work and working lives The CIPD s purpose is to champion better work and working lives by improving practices

More information

S. Khoury * ABSTRACT. http://ijiepr.iust.ac.ir/

S. Khoury * ABSTRACT. http://ijiepr.iust.ac.ir/ International Journal of Industrial Engineering & Production Research December 2011, Volume 22 Number 4 pp. 237-241 ISSN: 2008-4889 http://ijiepr.iust.ac.ir/ Perceptions Held by Community College Computer

More information

Academic Performance of IB Students Entering the University of California System from 2000 2002

Academic Performance of IB Students Entering the University of California System from 2000 2002 RESEARCH SUMMARY Academic Performance of IB Students Entering the University of California System from 2000 2002 IB Global Policy & Research Department August 2010 Abstract This report documents the college

More information

Treatment Satisfaction among patients attending a private dental school in Vadodara, India

Treatment Satisfaction among patients attending a private dental school in Vadodara, India J. Int Oral Health 2010 Case Report All right reserved Treatment Satisfaction among patients attending a private dental school in Vadodara, India Thanveer K* Ajith Krishnan** Sudheer Hongal*** *M.D.S,

More information

Calculating, Interpreting, and Reporting Estimates of Effect Size (Magnitude of an Effect or the Strength of a Relationship)

Calculating, Interpreting, and Reporting Estimates of Effect Size (Magnitude of an Effect or the Strength of a Relationship) 1 Calculating, Interpreting, and Reporting Estimates of Effect Size (Magnitude of an Effect or the Strength of a Relationship) I. Authors should report effect sizes in the manuscript and tables when reporting

More information

Absenteeism and Accidents in a Dangerous Environment: Empirical Analysis of Underground Coal Mines

Absenteeism and Accidents in a Dangerous Environment: Empirical Analysis of Underground Coal Mines Journal of Applied Psychology 1988, Vol. 73, No. 1,81-86 Copyright 1988 by the American Psychological Association, Inc. 0021-9010/88/$00.75 Absenteeism and Accidents in a Dangerous Environment: Empirical

More information

COMPARISONS OF CUSTOMER LOYALTY: PUBLIC & PRIVATE INSURANCE COMPANIES.

COMPARISONS OF CUSTOMER LOYALTY: PUBLIC & PRIVATE INSURANCE COMPANIES. 277 CHAPTER VI COMPARISONS OF CUSTOMER LOYALTY: PUBLIC & PRIVATE INSURANCE COMPANIES. This chapter contains a full discussion of customer loyalty comparisons between private and public insurance companies

More information

Time Management Does Not Matter For Academic Achievement Unless You Can Cope

Time Management Does Not Matter For Academic Achievement Unless You Can Cope DOI: 10.7763/IPEDR. 2014. V 78. 5 Time Management Does Not Matter For Academic Achievement Unless You Can Cope Azura Hamdan 1, Rohany Nasir 1, Rozainee Khairudin 1 and Wan Sharazad Wan Sulaiman 1 1 National

More information

General Psychology 3/2/2010. Thinking. Thinking. Lawrence D. Wright Ph.D. Professor. Chapter 8 Thinking, Language and Intelligence

General Psychology 3/2/2010. Thinking. Thinking. Lawrence D. Wright Ph.D. Professor. Chapter 8 Thinking, Language and Intelligence General Psychology Lawrence D. Wright Ph.D. Professor Chapter 8, and 6-1 Cognitive psychology: : 8-2 Visual imagery: 8-3 1 Concepts: Prototype: 8-4 Problems: 8-5 Well-defined problems have three specified

More information

The gap between e-learning managers and users on satisfaction of e-learning in the accounting industry

The gap between e-learning managers and users on satisfaction of e-learning in the accounting industry ABSTRACT The gap between e-learning managers and users on satisfaction of e-learning in the accounting industry Kai Wen Cheng National Kaohsiung University of Hospitality and Tourism This paper conducted

More information

INVESTIGATION EXTERNAL EFFICIENCY IN GRADUATES STUDENTS PHYSICAL EDUCATION DEGREE ISLAMIC AZAD UNIVERSITY

INVESTIGATION EXTERNAL EFFICIENCY IN GRADUATES STUDENTS PHYSICAL EDUCATION DEGREE ISLAMIC AZAD UNIVERSITY INVESTIGATION EXTERNAL EFFICIENCY IN GRADUATES STUDENTS PHYSICAL EDUCATION DEGREE ISLAMIC AZAD UNIVERSITY *Farshad Tojari 1 and Behzad Divkan 2 1 Department of Physical Education, Tehran Central Branch,

More information

How To Find Out If A Manager Is Happy At Work

How To Find Out If A Manager Is Happy At Work Correlation between Quality of Work Life and Change Management of Sports Clubs of City of Tabriz Kazem Zare 1, 2, Hamid Janani 1, 2* RJSS RESEARCH JOURNAL OF Vol 3 (2): 45-50 http://www.rjssjournal.com

More information

AN ILLUSTRATION OF COMPARATIVE QUANTITATIVE RESULTS USING ALTERNATIVE ANALYTICAL TECHNIQUES

AN ILLUSTRATION OF COMPARATIVE QUANTITATIVE RESULTS USING ALTERNATIVE ANALYTICAL TECHNIQUES CHAPTER 8. AN ILLUSTRATION OF COMPARATIVE QUANTITATIVE RESULTS USING ALTERNATIVE ANALYTICAL TECHNIQUES Based on TCRP B-11 Field Test Results CTA CHICAGO, ILLINOIS RED LINE SERVICE: 8A. CTA Red Line - Computation

More information

Instrument Validation Study. Regarding Leadership Circle Profile. By Industrial Psychology Department. Bowling Green State University

Instrument Validation Study. Regarding Leadership Circle Profile. By Industrial Psychology Department. Bowling Green State University Instrument ValidationStudy RegardingLeadershipCircleProfile ByIndustrialPsychologyDepartment BowlingGreenStateUniversity InstrumentValidationStudy ExecutiveSummaryandResponsetotheRecommendations ThefollowingvaliditystudyonTheLeadershipCircleProfile(TLCP)isanindependentstudy.It

More information

Lecture Notes Module 1

Lecture Notes Module 1 Lecture Notes Module 1 Study Populations A study population is a clearly defined collection of people, animals, plants, or objects. In psychological research, a study population usually consists of a specific

More information

CT DCF Job Satisfaction Survey Findings and Implications for Training

CT DCF Job Satisfaction Survey Findings and Implications for Training CT DCF Job Satisfaction Survey Findings and Implications for Training Prepared by Virginia Strand, D.S.W. Martha Dore, Ph.D. Children and Families Institute for Research, Support and Training (Children

More information

Training and Development (T & D): Introduction and Overview

Training and Development (T & D): Introduction and Overview Training and Development (T & D): Introduction and Overview Recommended textbook. Goldstein I. L. & Ford K. (2002) Training in Organizations: Needs assessment, Development and Evaluation (4 th Edn.). Belmont:

More information