| Literature DB >> 31162400 |
Abstract
Involuntary periods of unemployment represent major negative experiences for many individuals. Therefore, it is important to identify factors determining the speed job seekers are able to find new employment. The present study focused on cognitive and non-cognitive abilities of job seekers that determine their reemployment success. A sample of German adults (N = 1366) reported on their employment histories over the course of six years and provided measures on their fluid and crystallized intelligence, mathematical and reading competence, and the Big Five of personality. Proportional hazard regression analyses modeled the conditional probability of finding a new job at a given time dependent on the cognitive and personality scores. The results showed that fluid and crystallized intelligence as well as reading competence increased the probability of reemployment. Moreover, emotionally stable job seekers had higher odds of finding new employment. Other personality traits of the Big Five were less relevant for reemployment success. Finally, crystallized intelligence and emotional stability exhibited unique predictive power after controlling for the other traits and showed incremental effects with regard to age, education, and job type. These findings highlight that stable individual differences have a systematic, albeit rather small, effect on unemployment durations.Entities:
Keywords: competence; intelligence; job search; personality; unemployment
Year: 2017 PMID: 31162400 PMCID: PMC6526411 DOI: 10.3390/jintelligence5010009
Source DB: PubMed Journal: J Intell ISSN: 2079-3200
Means, standard deviations, and correlations between study variables.
| Study Variables | Correlations | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1. | 2. | 3. | 4. | 5. | 6. | 7. | 8. | 9. | 10. | 11. | 12. | ||||
| 1. | Fluid intelligence | 8.27 | 2.80 | ||||||||||||
| 2. | Crystallized intelligence | 71.39 | 11.00 | 0.43 * | |||||||||||
| 3. | Mathematical competence | −0.23 | 1.43 | 0.53 * | 0.48 * | ||||||||||
| 4. | Reading competence | −0.27 | 1.42 | 0.47 * | 0.55 * | 0.62 * | |||||||||
| 5. | Openness | 3.59 | 0.96 | 0.09 * | 0.22 * | 0.07 * | 0.16 * | ||||||||
| 6. | Conscientiousness | 4.03 | 0.75 | −0.25 * | −0.20 * | −0.26 * | −0.22 * | 0.08 * | |||||||
| 7. | Extraversion | 3.41 | 0.97 | 0.02 | 0.02 | −0.06 * | 0.02 | 0.18 * | 0.11 * | ||||||
| 8. | Agreeableness | 3.58 | 0.66 | −0.07 * | −0.11 * | −0.07 * | −0.04 * | 0.11 * | 0.15 * | 0.07 * | |||||
| 9. | Emotional stability | 3.31 | 0.91 | 0.00 | 0.05 * | 0.05 * | −0.01 | 0.09 * | 0.13 * | 0.27 * | 0.01 | ||||
| 10. | Age (in years) | 40.79 | 11.12 | −0.36 * | 0.03 | −0.16 * | −0.18 * | −0.01 | 0.20 * | −0.05 * | 0.06 * | 0.05 * | |||
| 11. | Sex (0 = women, 1 = men) | 0.47 | 0.50 | 0.06 * | 0.03 | 0.20 * | −0.07 * | −0.07 * | −0.14 * | −0.09 * | −0.14 * | 0.17 * | −0.04 * | ||
| 12. | Job type (0 = blue-collar, 1 = white-collar) | 0.68 | 0.47 | 0.20 * | 0.24 * | 0.18 * | 0.33 * | 0.13 * | −0.04 * | 0.12 * | 0.07 * | 0.01 | −0.07 * | 0.23 * | |
| 13. | Years of education | 13.88 | 2.33 | 0.36 * | 0.38 * | 0.49 * | 0.54 * | 0.16 * | −00.15 * | 0.06 * | −0.02 | 0.02 | −0.22 * | 0.04 * | 0.36 * |
Note: Results are based on 50 multiple imputed datasets. Omega hierarchical and WLE reliabilities are in the diagonal. * p < 0.05.
Figure 1Distribution of weeks until reemployment. Each shade represents 20 percent of the sample.
Cox regression models for intelligence, competence, and personality.
| Predictors | Model 1 | Model 2 | |||||||
|---|---|---|---|---|---|---|---|---|---|
| ( | OR | FMI | ( | OR | FMI | ||||
| 1. | Fluid intelligence | 0.14 * | (0.03) | 1.15 | 0.05 | 0.03 | (0.04) | 1.03 | 0.06 |
| 2. | Crystallized intelligence | 0.06 * | (0.03) | 1.06 | 0.11 | 0.08 * | (0.04) | 1.09 | 0.12 |
| 3. | Age (in years) | −0.02 * | (0.00) | 0.98 | 0.02 | ||||
| 4. | Years in education | 0.03 * | (0.01) | 1.03 | 0.02 | ||||
| 5. | Job type | 0.14 * | (0.08) | 1.15 | 0.06 | ||||
| 0.02 | 0.06 | ||||||||
| BIC | 16,553 | 13,027 | |||||||
| 1. | Mathematical competence | 0.06 | (0.05) | 1.06 | 0.41 | 0.04 | (0.05) | 1.04 | 0.40 |
| 2. | Reading competence | 0.13 * | (0.05) | 1.14 | 0.40 | 0.07 + | (0.05) | 1.07 | 0.38 |
| 3. | Age (in years) | −0.02 * | (0.00) | 0.98 | 0.00 | ||||
| 4. | Years in education | 0.02 + | (0.02) | 1.02 | 0.06 | ||||
| 5. | Job type | 0.15 * | (0.08) | 1.16 | 0.07 | ||||
| 0.02 | 0.05 | ||||||||
| BIC | 16,556 | 16,507 | |||||||
| 1. | Openness | 0.01 | (0.03) | 1.02 | 0.08 | −0.02 | (0.03) | 0.98 | 0.08 |
| 2. | Conscientiousness | −0.04 | (0.03) | 0.96 | 0.05 | 0.03 | (0.03) | 1.03 | 0.07 |
| 3. | Extraversion | 0.05 + | (0.03) | 1.05 | 0.11 | 0.02 | (0.03) | 1.02 | 0.10 |
| 4. | Agreeableness | 0.00 | (0.03) | 1.00 | 0.07 | 0.00 | (0.03) | 1.00 | 0.08 |
| 5. | Emotional stability | 0.07 * | (0.03) | 1.07 | 0.07 | 0.09 * | (0.03) | 1.09 | 0.08 |
| 6. | Age (in years) | −0.02 * | (0.00) | 0.98 | 0.01 | ||||
| 7. | Years in education | 0.05 * | (0.01) | 1.05 | 0.02 | ||||
| 8. | Job type | 0.16 * | (0.08) | 1.18 | 0.07 | ||||
| 0.01 | 0.06 | ||||||||
| BIC | 16,603 | 16,524 | |||||||
Note. Intelligence, competence, and personality scores were z-standardized. Stratified by sex resulting in different baseline hazard functions but constant coefficients across strata. B = Unstandardized regression weight, SE = Standard error for B, OR = Odds ratio, FMI = Fraction of missing information (i.e., the proportion of the total sampling variance due to missing data), BIC = Bayesian information criterion [49]. Based upon 50 imputation samples. * p < 0.05; + p < 0.10.
Omnibus Cox regression models.
| Predictors | Model 1 | Model 2 | |||||||
|---|---|---|---|---|---|---|---|---|---|
| ( | OR | FMI | ( | OR | FMI | ||||
| 1. | Fluid intelligence | 0.11 * | (0.04) | 1.12 | 0.09 | 0.02 | (0.04) | 1.02 | 0.12 |
| 2. | Crystallized intelligence | 0.02 | (0.04) | 1.02 | 0.17 | 0.08 * | (0.04) | 1.08 | 0.18 |
| 3. | Mathematical competence | 0.02 | (0.06) | 1.02 | 0.42 | 0.03 | (0.06) | 1.03 | 0.42 |
| 4. | Reading competence | 0.10 * | (0.05) | 1.11 | 0.41 | 0.05 | (0.05) | 1.05 | 0.41 |
| 5. | Openness | 0.02 | (0.03) | 0.98 | 0.08 | −0.04 | (0.03) | 0.96 | 0.08 |
| 6. | Conscientiousness | 0.02 | (0.03) | 1.02 | 0.07 | 0.06 * | (0.04) | 1.06 | 0.08 |
| 7. | Extraversion | 0.04 | (0.03) | 1.04 | 0.11 | 0.02 | (0.03) | 1.02 | 0.12 |
| 8. | Agreeableness | 0.01 | (0.03) | 1.01 | 0.07 | 0.01 | (0.03) | 1.01 | 0.08 |
| 9. | Emotional stability | 0.07 * | (0.03) | 1.07 | 0.07 | 0.08 * | (0.03) | 1.09 | 0.08 |
| 10. | Age (in years) | −0.02 * | (0.00) | 0.98 | 0.04 | ||||
| 11. | Years in education | 0.02 + | (0.02) | 1.02 | 0.06 | ||||
| 12. | Job type (0 = blue-collar, 1 = white-collar) | 0.13 + | (0.08) | 1.14 | 0.07 | ||||
| 0.03 | 0.07 | ||||||||
| BIC | 16,581 | 16,534 | |||||||
Note. Intelligence, competence, and personality scores were z-standardized. Stratified by sex resulting in different baseline hazard functions but constant coefficients across strata. B = Unstandardized regression weight, SE = Standard error for B, OR = Odds ratio, FMI = Fraction of missing information (i.e., the proportion of the total sampling variance due to missing data), BIC = Bayesian information criterion [49]. Based upon 50 imputation samples. * p < 0.05; + p < 0.10.
Figure 2Estimated survival functions for time until reemployment by low (M − 1 SD) and high (M + 1 SD) crystallized intelligence and emotional stability for female and male job seekers.