There Is No Place like Home! How Willing Are Young Adults to Move to Find a Job?
Abstract
:1. Introduction
2. Youth Unemployment and the European Agenda to Combat It
3. Young Adults’ Willingness for Job Mobility
4. Data and Method
4.1. Dependent Variables
4.2. Independent Variables
4.3. Control Variables
5. Empirical Results
6. Discussion
7. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
Appendix A
Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | (13) | (14) |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
(1) Move within country | 1.000 | |||||||||||||
(2) Move to a different country | 0.443 * | 1.000 | ||||||||||||
(3) Age | −0.093 * | −0.079 * | 1.000 | |||||||||||
(4) Female | −0.072 * | −0.059 * | −0.022 * | 1.000 | ||||||||||
(5) Married | −0.079 * | −0.081 * | 0.354 * | 0.044 * | 1.000 | |||||||||
(6) Medium education | 0.015 | 0.019 * | −0.242 * | 0.032 * | −0.075* | 1.000 | ||||||||
(7) High education | 0.069 * | 0.063 * | 0.225 * | −0.003 | −0.024 * | −0.485 * | 1.000 | |||||||
(8) Risk aversion | 0.127 * | 0.174 * | −0.073 * | −0.103 * | −0.016 * | 0.037 * | −0.004 | 1.000 | ||||||
(9) Work values | 0.070 * | 0.029 * | 0.007 | −0.037 * | 0.112 * | 0.038 * | −0.081 * | 0.082 * | 1.000 | |||||
(10) Employment status | −0.044 * | −0.031 * | 0.305 * | −0.161 * | 0.094 * | −0.166 * | 0.181 * | 0.037 * | 0.085 * | 1.000 | ||||
(11) Economic self-sufficiency | −0.028 * | −0.058 * | −0.000 | −0.055 * | 0.071 * | −0.021 * | 0.093 * | 0.006 | 0.021 * | 0.244 * | 1.000 | |||
(12) Social ties | 0.082 * | 0.087 * | −0.072 * | 0.040 * | −0.020 * | 0.049 * | −0.070 * | 0.053 * | 0.035 * | −0.221 * | −0.268 * | 1.000 | ||
(13) Rural index | 0.010 | −0.028 * | −0.018 * | 0.011 | 0.017 * | −0.083 * | −0.051 * | −0.039 * | −0.015 * | −0.062 * | −0.005 | −0.027 * | 1.000 | |
(14) Familialism | 0.009 | −0.006 | 0.029 * | −0.042 * | 0.155 * | 0.016 * | −0.102 * | 0.059 * | 0.353 * | 0.033 * | −0.030 * | 0.067 * | −0.003 | 1.000 |
Appendix B
Variable | Question | Range | Mean (Std. Dev.) |
---|---|---|---|
Move within country | “What changes would you be willing to make to get a new job?” “I would be willing to move to within country”
| 0–1 | 0.41 (0.49) |
Move to a different country | “What changes would you be willing to make to get a new job?” “I would be willing to move to another country”
| 0–1 | 0.29 (0.46) |
Age | “How old are you?” (Blank field for respondents to fill in the answer) | 18–35 | 27.16 (4.95) |
Female | “Are you…”
| 0–1 | 0.52 (0.50) |
Married | “Which one of the following descriptions best describes your current legal martial status today?”
| 0–1 | 0.29 (0.45) |
Medium education | “What is the highest level of education you have successfully completed?” Recoded towards:
| 0–1 | 0.21 (0.40) |
High education | “What is the highest level of education you have successfully completed?” Recoded towards:
| 0–1 | 0.48 (0.50) |
Employment status | “Which of these descriptions applies to what you have been doing for the last month?” Recoded towards:
| 0–1 | 0.59 (0.49) |
Economic self-sufficiency | “Thinking about your own financial situation, how satisfied are you right now?”
| 1–4 | 2.46 (0.86) |
Social ties | “Thinking about your friends, how many of them are unemployed?”
| 1–5 | 2.22 (1.01) |
Risk aversion | “On a scale from 0 to 10 would you say that in general you are a person who tends to avoid taking risks or are you fully prepared to take risks?” Scale ranging from
| 0–10 | 5.30 (2.40) |
Work values | “Please read the following statements and tell us how much you agree or disagree with them.” To fully develop your talents you need to have a job. It’s humiliating to receive money without having to work. Work is a duty towards society. Work should always come first even if it means less spare time. For all statements: 1—strongly disagree/2—somewhat disagree/3—somewhat agree/4—strongly agree Recoded towards an index that takes the average of the answers to these statements. | 1–4 | 2.87 (0.60) |
Familialism | “We would like to know your views about family relationships. To what extent to you agree of disagree with the follwing statements?” It is the duty of family members to take care of each other, even if they have to give up something they want themselves. Family members should stick together, no matter what sacrifices are required. It is important that children respect the decisions made by their parents, even if they disagree with these decisions. For all statements: 1—strongly disagree/2—somewhat disagree/3—somewhat agree/4—strongly agree Recoded towards an index that takes the average of the answers to these statements. | 1–4 | 3.14 (0.60) |
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Policy Programme | Policy Measures |
---|---|
Youth in Action (2007) | Legal framework for supporting non-formal learning activities of young people (Decision N° 1719/2006/EC). It promotes mobility within and beyond EU borders, non-formal learning, and intercultural dialogue and encourages all young people regardless of their background. |
Youth on the Move (2010) | Initiative (COM/2016/0940) for improving young adults’ prospects to find a job. The focus is on lifelong learning, higher education, and very centrally on the promotion of mobility. |
Youth Guarantee (2013) | Commitment by all member states to ensure that youth under the age of 30 receive a good-quality offer of employment, education, apprenticeship or traineeship within four months after leaving education or becoming unemployed. |
Youth Employment Initiative (2013) | Is one of the main EU financial resources to support the implementation of the Youth Guarantee. It supports young people who are not in education, employment, or training exclusively. |
European Alliance for Apprenticeships (2014) | Aims to help trainees acquire high-quality work experience under fair conditions and thereby increase their chance of finding a good-quality job. |
Variable | Obs. | Mean | Std. Dev. | Min | Max |
---|---|---|---|---|---|
Move within country | 17,406 | 0.41 | 0.49 | 0 | 1 |
Move to a different country | 17,406 | 0.29 | 0.46 | 0 | 1 |
Rural index | 17,406 | 1.64 | 0.58 | 1 | 3 |
Age | 17,406 | 27.16 | 4.95 | 18 | 35 |
Female | 17,406 | 0.52 | 0.50 | 0 | 1 |
Married | 17,406 | 0.29 | 0.45 | 0 | 1 |
Medium education | 17,406 | 0.21 | 0.40 | 0 | 1 |
High education | 17,406 | 0.48 | 0.50 | 0 | 1 |
Employment status | 17,406 | 0.59 | 0.49 | 0 | 1 |
Economic self-sufficiency | 17,406 | 2.46 | 0.86 | 1 | 4 |
Social ties | 17,406 | 2.22 | 1.01 | 1 | 5 |
Risk aversion | 17,406 | 5.30 | 2.40 | 0 | 10 |
Work values | 17,406 | 2.87 | 0.60 | 1 | 4 |
Familialism | 17,406 | 3.14 | 0.60 | 1 | 4 |
Variable | Move within a Country | Move to a Different Country | ||||
---|---|---|---|---|---|---|
No (Obs. 10,217) | Yes (Obs. 7189) | Diff. | No (Obs. 12,294) | Yes (Obs. 5112) | Diff. | |
Employment status | 0.612 | 0.568 | −0.044 *** | 0.603 | 0.569 | −0.034 *** |
Economic self-sufficiency | 2.479 | 2.429 | −0.050 *** | 2.49 | 2.381 | −0.108 *** |
Social ties | 2.145 | 2.315 | 0.170 *** | 2.159 | 2.352 | 0.193 *** |
Rural index | 1.631 | 1.643 | 0.012 | 1.646 | 1.611 | −0.035 *** |
Familialism | 3.137 | 3.148 | 0.011 | 3.144 | 3.136 | −0.008 |
Willingness to Move within the Country | (M0) | (M1) | (M2) | (M3) |
---|---|---|---|---|
Age | 0.971 *** | 0.971 *** | 0.976 *** | 0.971 *** |
(0.00519) | (0.00517) | (0.00545) | (0.00519) | |
Female | 0.738 *** | 0.738 *** | 0.720 *** | 0.739 *** |
(0.0334) | (0.0334) | (0.0329) | (0.0334) | |
Married | 0.948 | 0.944 | 0.940 | 0.946 |
(0.0526) | (0.0523) | (0.0523) | (0.0528) | |
Medium education | 1.282 *** | 1.291 *** | 1.312 *** | 1.284 *** |
(0.0937) | (0.0940) | (0.0971) | (0.0939) | |
High education | 1.480 *** | 1.495 *** | 1.554 *** | 1.482 *** |
(0.0794) | (0.0802) | (0.0839) | (0.0796) | |
Risk aversion | 1.108 *** | 1.109 *** | 1.109 *** | 1.108 *** |
(0.0110) | (0.0110) | (0.0110) | (0.0110) | |
Work values | 1.398 *** | 1.396 *** | 1.403 *** | 1.392 *** |
(0.0573) | (0.0572) | (0.0579) | (0.0594) | |
Rural index | 1.185 *** | |||
(0.0535) | ||||
Employment status | 0.895 ** | |||
(0.0476) | ||||
Economic self-sufficiency | 0.995 | |||
(0.0284) | ||||
Social ties | 1.104 *** | |||
(0.0282) | ||||
Familialism | 1.015 | |||
(0.0418) | ||||
Constant | 0.272 *** | 0.189 *** | 0.208 *** | 0.263 *** |
(0.0553) | (0.0421) | (0.0471) | (0.0590) | |
Country fixed effects | YES | YES | YES | YES |
AIC | 23,573.18 | 23,551.59 | 23,529.94 | 23,574.93 |
BIC | 23,712.94 | 23,699.12 | 23,693.00 | 23,722.46 |
Observations | 17,406 | 17,406 | 17,406 | 17,406 |
Willingness to Move to Another Country | (M0) | (M1) | (M2) | (M3) |
---|---|---|---|---|
Age | 0.976 *** | 0.976 *** | 0.975 *** | 0.976 *** |
(0.00552) | (0.00552) | (0.00578) | (0.00552) | |
Female | 0.801 *** | 0.800 *** | 0.793 *** | 0.799 *** |
(0.0397) | (0.0396) | (0.0397) | (0.0396) | |
Married | 0.882 ** | 0.884 ** | 0.889 * | 0.885 ** |
(0.0541) | (0.0542) | (0.0546) | (0.0544) | |
Medium education | 1.196 ** | 1.191 ** | 1.231 ** | 1.192 ** |
(0.0965) | (0.0962) | (0.100) | (0.0964) | |
High education | 1.489 *** | 1.480 *** | 1.542 *** | 1.485 *** |
(0.0888) | (0.0885) | (0.0932) | (0.0888) | |
Risk aversion | 1.169 *** | 1.169 *** | 1.168 *** | 1.170 *** |
(0.0132) | (0.0132) | (0.0132) | (0.0132) | |
Work values | 1.183 *** | 1.184 *** | 1.180 *** | 1.194 *** |
(0.0527) | (0.0527) | (0.0526) | (0.0549) | |
Rural index | 0.890 ** | |||
(0.0444) | ||||
Employment status | 1.053 | |||
(0.0625) | ||||
Economic self-sufficiency | 0.918 *** | |||
(0.0295) | ||||
Social ties | 1.083 *** | |||
(0.0309) | ||||
Familialism | 0.966 | |||
(0.0424) | ||||
Constant | 0.192 *** | 0.246 *** | 0.202 *** | 0.208 *** |
(0.0424) | (0.0606) | (0.0505) | (0.0505) | |
Country fixed effects | YES | YES | YES | YES |
AIC | 20,948.81 | 20,941.53 | 20,915.93 | 20,949.64 |
BIC | 21,088.57 | 21,089.06 | 21,078.98 | 21,097.16 |
Observations | 17,406 | 17,406 | 17,406 | 17,406 |
Willingness to Move within the Country | (M0) | (M1) | (M2) | (M3) |
---|---|---|---|---|
Age | −0.0071 *** | −0.0070 *** | −0.0059 *** | −0.0071 *** |
(0.0013) | (0.0013) | (0.0014) | (0.0013) | |
Female | −0.0735 *** | −0.0734 *** | −0.0795 *** | −0.0733 *** |
(0.0110) | (0.0109) | (0.0111) | (0.0110) | |
Married | −0.0130 | −0.0139 | −0.0150 | −0.0134 |
(0.0134) | (0.0134) | (0.0135) | (0.0135) | |
Medium education | 0.0601 *** | 0.0618 *** | 0.0657 *** | 0.0605 *** |
(0.0176) | (0.0176) | (0.0178) | (0.0176) | |
High education | 0.0949 *** | 0.0973 *** | 0.1067 *** | 0.0951 *** |
(0.0129) | (0.0129) | (0.0129) | (0.0129) | |
Risk aversion | 0.0248 *** | 0.0250 *** | 0.0250 *** | 0.0248 *** |
(0.0024) | (0.0024) | (0.0024) | (0.0024) | |
Work values | 0.0810 *** | 0.0808 *** | 0.0820 *** | 0.0801 *** |
(0.0099) | (0.0099) | (0.0100) | (0.0103) | |
Rural index | 0.0411 *** | |||
(0.0109) | ||||
Employment status | −0.0268 ** | |||
(0.0129) | ||||
Economic self-sufficiency | −0.0011 | |||
(0.0069) | ||||
Social ties | 0.0239 *** | |||
(0.0062) | ||||
Familialism | 0.0035 | |||
(0.0100) | ||||
Country fixed effects | YES | YES | YES | YES |
Observations | 17,406 | 17,406 | 17,406 | 17,406 |
Willingness to Move to Another Country | (M0) | (M1) | (M2) | (M3) |
---|---|---|---|---|
Age | −0.0050 *** | −0.0050 *** | −0.0051 *** | −0.0050 *** |
(0.0011) | (0.0011) | (0.0012) | (0.0011) | |
Female | −0.0449 *** | −0.0451 *** | −0.0467 *** | −0.0453 *** |
(0.0100) | (0.0100) | (0.0101) | (0.0100) | |
Married | −0.0254 ** | −0.0250 ** | −0.0238 * | −0.0246 ** |
(0.0124) | (0.0124) | (0.0124) | (0.0124) | |
Medium education | 0.0361 ** | 0.0353 ** | 0.0420 ** | 0.0355 ** |
(0.0162) | (0.0162) | (0.0163) | (0.0162) | |
High education | 0.0804 *** | 0.0791 *** | 0.0874 *** | 0.0798 *** |
(0.0118) | (0.0118) | (0.0119) | (0.0118) | |
Risk aversion | 0.0316 *** | 0.0315 *** | 0.0314 *** | 0.0317 *** |
(0.0022) | (0.0022) | (0.0022) | (0.0023) | |
Work values | 0.0339 *** | 0.0341 *** | 0.0334 *** | 0.0358 *** |
(0.0090) | (0.0090) | (0.0090) | (0.0093) | |
Rural index | −0.0235 ** | |||
(0.0101) | ||||
Employment status | 0.0105 | |||
(0.0120) | ||||
Economic self-sufficiency | −0.0173 *** | |||
(0.0065) | ||||
Social ties | 0.0161 *** | |||
(0.0058) | ||||
Familialism | −0.0070 | |||
(0.0089) | ||||
Country fixed effects | YES | YES | YES | YES |
Observations | 17,406 | 17,406 | 17,406 | 17,406 |
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Weiss, J.; Ferrante, L.; Soler-Porta, M. There Is No Place like Home! How Willing Are Young Adults to Move to Find a Job? Sustainability 2021, 13, 7494. https://doi.org/10.3390/su13137494
Weiss J, Ferrante L, Soler-Porta M. There Is No Place like Home! How Willing Are Young Adults to Move to Find a Job? Sustainability. 2021; 13(13):7494. https://doi.org/10.3390/su13137494
Chicago/Turabian StyleWeiss, Julia, Livio Ferrante, and Mariano Soler-Porta. 2021. "There Is No Place like Home! How Willing Are Young Adults to Move to Find a Job?" Sustainability 13, no. 13: 7494. https://doi.org/10.3390/su13137494