The data Directory UMM :Data Elmu:jurnal:E:Economics of Education Review:Vol20.Issue2.2001:

140 G. Lassibille et al. Economics of Education Review 20 2001 139–149 of school leavers at different times by personal endow- ments, family attributes and the overall characteristics of the labor market at a regional level. With regard to the match between education and work we define overeduc- ation and undereducation in the first job, considering the minimum qualifications required for entering a job. We explain the match in the youth labor market by both per- sonal and work characteristics. The paper proceeds in the following manner. Section 2 briefly describes the data. Section 3 focuses on the duration of youth unemployment. Section 4 presents empirical evidence on the job match in the youth labor market.

2. The data

Empirical results are based on data from the Encuesta Socio-Demogra´fica conducted in 1991 by the Instituto Nacional de Estadı´stica. 1 Although this tracer survey was not specifically designed to study the transition phenomena of school leavers into the labor market, it contains valuable information for the analysis attempted here. The survey details the main activity and the job of each individual at the time the data were collected; it also describes their level of education, marital status, age and gender, as well as their parents’ socio-economic background. Furthermore, the survey contains useful bio- graphical information on the date of school-leaving, labor market entry, job mobility, marriage 2 and immi- grant status. The survey was administered to more than 150,000 individuals. From this large dataset we extract two cohorts of individuals: those who left the formal school- ing system in 1989 and those who left in 1990. 3 The selected sample includes young men and women in the 16–30 age bracket. Obviously, this is an extensive defi- nition of youth. We do this because in Spain formal schooling frequently continues into the late twenties. According to the Encuesta Socio Demogra´fica about 52 percent of students aged 16–30 in 1989 and 1990 leave the schooling system; depending on the level of edu- cation this proportion is between 28 percent and 90 per- cent Table 1. Among these school leavers the percent- age who drop out without a diploma varies between 52 and 82 percent. For each cohort of school leavers, the survey makes it possible to observe the individual’s transition from 1 See Instituto Nacional de Estadı´stica 1991 for a detailed description of the survey. 2 More than 95 percent of school leavers live with their par- ents; for this reason we do not explore the effect of marital status on the transition process from school to work. 3 We do this to obtain more observations. school to work over an 18-month period. Inside this win- dow, the data allow us to describe the labor market status of young people 6 and 18 months after they left school, as well as the main characteristics of their first job. The labor market status of school leavers is identified from two crucial survey questions: “When did you look for a first job?” and “When did you find your first job?” see Instituto Nacional de Estadı´stica, 1991. We exclude individuals who found their first job the same year they were doing military service because the survey does not make it possible to identify their labor market status without ambiguity. Individuals who were working while in school are obviously excluded because they did not find their first job inside the 18-month period in question. Finally, we exclude people who were looking for a job before leaving school as their period of unemployment is outside this frame. After deleting missing values, these exclusions left us with 1,683 observations. These obser- vations account for about 75 percent of school leavers aged 16–30 in 1989 and 1990. Although information is available on the duration of unemployment as expressed in months, it could not be used because of an ambiguity regarding the questionnaire on this point. The survey does not report any information on wages; for this rea- son, the dataset precludes the possibility of any con- clusion on the impact of overeducation and undereduc- ation in the wage-generating process. Table 2 describes the main characteristics of the selec- ted sample. The results show that individuals are equally distributed by gender and by cohort. On average, individ- uals left the school at the age of 21. When considering the highest level of education completed, 33 percent of young people have left the educational system with a primary education diploma. The secondary general edu- cation category includes individuals who have obtained the bachillerato unificado polivalente; 4 they have com- pleted at least 12 years of schooling. According to our results, 16 percent of both cohorts of young men and women have left the educational system with such a dip- loma. The vocational category of education groups together people who have either a lower 10 years of schooling or an upper 13 years of schooling vocational diploma; of the 22 percent of young people who left the educational system with a vocational diploma, more than 45 percent have a lower level. Higher education includes, on the one hand, individuals who have an escuela univer- sitaria diploma three years of post-secondary education and, on the other hand, those who have graduated from a facultad or an escuela tecnica superior—ETS 5 —five years of post-secondary education; these two categories 4 This level includes also young people who have reached the curso de orientacion universitaria, which is necessary to register at the university. 5 ETSEngineering School. 141 G. Lassibille et al. Economics of Education Review 20 2001 139–149 Table 1 School situation of each cohort of students aged 16–30 a percent Compulsory Upper Vocational Higher education Total education secondary education education Escuela Facultad or Universitaria ETS 1989 cohort Staying on at school 37.6 72.2 39.3 19.8 24.8 51.9 Leaving school 62.4 27.8 60.7 80.2 75.2 48.1 Total 100.0 100.0 100.0 100.0 100.0 100.0 Leaving school With diploma 74.8 52.1 62.5 81.6 79.3 79.0 Without diploma 25.2 47.9 37.5 8.4 20.7 21.0 Total 100.0 100.0 100.0 100.0 100.0 100.0 1990 cohort Staying on at school 35.0 72.1 43.2 21.7 29.5 50.4 Leaving school 65.0 27.9 56.8 78.3 70.5 49.6 Total 100.0 100.0 100.0 100.0 100.0 100.0 Leaving school With diploma 68.8 49.6 57.8 89.2 83.6 78.5 Without diploma 31.2 50.4 42.2 10.8 16.4 21.5 Total 100.0 100.0 100.0 100.0 100.0 100.0 a The levels of education are defined in the text. Table 2 Sample characteristics Mean Standard deviation Age in years 21.188 3.283 Male 0.499 0.500 Highest educational diploma Compulsory education 0.323 0.468 Upper secondary education 0.163 0.370 Vocational education 0.222 0.416 Higher education Escuela Universitaria 0.102 0.303 Facultad or ETS 0.166 0.373 Non-certified years of schooling 0.316 0.465 Participation in non-formal 0.142 0.441 educational program Father’s occupation Self-employed 0.262 0.440 Managers and professionals 0.266 0.442 Skilled workers 0.226 0.418 Unskilled workers 0.246 0.409 Living in town of population Under 5,000 0.137 0.344 Between 5,000 and 20,000 0.166 0.373 Between 20,000 and 100,000 0.223 0.416 Over 100,000 0.470 0.499 Cohort 8990 0.532 0.499 Number of observations 1,683 – represent 10 percent and 16 percent respectively of the total of both cohorts of school leavers. The award of a diploma is a flawed measure of the investment in education, particularly in Spain where the educational system is characterized by low completion rates compared to other developed countries OECD, 1998. As shown in Table 2, 32 percent of young Span- ish people have started a level of studies and have dropped out without any diploma. Results not reported to save space indicate that this percentage is particularly high among those individuals who have only a compul- sory level diploma; more than 70 percent of them have enrolled into upper secondary education or vocational education and have not completed one of these two lev- els of studies. To what extent non-certified years of schooling affect the transition process from school to work is one of the issues addressed in this paper. Apart from the formal level of education attended the survey permits one to observe individual participation in non-formal programs. As shown in Table 2, 14 percent of school leavers have attended a non-formal educational program. These programs are very heterogeneous. They are organized mainly by private educational institutions. Generally, individuals enroll in such institutions to pre- pare selective entry qualifications for particular occu- pations, or to complete their formal training in some very specific field. 142 G. Lassibille et al. Economics of Education Review 20 2001 139–149

3. The length of youth unemployment