{"title":"(No) Trade-off between numeracy and verbal reasoning development: PISA evidence from Italy's academic tracking","authors":"Matteo Zullo","doi":"10.1016/j.intell.2022.101703","DOIUrl":null,"url":null,"abstract":"<div><p>The study uses PISA data to evaluate cognitive development trade-offs between numeracy and literacy skills. The compendious literature validating the educational and financial gains from technical education fails to address the potential underdevelopment of verbal skills. Exploiting academic tracking in Italy’s high school education with distinctive Liberal Arts (<em>n</em> = 841) and STEM (<em>n</em><span> = 1968) pathways, the study rules out any cognitive trade-off and estimates the STEM premium on the reading section at about one-fifth of an international standard deviation (20 PISA points). Decomposition of the education production function reveals that the technical track outperforms Liberal Arts due to greater educational production efficiency overcompensating for worse educational production inputs. Further regression analysis links the STEM advantage to the four additional instructional units in math and physics. Robustness checks conducted using TIMSS and PIRLS test scores exclude that effects are secondary to differences in preexisting levels of student skills.</span><span><sup>1</sup></span></p></div>","PeriodicalId":13862,"journal":{"name":"Intelligence","volume":"95 ","pages":"Article 101703"},"PeriodicalIF":2.8000,"publicationDate":"2022-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Intelligence","FirstCategoryId":"102","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0160289622000848","RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PSYCHOLOGY, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0
Abstract
The study uses PISA data to evaluate cognitive development trade-offs between numeracy and literacy skills. The compendious literature validating the educational and financial gains from technical education fails to address the potential underdevelopment of verbal skills. Exploiting academic tracking in Italy’s high school education with distinctive Liberal Arts (n = 841) and STEM (n = 1968) pathways, the study rules out any cognitive trade-off and estimates the STEM premium on the reading section at about one-fifth of an international standard deviation (20 PISA points). Decomposition of the education production function reveals that the technical track outperforms Liberal Arts due to greater educational production efficiency overcompensating for worse educational production inputs. Further regression analysis links the STEM advantage to the four additional instructional units in math and physics. Robustness checks conducted using TIMSS and PIRLS test scores exclude that effects are secondary to differences in preexisting levels of student skills.1
期刊介绍:
This unique journal in psychology is devoted to publishing original research and theoretical studies and review papers that substantially contribute to the understanding of intelligence. It provides a new source of significant papers in psychometrics, tests and measurement, and all other empirical and theoretical studies in intelligence and mental retardation.