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Linear decompositions of cognitive achievement gaps a cautionary note and an illustration using peruvian data

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  • Juan F. Castro

    (Universidad del Pacífico)

Abstract

Developmental gaps between children of different socioeconomic backgrounds emerge early and persist over time. Cognitive skill formation is a cumulative process and, thus, all relevant influences that took place until the time skill is measured can play role in shaping these gaps. Linear decompositions based on the Oaxaca-Blinder technique are a fairly common way of estimating the contribution of two or more categories of variables to these differences in cognitive achievement. Two prominent examples of these categories are family and school influences. In this regard, the literature exhibits no consensus in terms of decomposition strategy and interpretation of its components, as well as a tendency to separate home and school influences by assigning all observed household, family and child characteristics to the first category. I argue this can lead to misleading policy implications and to biases in the estimated contributions of the categories. This analysis seeks to contribute to the literature in two ways. First, it formally explores the potential for biases in the decomposition exercises attempted so far. Second, it offers an alternative decomposition strategy consistent with explicit behavioural assumptions regarding the determination of skill inputs. This prevents arbitrary choices in terms of decomposition technique, its components and interpretation, and also makes the analysis less prone to biases. I illustrate empirically the main points of the analysis employing a rich dataset that contains longitudinal information on cognitive test scores, family and school characteristics, to decompose the cognitive skill gap observed, at age 8, between urban and rural children in Peru.

Suggested Citation

  • Juan F. Castro, 2015. "Linear decompositions of cognitive achievement gaps a cautionary note and an illustration using peruvian data," Working Papers 15-08, Centro de Investigación, Universidad del Pacífico.
  • Handle: RePEc:pai:wpaper:15-08
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    References listed on IDEAS

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    Cited by:

    1. Juan F. Castro, 2017. "Revisiting Dynamic Complementarity in the Production of Cognitive Skill and its Implications for a Cognitive Achievement Gap Decomposition," Working Papers 105, Peruvian Economic Association.

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    More about this item

    Keywords

    Cognitive skill formation; Oaxaca-Blinder decomposition; Peru;
    All these keywords.

    JEL classification:

    • I24 - Health, Education, and Welfare - - Education - - - Education and Inequality
    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration
    • C18 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Methodolical Issues: General

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