Do Key Predictors of Academic Resilience Differ Across Cultures? Evidence From Korea and the US

Yeseul Choi, JeeHun Sung
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Abstract

This study aimed to compare key predictors of academic resilience in the distinctive socio-cultural contexts of South Korea and the United States, employing a machine-learning-based random forest technique. Using PISA 2018 data, we focused on students in the bottom 25% of family socioeconomic status, totaling 1,654 in South Korea and 1,175 in the US. The results showed that individual factors, such as meta-cognition, joy of reading, self-concept of reading, and work mastery, were ranked highly in both countries. On the other hand, self-efficacy and students’ expectation of higher education were specific to Korea, while fixed mindset and meaning in life were specific to the US. Based on these findings, this study highlighted the need for culturally responsive policies to nurture academic resilience among disadvantaged youth.
不同文化背景下学业适应力的关键预测因素是否存在差异?来自韩国和美国的证据
本研究采用基于机器学习的随机森林技术,旨在比较韩国和美国不同社会文化背景下学业适应力的关键预测因素。利用 PISA 2018 数据,我们重点研究了家庭社会经济地位最低的 25% 的学生,韩国共有 1,654 人,美国共有 1,175 人。结果显示,元认知、阅读乐趣、阅读自我概念和工作掌握程度等个体因素在两国的排名都很靠前。另一方面,自我效能感和学生对高等教育的期望是韩国特有的,而固定心态和人生意义则是美国特有的。基于这些研究结果,本研究强调有必要制定适应文化的政策,以培养弱势青少年的学业适应能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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