Sorjonen Kimmo, Melin Bo
Karolinska Institutet (KI), Solna, Sweden.
Front Psychol. 2025 Jun 17;16:1572892. doi: 10.3389/fpsyg.2025.1572892. eCollection 2025.
The objective of the present simulated reanalysis was to scrutinize the conclusion by Cao and Liu that self-esteem can protect against anxiety and promote academic self-efficacy.
We simulated data to resemble the data used by Cao and Liu. We used triangulation and fitted complementary models to the simulated data.
We found contradicting decreasing and increasing effects of initial self-esteem on subsequent change in anxiety and academic self-efficacy. These divergent findings suggested that it is premature to assume a protective effect of self-esteem on anxiety and an enhancing effect on academic self-efficacy and the conclusions by Cao and Liu in this regard can be challenged.
It is important for researchers to be aware that correlations, including adjusted cross-lagged effects, do not prove causality in order not to overinterpret findings, something that appears to have happened to Cao and Liu. We recommend researchers to triangulate by fitting complementary models to their data in order to evaluate if observed effects may be due to true causal effects or if they appear to be spurious.
本次模拟再分析的目的是仔细审查曹和刘得出的自尊可以预防焦虑并提高学业自我效能感的结论。
我们模拟数据使其类似于曹和刘所使用的数据。我们使用三角测量法并对模拟数据拟合互补模型。
我们发现初始自尊对随后焦虑和学业自我效能感变化的影响呈现出相互矛盾的下降和上升趋势。这些不同的发现表明,假定自尊对焦虑有保护作用以及对学业自我效能感有增强作用还为时过早,曹和刘在这方面的结论可能受到质疑。
研究人员必须意识到,包括调整后的交叉滞后效应在内的相关性并不能证明因果关系,以免过度解读研究结果,而曹和刘似乎就出现了这种情况。我们建议研究人员通过对其数据拟合互补模型来进行三角测量,以评估观察到的效应是由于真正的因果效应还是看似虚假的效应。