# Mapping differentiated cognitive landscapes of university students in China via fuzzy comprehensive evaluation

## TL;DR

This study explores why some top Chinese university students struggle academically, revealing that it's due to cognitive detachment, not just lack of knowledge or motivation.

## Contribution

The study introduces a three-dimensional framework using fuzzy evaluation to map cognitive-emotional-behavioral configurations linked to academic performance.

## Key findings

- High-achievers use negative emotions like self-doubt as motivators in a Confucian-heritage context.
- Fluctuating students rely on family and peer support for academic stability.
- Struggling students show cognitive detachment from academic failure's emotional impact.

## Abstract

This study investigates the complex underlying factors contributing to academic failure among students at elite Chinese universities. Grounded in cognitive-behavioral theory, we developed a three-dimensional framework encompassing 26 influencing factors across cognitive, emotional, and behavioral domains.

Utilizing the Fuzzy Comprehensive Evaluation methods (
N=722
), we identified distinct cognitive maps for three academic performance groups: high-achieving, academic fluctuating, and academic struggling.

Findings reveal that academic failure is characterized by a “cognitive detachment” rather than mere knowledge deficiency or emotional indifference. Specifically, (1) high-achievers demonstrate a “productive tension,” where negative psychological attributes like self-doubt and learning anxiety function as significant positive drivers within the Confucian-heritage cultural context; (2) Fluctuating students exhibit high environmental sensitivity, where academic stability is contingent upon perceived support from family and peer networks; (3) Struggling students acknowledge their academic deficiencies but appear cognitively detached from the emotional impact of failure, aligning with a “lying flat” mentality fostered by current institutional evaluation models.

Theoretically, this research moves beyond linear “cause-effect” narratives to uncover how specific cognitive-emotional configurations shape academic trajectories. Practically, it highlights a need for differentiated university interventions that move beyond standardized counseling toward rebuilding “agency-performance” links, while inviting a reflective reconsideration of the core purpose of university examination systems.