# Evaluating medical education in Brazil: analysis of the National Student Performance Exam 2023

**Authors:** Rogerio Rufino, Mario Fritsch Toros Neves, Adauto Dutra Moraes Barbosa, Andrea Povedano, Alberto Schanaider

PMC · DOI: 10.3389/fmed.2025.1679924 · Frontiers in Medicine · 2025-10-23

## TL;DR

This study analyzes Brazil's 2023 medical education exam results to reveal inequalities in performance across different types of institutions and regions.

## Contribution

The study provides new insights into how Brazil's medical education evaluation system may favor certain institutions and overlook regional disparities.

## Key findings

- Federal public institutions had a mean PCC of 2.82, while private for-profit institutions had 2.72.
- Private for-profit institutions showed higher IDOEP scores (3.70) compared to public ones (2.65).
- Regional disparities were observed, with higher PCC means in the South and Southeast compared to the Northeast and North.

## Abstract

The evaluation of medical education in Brazil relies on instruments such as the National Student Performance Exam (ENADE) and the Preliminary Course Concept (PCC), which guide regulation and funding.

To analyze national data from the 2023 ENADE for the medical program, describing variations by administrative category and region, and to discuss implications for building a fairer assessment model aligned with the principles of the Brazilian Unified Health System (SUS).

A descriptive study using consolidated data from 309 Medical Programs participating in ENADE 2023. Mean scores and standard deviations for the continuous PCC (scale 0–5) were calculated by institutional category (federal, state, municipal public institutions, and private with or without profit) and geographic region.

Federal public institutions showed a mean PCC of 2.82 ± 0.38; state, 2.74 ± 0.42; and municipal, 2.65 ± 0.45. Private for-profit institutions had 2.72 ± 0.48, and non-profit institutions 2.85 ± 0.42. The Indicator of Difference Between Observed and Expected Performance (IDOEP) component, which accounts for 35% of the PCC, was higher in for-profit private institutions (3.70 ± 0.68) compared to public ones (2.65 ± 0.50), reflecting limitations in adjusting for socioeconomic intake profiles. Student perception scores were also higher in private institutions (3.85 ± 0.60) than in public ones (3.00 ± 0.55). Regionally, PCC means were higher in the South (3.45 ± 0.40) and Southeast (3.35 ± 0.45) than in the Northeast (2.85 ± 0.55) and North (2.70 ± 0.60).

Results suggest that the current ENADE/PCC model may mask structural and regional inequalities, favoring institutional strategies focused on large-scale enrollment with lower admission requirements.

## Full-text entities

- **Genes:** CRYGD (crystallin gamma D) [NCBI Gene 1421] {aka CACA, CCA3, CCP, CRYG4, CTRCT4, PCC}
- **Diseases:** CES (MESH:C535918)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12592803/full.md

## References

34 references — full list in the complete paper: https://tomesphere.com/paper/PMC12592803/full.md

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Source: https://tomesphere.com/paper/PMC12592803