区域（县市区）高中生德智体美劳五育全面发展综合评价数据

1、通过区域智慧教育大脑和教育大模型云平台（简称教育大脑、教育大模型）的高中生德智体美劳五育全面发展智慧评价子系统（简称智慧评价系统），教育局和各高中可以个性化定义区域高中的五育发展评价指标体系。2、区域高中生五育全面发展评价指标定义后，可以对指标设置相关分值，班主任或任课老师可以通过智慧评价系统和学校部署的相应物联网环境智能终端设备，自动开展对每个学生的评价，评价指标关联到德、智、体、美、劳，各项赋分后，学生和家长可以通过智慧评价系统（APP）实时查看学生的五育评分情况。3、区域学生德智体美劳五育全面发展智慧评价数据，可以科学全面多维度掌握每个学生的全面发展情况，高效实现新时代教育新型五育发展综合评价，为建设区域教育大脑和人工智能教育大模型，实施大规模因材施教、创新性与个性化教学，更好满足群众“上好学”的需要提供极为重要的数据支撑。（1）数据采集：通过高中生德智体美劳五育智慧评价系统（简称智慧评价系统）及相应物联网环境智能终端设备，对所在区域高中各年级段学生五育情况，每天不定期多维度评价数据收集汇总；（2）数据处理：智慧评价系统将采集到的五育各维度数据按照对象和时间归集，数据清洗，去除或修正异常值、缺失值等，在学期期末设定时点，根据系统大模型自动计算出各学生五育各项评价总分值；（3）数据加工：智慧评价系统设置五育各项评价总分数权重比例，德育10%、智育60%、体育10%、美育10%、劳育10%，通过对每项评价总分与权重的乘积自动汇总求和计算出各学生五育发展最终评价数据，并自动计算出各学生五育全面发展等级情况；（4）智慧评价系统根据相关评价要求设定智慧评价大模型等级及最终评级规则：0分以上55分以下为D，55-69.9为C，70-84.9为B，85-100为A。（5）示例：某生学期末汇总统计的德育68分，智育90分，体育50分，美育99分，劳育40分，则最终五育全面发展评价总分为：79.7分，最终五育全面发展评价级别为：B；过程如下：68*10%+90*60%+50*10%+99*10%+40*10%=79.7分。

1. Through the Smart Evaluation Subsystem for Comprehensive Development of High School Students' Moral, Intellectual, Physical, Aesthetic and Labor Education (referred to as Smart Evaluation System) based on the Regional Smart Education Brain and Educational Large Model Cloud Platform (referred to as Education Brain and Educational Large Model), education bureaus and high schools can customize the five-aspect education development evaluation index system for regional senior high schools.
2. After the five-aspect education comprehensive development evaluation indicators for regional high school students are defined, corresponding scores can be set for the indicators. Homeroom teachers or subject teachers can automatically conduct evaluations for each student via the Smart Evaluation System and the corresponding IoT-enabled smart terminal devices deployed by the school. As the evaluation indicators are linked to moral, intellectual, physical, aesthetic and labor education, after scoring each aspect, students and their parents can view their five-aspect education scores in real time through the Smart Evaluation System (APP).
3. The smart evaluation data on the comprehensive development of regional students' five aspects of education enables a scientific, comprehensive and multi-dimensional grasp of each student's overall development, efficiently realizes the comprehensive evaluation of the new five-aspect education development in the new era, and provides extremely important data support for the construction of regional education brains and artificial intelligence educational large models, the implementation of large-scale individualized teaching, innovative and personalized teaching, and better meeting the public's needs for accessing high-quality education.
(1) Data Collection: Collect and summarize multi-dimensional evaluation data of the five-aspect education situation of students in all grade levels of regional senior high schools on an irregular daily basis via the Smart Evaluation System for High School Students' Five-Aspect Education and the corresponding IoT-enabled smart terminal devices.
(2) Data Processing: The Smart Evaluation System aggregates the collected five-aspect education data by object and time, performs data cleaning to remove or correct outliers, missing values and other data quality issues, and automatically calculates the total scores of each student's five-aspect education evaluation via the system's large model at the set time point at the end of the semester.
(3) Data Refinement: The Smart Evaluation System sets the weight ratios for the total scores of each five-aspect education evaluation, with 10% for moral education, 60% for intellectual education, 10% for physical education, 10% for aesthetic education and 10% for labor education. The final comprehensive evaluation data of each student's five-aspect education development is automatically calculated by summing the product of each evaluation's total score and its corresponding weight, and the comprehensive development level of each student's five aspects of education is automatically determined.
(4) Rating Rules: The Smart Evaluation System sets the grading standards and final rating rules for its smart evaluation large model in accordance with relevant evaluation requirements: scores above 0 and below 55 are rated D, 55-69.9 are rated C, 70-84.9 are rated B, and 85-100 are rated A.
(5) Example: Suppose a student's end-of-semester summary scores are 68 for moral education, 90 for intellectual education, 50 for physical education, 99 for aesthetic education and 40 for labor education. The final comprehensive five-aspect education evaluation total score is 79.7, and the final comprehensive five-aspect education development level is B. The calculation process is as follows: 68*10% + 90*60% + 50*10% + 99*10% + 40*10% = 79.7.