区域（县市区）初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）的初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），教育局和各初中可以个性化定义区域初中的五育发展评价指标体系。2、区域初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，打分后，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、区域初中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，高效实现新时代新型教育综合评价，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：通过初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，对所在区域初中各年级段学生五育情况，每天不定期进行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，进行数据清洗，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20%、智育30%、体育10%、美育20%、劳育20%，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，自动分析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59分以下为D，60-69为C，70-79为B，80-100为A。（5）示例：某生学期末汇总统计的德育分98，智育99分，体育95分，美育78分，劳育56分，则最终五育全面发展评价总分为：85.6分，最终五育全面发展评价级别为：A；过程如下：98*20%+99*30%+95*20%+78*20%+56*20%=85.6。

1. Through the Smart Evaluation Subsystem for All-Round Development of Junior High School Students in Moral, Intellectual, Physical, Aesthetic, and Labor Education (hereinafter referred to as the Smart Evaluation System) based on the Regional Smart Education Brain and Educational Large Model Cloud Platform (hereinafter referred to as the Educational Brain and Educational Large Model), education bureaus and junior high schools can individually customize the five education development evaluation index system for regional junior high schools.
2. After the five education development evaluation indicators for regional junior 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 relevant IoT-enabled smart terminal devices deployed by the school. The evaluation indicators are linked to Moral, Intellectual, Physical, Aesthetic, and Labor Education. After scoring, parents can view their children's five education scores in real time through the Smart Evaluation System (APP).
3. The smart evaluation data of the all-round development of regional junior high school students in the five aspects (moral, intellectual, physical, aesthetic, and labor education) enables a scientific, comprehensive, and multi-dimensional grasp of each student's all-round development situation, efficiently realizing the new-era comprehensive educational evaluation. It provides extremely important data support for building regional educational brains and AI educational large models, implementing large-scale teaching tailored to students' aptitude, innovative and personalized teaching, and better meeting the public's needs for "access to quality education".
(1) Data Collection: Through the Smart Evaluation System for the five education aspects of junior high school students (hereinafter referred to as the Smart Evaluation System) and relevant IoT-enabled smart terminal devices, collect and aggregate multi-dimensional evaluation data of the five education situations of students in all grade levels of regional junior high schools on an irregular daily basis.
(2) Data Processing: The Smart Evaluation System will aggregate the collected five-education dimension data by subject and time, conduct data cleaning to remove or correct outliers, missing values, etc., and automatically calculate the total evaluation scores of each student's five education aspects at the set time point at the end of the semester based on the system's large model.
(3) Data Enrichment: The Smart Evaluation System sets the weight ratios of the total scores of each five-education evaluation: 20% for Moral Education, 30% for Intellectual Education, 10% for Physical Education, 20% for Aesthetic Education, and 20% for Labor Education. It automatically calculates the final evaluation data of each student's five education development by summing the products of each evaluation's total score and its corresponding weight, and automatically analyzes and calculates the all-round development level of each student's five education aspects.
(4) The Smart Evaluation System sets the smart evaluation large model levels and final rating rules according to relevant evaluation requirements: scores above 0 and below 59 are rated D, 60-69 are C, 70-79 are B, and 80-100 are A.
(5) Example: Suppose a student's end-of-term summary statistics show scores of 98 for Moral Education, 99 for Intellectual Education, 95 for Physical Education, 78 for Aesthetic Education, and 56 for Labor Education. Then the final total score for all-round five-education development evaluation is 85.6, and the final all-round five-education development evaluation level is A. The calculation process is as follows: 98*20% + 99*30% + 95*20% + 78*20% + 56*20% = 85.6.