开放数据,私人学习者:用于学习分析的非识别学生活动和绩效数据集
Elena Tiukhova1, Dimitri Van Landuyt2, Bart Baesens2,3
1Research Centre for Information Systems Engineering (LIRIS), KU Leuven, Naamsestraat 69, 3000, Leuven, Belgium. elena.tiukhova@kuleuven.be.
Scientific data
|February 26, 2026
概括
学习分析 (LA) 使用数字痕迹来改善教育. 现在可以使用来自KU Leuven的新型非识别点击流数据集,以支持伦理LA的开发和评估.
科学领域:
- 教育技术的教育技术
- 数据科学数据科学数据科学
- 学习分析学习分析
背景情况:
- 数字学习环境产生了大量的学习者数据.
- 学习分析 (LA) 利用这些数据来优化教育过程.
- 在洛杉矶,伦理考虑和数据隐私至关重要.
研究的目的:
- 为LA研究提供详细,非识别的点击流数据集.
- 促进 LA 解决方案的开放和透明的开发和评估.
- 解决教育数据收集中的伦理和隐私问题.
主要方法:
- 收集了来自KU Leuven两门一年级学士课程的点击流数据.
- 对数据集进行了严格的非识别过程.
- 执行了数据集的隐私和实用性验证.
主要成果:
- 涵盖三学年的全面点击流数据集现在公开提供.
- 提供了对去识别程序的透明文件.
- 验证证实了数据集对LA研究的有用性,同时尊重隐私.
结论:
- 发布的数据集促进了伦理和透明的学习分析研究.
- 公共可用,验证的数据集对于推动LA领域的发展至关重要.
- 该资源支持协作和制定强大的LA框架.
更多相关视频
相关概念视频
Case Studies
There are many research methods available to psychologists in their efforts to understand, describe, and explain behavior and the cognitive and biological processes that underlie it.
Data Collection by Observations
Data collection refers to a systematic way of obtaining, observing, measuring, and analyzing accurate information. Observational studies are one of the most widely used methods of data collection. It involves collecting data by observing the behavior and physical characteristics of a sample without making any modifications to the sample.
An astronomer viewing the motion and brightness of stars in the sky and recording the data is an example of observational data collection. A botanist recording...
An astronomer viewing the motion and brightness of stars in the sky and recording the data is an example of observational data collection. A botanist recording...
Data Reporting and Recording
Reporting and recording are crucial in data documentation. The timely, thorough, and accurate documentation of facts is essential when recording patient data. Failure to record findings during an assessment or interpretation of a problem will result in loss of information and make the patient document unreliable. The reader is left with general impressions if the information is not specific. A recording is documenting data of the individual's health information in a traceable, secure, and...


