With the deepening of the digital transformation of higher education, the teaching mode of traditional statistics courses faces the problems of complex and disordered knowledge system, abstract content and high difficulty for students to accept. Based on the relationship between the knowledge structure of the course and the cognitive characteristics of students, this paper creates a fragmented learning resource development and application model based on the attributes of statistics courses, and also conducts empirical research on this. By modularizing and hierarchical division of statistics course content, integrating students' learning behavior data and feedback, a resource development system in line with the "concept-model-application" logic is established. Resources are further arranged and teaching practice is carried out in the scenario of hybrid teaching. The analysis of quantitative data and comparison of teaching effects confirm that fragmented resources are effective in improving students' learning efficiency, strengthening the depth of knowledge mastery, and improving course satisfaction experience. The research results show that fragmented learning resources with systematic design and differentiated delivery can reduce students' cognitive load, and also create a replicable and popularizable practical example for statistics teaching reform. This study has key implications for the future data-driven educational resource design.

Wenqing Bao, Xuezhi Wu. An Empirical Study on the Development and Application Model of Fragmented Learning Resources Based on the Attributes of Statistics Courses. International Journal of Educational Innovation and Science (2025), Vol. 6, Issue 1: 56-65. https://doi.org/10.38007/IJEIS.2025.060108.

[1] Hongjun Wu, Research on Malicious Code Detection Technology for Binary and WASM Bytecode Files in Web3.0 Distributed Applications, International Journal of Big Data Intelligent Technology, 2025, 6(1), 92-100

[2] Jun Ye, Design of a Non-Invasive Brain Computer Interface System for Handwritten Text Based on L2 Regularization and Attention Supervision Paradigm, and Optimization of EEG Signal Decoding, International Journal of Big Data Intelligent Technology, 2025, 6(1),126-134

[3] Bukun Ren, Calculation Model and System Implementation of Similarity Measurement of Multiple Electronic Medical Records Based on Deep Learning and Multi-Modal Abstract Extraction, International Journal of World Medicine, 2025, 6(1), 9-18

[4] Wang Y. Research on Intelligent Diagnosis Technology of Oil Well Condition Based on Big Data and Deep Learning Model OWDNet[J]. Academic Journal of Architecture and Geotechnical Engineering, 2025, 7(1): 17-22.

[5] Yuchen Liu, Research on the Inner Logic and Practical Path of Empowering Enterprise Financial Intelligence Construction with Digital Economy, International Journal of Social Sciences and Economic Management, 2025, 6(1),179-187

[6] Hui X. Medical Entity Recognition Based on Bidirectional LSTM-CRF and Natural Language Processing Technology and Its Application in Intelligent Consultation[J]. 2025, 6(1),1-8

[7] Zhang, Jinshuo "Research on Real Time Condition Monitoring and Fault Warning System for Construction Machinery under Multi Source Heterogeneous Data Fusion." Journal of Engineering Mechanics and Machinery (2024), 9(2): 139-144

[8] Lu, Chuying, Research on Intelligent 3D Reconstruction System Integrating Transformer and Adaptive Point Cloud Registration, International Journal of Big Data Intelligent Technology, 2025, 6(1),101-108

[9] Wang Y. Design and Implementation of a General Data Collection System Architecture Based on Relational Database Technology[C]//The International Conference on Cyber Security Intelligence and Analytics. Cham: Springer Nature Switzerland, 2024: 561-572.

[10] Huang T. Design and Implementation of a High Concurrency Online Payment Platform Based on Distributed Microservice Architecture[C]//The International Conference on Cyber Security Intelligence and Analytics. Cham: Springer Nature Switzerland, 2024: 551-560.

[11] Jinshuo Zhang, Research on Real-Time Collision Detection System for Data-Driven Tower Crane Simulation Monitoring and Visual Optimization, Computing, Performance and Communication Systems, 2025, 9(1),1-7

[12] Liu, Boyang. "Design and Application of Experimental Data Management System Integrating Remote Monitoring and Historical Data Analysis." Journal of Electronics and Information Science 9.3 (2024): 160-167.

[13] Zhao F. Application and Performance Improvement of K-Means Algorithm in Collaborative[C]//2025 International Conference on Intelligent Systems and Computational Networks (ICISCN). IEEE, 2025: 1-6.

[14] Zhao, Fengyi "Computer System Security and Power Data Network Integrated Security Strategy Analysis and Optimization." Journal of Network Computing and Applications (2025), 10(1): 14-19

[15] Liu, Yu"Research on the Integration of Audit Software and Accounting Software Data Interface Based on Data Conversion Technology."Creative Economy (2024), 8(5): 66-71

[16] Liu B. Innovative Applications and Performance Optimization Strategies of Python Interpreter in Web Development[J].Journal of Network Computing and Applications (2025) ,10(1),1-7

[17] Zihan Tang, Research on the Application of Joint Optimization Strategy of Energy Storage System and Demand Side Response Based on Tianqun Algorithm in Renewable Energy Grid, Frontiers in Power and Energy Systems, 2024, 3(1), 65-71

[18] Dong P. Research on the Application of Knowledge Graph-Driven Two-Dimensional Convolutional Embedding Methods in Recommender Systems[C]//2025 International Conference on Intelligent Systems and Computational Networks (ICISCN). IEEE, 2025: 1-6.

[19] Zhang M. Optimization of Medical Device Software Lifecycle Management Based on DevOps[J]. Journal of Medicine and Life Sciences, 2025, 1(3): 8-13.

[20] Yiru Zhang, Research on Communication Quality Monitoring System Driven by Big Data in C/S Architecture, Computing, Performance and Communication Systems, 2024, Vol 8(1), 92-98

[21] Peng, Yicheng. "Accurate Construction of Intelligent Investment Advisory System Based on the Integration of AI Algorithms and Financial Regulatory Framework." Academic Journal of Business & Management 6.10 (2024): 104-108.

[22] Zhao, Yunpeng（2024）. "Research on Credit Debt Liquidity Risk Measurement and Early Warning Based on Machine Learning" Model.Information Systems and Economics，5（5）,18-23

[23] Dishu Yang, Privacy Protection Measures in Large-Scale Data Environments, Frontiersin Science and Engineering, 2025,5(3),140-146

[24] Cui N. Analysis of the Impact of Autonomous Driving on Road Design and Traffic Control[J]. European Journal of Engineering and Technologies, 2025, 1(1): 1-6.

[25] Li, Xuan. "Research on the Review Technology of Building Fire Protection Design Drawings Based on BlM." Frontiers in Science and Engineering 5.2 (2025): 113-118.

[26] Zhang X. The Application of Machine Learning Combined with Graph Databases in Financial Technology[J]. European Journal of AI, Computing & Informatics, 2025, 1(1): 71-77.

[27] Peng, Yicheng. "Development and Design of an Intelligent Financial Asset Management System Based on Big Data Analysis and Kubernetes." Procedia Computer Science 243 (2024): 482-489.

[28] Hao L. Research on Autonomous Driving Path Planning Technology Based on Reinforcement Learning[J]. Journal of Computer, Signal, and System Research, 2025, 2(3): 52-58.

[29] Li, X. (2025). Research on Three-dimensional Modeling of Urban Buildings based on CityGM. Scientific Journal of Technology, 7(3), 302-306

[30] Li, X.(2025)“Research on the application of GPS, total station and CAD Technology in architectural Grid.” Computer Life (2024),12(3),36-39.

[31] Zhou Y. Application of Anomaly Detection Mechanism in Large-Scale Data Processing[J]. European Journal of AI, Computing & Informatics, 2025, 1(1): 78-84.

[32] Chen J. Exploration of Intelligent Geographic Information System Development in Big Data Era[J]. Journal of Computer, Signal, and System Research, 2025, 2(3): 24-30.

[33] Ma Z. Strategies for Enhancing Customer Lifetime Value through Data Modeling[J]. European Journal of Business, Economics & Management, 2025, 1(1): 1-7.

[34] Yang J. Research on the Strategy of MedKGGPT Model in Improving the Interpretability and Security of Large Language Models in the Medical Field[J]. Academic Journal of Medicine & Health Sciences, 5(9): 40-45.

[35] Fan, Yijiao. "Research on Data Asset Feature Analysis and Value Evaluation Strategy Based on Random Forest and BP Neural Network." Academic Journal of Business & Management 6.11 (2024): 42-46.

[36] Zhu Z. Research on Parallel Execution Techniques for Improving the Expandability of Database Systems[J]. Journal of Computer, Signal, and System Research, 2025, 2(3): 69-74.

[37] Liu Z. Research on the Application of Signal Integration Model in Real-Time Response to Social Events[J]. Journal of Computer, Signal, and System Research, 2025, 2(2): 102-106.

[38] Ding M. Application of AI Technology in Improving Design Process Efficiency[J]. European Journal of AI, Computing & Informatics, 2025, 1(1): 101-106.

[39] Shi, C. (2024). DNA Microarray Technology Principles and Applications in Genetic Research. Computer Life.Vol. 12, No. 3, 2024,19-24

[40] Liu X. Research on Optimizing Virtual Reality User Experience Based on Large Language Models[J]. Journal of Computing and Electronic Information Management, 2025, 16(2): 5-10.

[41] Dishu Yang, Application of Data Privacy Protection Technology in Social Media Platforms, Journal of Computer Science and Artificial Intelligence, 2025, 2(2),53-56

[42] Ding, Maomao. "Design Innovation and User Satisfaction Improvement of AI Video Creation Tools." Scientific Journal of Technology 7.2 (2025): 112-117.

[43] Gu, Yiting. "Practical Approaches to Develo**High-performance Web Applications Based on React." Frontiers in Science and Engineering 5.2 (2025): 99-105.

[44] Yue Xu, Research on Social Live Broadcast pps in Thenew Media Era, International Journal of Education and Humanities, 2024, 17(1), 269-272

[45] Shi C. Research on Deep Learning Algorithms for Predicting DNA-Binding Proteins Based on Sequence Information[C]//2024 IEEE 2nd International Conference on Electrical, Automation and Computer Engineering (ICEACE). IEEE, 2024: 1566-1570.

[46] Zhu P. Construction and Experimental Verification[C]//Cyber Security Intelligence and Analytics: The 6th International Conference on Cyber Security Intelligence and Analytics (CSIA 2024), Volume 1. Springer Nature, 2025, 1351: 391.

[47] Liu Y. Optimization of Financial Fraud Detection Algorithm by Combining Variational Autoencoder with Generative Adversarial Networks[C]//2024 International Conference on Distributed Systems, Computer Networks and Cybersecurity (ICDSCNC). IEEE, 2024: 1-7.

[48] Zhang, Jingtian. "Research on Worker Allocation Optimization Based on Real-Time Data in Cloud Computing." Frontiers in Science and Engineering 5.2 (2025): 119-125.

[49] Xu H. OLAP Technology Financial Statistics Information Platform Based on Big Data Analysis[C]//The International Conference on Cyber Security Intelligence and Analytics. Cham: Springer Nature Switzerland, 2024: 283-293

[50] Xingyu Liu, Exploration of Personalized User Experience Optimization in Virtual Reality with Deep Learning, International Journal of Finance and Investment, 2025, 2(2),15-19.

[51] Zou Y. Application of Cross Platform Integration Technology in Modern Communication Systems[J]. European Journal of AI, Computing & Informatics, 2025, 1(1): 64-70.