[Evaluation of the impact of artificial intelligence on college students' learning in Question B of the 2023 Electrician Cup Mathematical Modeling Competition] Complete thinking analysis + complete code

1. Problem background and description

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This question is relatively simple as a whole, and it is more suitable for novices. The more people you choose, the more awards you will receive, so don't worry about choosing the topic, just choose what you seem to be able to do.

2. Problem Analysis

2.1 Analysis of Question 1

Analyze and numerically process the data given in Appendix 2, and give a processing method; first, use the data given in the question to perform preprocessing analysis. Specifically, it includes reliability analysis of the questionnaire survey data to ensure the usability and rationality of the questionnaire. Further hot-encode the questionnaire data, that is, numerical processing.

First of all, the step of quantifying the questionnaire data is very important. If you want to make a splash, you can seriously consider the data quantification and preprocessing.

The following is the data quantification idea given by ChatGPT, which can be referred to.

After the data quantification is completed, further data analysis can be performed. The specific analyzes that can be performed include correlation analysis, variance analysis, T test, and descriptive statistical analysis.

Question 1 can be done with spss, the process will be simpler, of course, it is best to use python, the blogger will update the python problem-solving code later.

2.2 Analysis of Question 2

This proposal requires selecting appropriate evaluation indicators based on the analysis results to establish an evaluation index system.

The idea given by ChatGPT can't be said to be useless, it can only be said that I don't understand what I said at all. (Here you can see that it is not a panacea and has its own limitations)
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This question is actually very divergent, the key is to have your own ideas. I only provide one way of thinking here. First of all, you need to clarify your evaluation goals. This question is to evaluate the impact of artificial intelligence on the learning of college students, that is, to use the frequency of use of artificial intelligence, the length of use, the method of use and other indicators to evaluate the academic performance of college students. It is required to establish an evaluation index system. Simply put, it is to use a quantitative model to find out the main influencing indicators that affect college students' learning efficiency and academic performance (these indicators are part of the quantitative indicators of the first question). In general, the establishment of the evaluation index system is a process of screening index variables. Specific screening methods include regression analysis, collinearity diagnosis and so on.

2.3 Analysis of Question 3

This paper requires the establishment of a mathematical model to evaluate the impact of artificial intelligence on college students' learning, and to give clear and convincing conclusions; here is to use the established evaluation index system to establish a comprehensive evaluation model to analyze whether the widespread use of artificial intelligence can be effective Improving the learning efficiency of college students, etc.
One way is to build a regression model to discuss the impact of specific indicators, but doing so feels similar to Question 2. Therefore, we can also expand here to find out which evaluation indicators have a great impact on the improvement of college students' learning. The impact level of indicators can be quantified, that is, the indicator score can be calculated. In this way, an index with a large impact level is given, and further analysis is carried out. Entropy weight method or gray relational model can be established to calculate and analyze the score. (There are many methods for calculating index weight scores, you can refer to relevant literature)

2.4 Analysis of Question 4

This is relatively simple, chatgpt is best at work, but here I still suggest you write it yourself. It is necessary to summarize the modeling and analysis results of the first three questions and give a written report.

3. Complete code sharing

Hello review, it is a link in the site

2023 Electrician Cup B complete code + result-site link

2023 Electrician Cup B Complete Paper-Entries

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Origin blog.csdn.net/maligebilaowang/article/details/130883593