# Analysis of the Dilemmas and Countermeasures Brought by Data Analysis Based on Short Online Videos on Civic and Political Work

Authors: Junhong Xie
Journal: Mobile Information Systems
 (2022)

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## Abstract

In the new era of Internet development, short video media has emerged and become the second largest network application in China. While bringing opportunities for the propaganda work of civic and political science, short video also brings difficulties and challenges such as complex network information interfering with the attention of netizens, fragmented communication method not conducive to systematic communication, and algorithmic recommendation technology causing barriers to the reception of information by netizens. In the case that the media short video and the political work need to be constantly updated, we should deal with the short video challenge brought by the media, effectively avoid its negative impact, actively deal with the period of time since the media, and make use of the short video to carry out various forms of educational reform. Facing these challenges, this paper focuses on helping the development of political work in the new era from the aspects of talent training, content optimization, brand building, algorithm standardization, etc.


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## Body

## 1. Introduction

Short video is an emerging audio-visual media communication method that “uses mobile smart terminals as the communication carrier, relies on mobile social platforms and social chains, and has a playback length between a few seconds and a few minutes” [1–3]. Short video applications are developing rapidly, and various application platforms are vigorously developing network video technology. In August 2013, Sina Weibo’s mobile client is built in the “second shot” application, which rapidly increased users [4]. However, the short video applications at this time were still in the exploration stage of software development, and most of the products were in a lukewarm state. In 2016, short video apps such as Jitterbug appeared one after another, and the short video industry was becoming mature at this time, with the advantages of prominent information points, low threshold of user intervention, and large amount of UGC (user-generated content), which quickly set off a short video boom [5, 6]. The booming development of online short video industry has provided great convenience for people to receive information. In this context, whether to make good use of the short video network to do ideological and political work has become a new issue of the times.Since the media has created a good information dissemination environment, the short video of the media has had a very wide impact on students with its powerful audio-visual effect. Strengthen ideological construction through various forms of innovation, so that every student can firmly establish the ideal of communism. Focusing on cultivating and guiding the core socialist values, we should use the mass media, give full play to the technical and communication advantages of short films by carrying out ideological education for students, make use of the mass media, and create an effective network environment for better ideological exchange among students by carrying out broader ideological education and mode construction [7]. The use of media short films to develop various forms, so that new forms of education can serve higher political education institutions, and the use of media short films to timely understand students’ ideological trends learn students’ words and deeds, and make full preparations for effective intellectual education.In today’s booming new media technology, it is very important to actively use online short videos to strengthen ideological and political work, promote socialist core values, and build a socialist culture with Chinese characteristics [8]. First of all, short videos on the Internet are conducive to expanding the scope of Marxism’s dissemination. Today, short video applications have become the second largest Internet application in China, and short videos have become the main channel for users to access information. Under such circumstances, actively using short videos to disseminate mainstream ideological content is conducive to delivering propaganda content to more users and expanding the scope of mainstream ideology.Secondly, short videos are good for improving communication effect. Compared with traditional media, short videos combine dynamic video, music, and propaganda text when disseminating information, which has the advantages of prominent information points, low comprehension cost, and strong user participation. The use of short videos to disseminate mainstream ideological content can greatly enhance the fun, interactivity, and timeliness of the propaganda content, thus improving the communication effect.Finally, short videos are conducive to the establishment of a good network opinion ecology. Nowadays, with the continuous economic growth and the development of social pluralistic values, many kinds of ideas have started to spread new speech through the Internet, and there is no lack of wrong ideas to take advantage of the opportunity to spread, which brings interference for us to do a good job in the field of ideology. In the face of the challenges brought by undesirable ideas, the active use of Internet media, represented by short videos, for ideological propaganda and public opinion guidance is conducive to our seizing the high ground of ideological propaganda and establishing a good Internet public opinion environment [9].


## 2. Related Work

Short video self-media is a kind of expression of self-media, the application of self-media is becoming more and more extensive, the innovation of self-media based on various new technologies is also developing, and the self-media with short video as the main bearing form has very strong technical advantages, bringing audiences a more intuitive audio-visual effect and a very strong communication influence. In the new context of the rapid transformation of the text era to the graphic era and the video era, short video self-media has become popular, and the coverage of short video self-media represented by Jitterbug, Racer, and Nengxun video number is getting bigger and bigger, gradually replacing the traditional text expression. Today, Racer and Jitterbug have become the main forms for people to better display their lives and socialize, and they have also become one of the most important carriers of information dissemination. The application of smartphones is becoming more and more popular, 4G phones are very mature, and with the rapid construction of 5G communication technology, short video self-media has better technical support and equipment guarantee, video self-media is more widely used, and its communication advantages are becoming more and more prominent, which has replaced microblogs and other as the most popular self-media for college students at present [10].Firstly, the study of online moral education is the theoretical basis for the study of short online videos. Since short web videos are an emerging medium formed, thus writings on the influence of short web videos on moral education are very rare, but short web videos, as a new-age derivative of network technology, have commonalities between the influence of short web videos on students’ moral education and the development of online moral education [11]. The network can link the subject of moral education with the subject. This shows that the network has become a new carrier of moral education [12]. The virtual society of the Internet posing a comprehensive challenge to the content, methods, and approaches of traditional moral education has also brought great development and opportunities for realistic moral education innovation and injected new vitality and vigor into moral education work [13]. Each person is certainly exposed to different online environments due to the influence and limitations of their own or in exchange for several conditions, which inevitably affects the nature, manner, type, and degree of their acceptance of online value influence.Secondly, the research on the connotation of short online videos is also the starting point of short video moral education impact research. Domestic scholars’ research on short Internet video mostly focuses on the following points: 1. defining short video in terms of the length of the video; [14] believes that short video refers to the length of no more than 20 minutes and is collectively known as shooting, editing, uploading, playing, sharing, and interacting through short video platforms, covering short films such as documentary [15].Thirdly, the research on the impact of short online videos on students is the starting point for studying the issue of short online videos. The problem of students’ use of short online videos is the practical reason that has aroused scholars’ concern about short online videos. Taking Jitterbug as an example, [16] argued that short video platforms have loopholes in the regulatory mechanism and have created the problem of users making and selling fakes and exporting distorted values. [17] argued that online short videos have a negative impact on the values of youth, creating an atmosphere of “entertainment first,” shaking the status of teachers, and delaying the development of students’ behavioral norms.Fourth is the research on the development trend of short online video. In [18], it is pointed out in “The Current Situation, Problems and Trends of Short Video Development in China” that the development of technology will make short videos combine with VR to enhance the immersion of audiences. In [19], it is pointed out in “New Media Communication Innovation and Development Paths” that short video will become a new pole of the “pan-documentary content ecology” as it will move toward boutique and verticalization, and the business model will be further improved and technology-driven factors will be more obvious. In [20], “The Development Status and Research Trends of Netflix Short Video,” it is argued that the competition pattern of short video as a whole is gradually forming, content will become the core competitiveness, content will shift toward production specialization, pan-entertainment to vertical fields, and the business model of short video will be gradually clarified in the future.Fifthly, the research on countermeasures to the problem of short online videos for adolescents, which is the ultimate landing point and destination for conducting research on the impact of short online videos on moral education [21] in “Countermeasures for College Students’ Internet Moral Failure,” pointed out that college students should be guided to treat and use short online videos correctly and provided countermeasures by further consolidating the basic position of family education, further strengthening self-education, strengthening school management and education, further strengthening and improving government supervision, and strengthening and improving self-management of Internet service platforms. In [22], the problems, countermeasures, and directions of short video development emphasize that all audiences should strengthen the supervision of short video content, highlight the role of leaders, and face up to the role of the third person.In summary, it can be seen that although the current academic community has a certain basis, a complete system has not yet been formed. In addition, Chinese scholars still have the following problems when conducting research: first, lack of knowledge connection with the original theory. Most scholars in the process of conducting research on the problem of short online videos only single from the current situation to analyze the current situation and causes of the problem of moral education of short online videos at the present stage are not able to analyze and link the research on moral education of short online videos with the original scholars’ research on moral education of the network in a longitudinal way through historical logical analysis, which makes the research on moral education of short online videos too isolated and lacking the proper theoretical basis [23]. Second, the research on short online videos and students’ moral education are separated from each other, and they are not able to accurately discuss the relationship between them. Among the existing research results, the research on short online videos is mostly focused on the perspective of media science, and there are fewer research results in the direction of students’ moral education [24]. Third, the students’ short online videos are mainly theoretical research, lacking relevant data and practical research, lacking quantitative analysis, and with little credibility and persuasiveness [25]. Meanwhile, the previous studies in the results often simply attribute online problems to the environment or students’ own subjective factors, without being able to argue the deep-seated causes of these problems in the context of the general social background and economic development changes.


## 3. Data Analysis to Study the Changes of Civic Science and Politics Work in the Short Video Environment

Figure1 shows the ideas of political construction work under the short video environment.Figure 1
Ideas for political construction work.In the face of the impact of short online videos is that each learner’s learning behavior has its own unique characteristics as well as learning strategies, which are generally influenced by both intrinsic factors (e.g., frequency of retrieving and reading course materials, degree of participation in discussions, etc.) and extrinsic factors (e.g., sociodemographic profile). In this study, student sociodemographic data were provided by the Student Information System (SIS), and learning behaviors were obtained from the LMS. In this paper, we use exploratory data analysis (EDA) and machine learning methods to obtain the same characteristics in the student population patterns in order to discover the patterns of student behavior characteristics. Exploratory data analysis (EDA) is a common data processing method used in big data technology to analyze data sets to generalize their main features. EDA is a data analysis method that explores existing data with as few a priori assumptions as possible, exploring the structure and patterns of the data by graphing, tabulating, and calculating feature quantities. In this paper, we use clustering, association, and network graphs to obtain knowledge about the relevant features of a data set to obtain patterns of student behavior.Based on the study of a large number of relevant literature, this paper fully understands the development trend of online video, online ethics education, students’ moral education, and the current situation of students’ use of online video, and analyzes its impact on online video. It is divided into four dimensions: “students currently use video clips, the impact of video clips on students’ development, the negative impact of video clips on children’s development.” The detailed sample of this analysis is shown in Table1. According to the statistical results, in this survey, 47.0% of the gender samples are male and 53.0% are female, with a more balanced overall distribution: in terms of grade distribution, 37.1% of the senior class, 41.2% of the sophomore class, and 21.7% of the senior class, with the largest proportion of the sophomore class and the least of the junior class. Among the students, 37.9% are undifferentiated, 32.7% are arts students, and 24.4% are science students. The above situation shows the distribution of gender, grade distribution, and student categories in this survey, which can reflect the representativeness of the sample, and the survey results can reflect the current situation of students’ use of online short video and its influence on students at this stage.Table 1
Sample situation of the study.
GenderMaleFemaleTotalQuantity234264498The proportion47.0%53.0%100%GradeSenior yearSophomoreSeniorTotalQuantity185205108498The proportion37.1%41.2%21.7%100%FamilyLiberal artsScienceUnspecializedTotalQuantity163146189798The proportion32.7%24.4%37.9%100%Through the analysis of the data on the whole, it can reflect the current situation of contemporary students’ use of short videos in many aspects and at many levels, and reflect the disadvantages and effects produced by students’ use of short online videos, so that through the analysis of these data, effective countermeasures can be sought. The diversity of information contained in network short films also brings severe challenges to high school moral education. Through empirical analysis and investigation, this paper uses the method of network short film to analyze and describe the situation of students in detail. By compiling the data on students’ viewing of short online videos, it can be found that students’ moral education in general remains in the mainstream direction in the use of short videos as in the following aspects.


### 3.1. Students’ Character Has Some Self-Control Ability

When examining the time students watch short videos, there is this one to question: do you watch short videos in class. See Table2.Table 2
Statistical results.
QuestionOptionsDo you watch short videos in class?ContentNumber of people (person)Percentage1Won’t41483.1%2I would like to watch it, but I will insist on watching it after class or during holidays6513.1%3Yes, and can't help but watch it in class193.8%According to the data shown in Table2, 83.1% of the surveyed students chose “no,” which indicates that contemporary students have a strong self-control and sense of responsibility for their own learning, and only 3.8% of the students said they would watch short videos in class, which indicates that contemporary students have a rational perception of current learning and entertainment, can fully understand the relationship between current learning and their future development goals, and have a high self-control ability.


### 3.2. Positive Development of Values

When examining students’ value judgments, the question “Which type of short videos do you like more (multiple choice)” was set, taking into account students’ characteristics and the classification of short videos. The survey results are shown in Table3. 42.7% of the students chose film and television, 48.2% chose spoof, 63.5% chose positive energy, 71.9% chose situational skits, 53.8% chose skill sharing, and 39.2% chose life sharing. This result fully indicates that contemporary students have more correct values and ability to distinguish, and can choose positive short videos that are beneficial.Table 3
Statistical results.
QuestionOptionsWhich type of short videos do you like more (multiple choice)ContentNumber of people (person)Percentage1Film and television21543.2%2Spoof24048.2%3Positive energy31663.5%4Situational skits35871.9%5Skill sharing class26853.8%6Life sharing19539.2%In addition, the question “What kind of content do you want the short video platform to present more (multiple choice)” was set for students’ suggestions on short videos. In the news reports, the proportion of news comments is 53.3%, that of traditional culture is 30.2%, and that of international diplomacy is 16.5%. This result shows that students have a strong sense of home and country, and can relate themselves to national development and international diplomacy. At the same time, there is a strong learning initiative.The above data analysis fully illustrates that contemporary students’ values have a benign development state. They have certain ability to discriminate short videos with diversified contents and forms, have strong learning power, have certain family sentiment, and can link personal development with national development.When confronted with the question, “What type of videos do you want the short video platform to provide (multiple choice),” 75.8% of students chose “news and commentary,” 65.3% chose “entertainment and funny,” 78.1% chose “knowledge and explanation,” and 69.6% chose “movie and entertainment.” This result shows that as high school students, they have a strong motivation to acquire knowledge and grow their ability through short video platforms. This motivation is also a prerequisite for guiding students’ correct values through the short video platform.A question was designed in terms of the influence on students in short videos, “Do you think that socialist core values can be promoted and achieve good influence through the short video format?,” the results of the survey as in Table4.Table 4
Statistical results.
QuestionOptionsDo you think the socialist core values can be publicized in the form of short videos and have a good impact?ContentNumber of people (person)Percentage1Yes, it will have a big impact28457.0%2No, it will not affect6513.1%3Not sure14929.9%According to the results in Table4, 57.0% of students think that short videos can be used to promote socialist core values and think that they will have a good impact on students’ moral education. It can be seen that at this stage, most students in the student body are willing to accept the guidance of core values and are able to use short video resources to watch video contents that are beneficial to their physical and mental growth.Ideals and beliefs are the motivation that guides students to study hard and strive for advancement at this stage, and they are also the important support that guides students to make unremitting efforts to achieve the great rejuvenation of the Chinese nation. In order to examine the students’ firmness of ideal beliefs, the question was set as “Do you think the short video platform can provide the right guidance for people to establish ideal beliefs” as in Table5.Table 5
Statistical results.
QuestionOptionsDo you think the short video platform can provide correct guidance for people to establish their ideals and beliefs?ContentNumber of people (person)Percentage1Yes29659.4%2No12024.1%3Not sure8216.5%According to the results in Table5, 59.4% of students chose “yes,” 24.1% chose “no,” and 16.5% chose “not sure.” The short video platform is important in promoting positive energy and guiding students to firm ideals and beliefs.In the survey of the question “Do you understand the promotion of national policies through short videos,” 71.3% of the students chose “Yes, very much.” This shows that the younger generation of students has a strong desire to understand the national policy and wants to show the national policy in a new way.The above survey questions show that contemporary students are able to maintain a firm political direction, firm ideals and beliefs, and a sense of responsibility for the country, and are able to use the short video platform for effective political learning.Legal consciousness is people’s heartfelt recognition, reverence, compliance, and obedience to the law. There are 2 questions designed for this issue.According to the survey on students’ awareness of rights, we set the question “What would you do if there is an illegal phenomenon in the Internet short video.” As shown in Table6 24.9% of students chose to “tell their parents.” These data show that contemporary students have a stronger sense of the legal system and are able to use their legal rights to defend their rights in matters that are closely related to them.Table 6
Statistical results.
QuestionOptionsWhat would you do if you broke the law in a short video on the Internet?ContentNumber of people (person)Percentage1Report according to law29859.9%2Tell parents12424.9%3Ignore it7615.3%


### 3.3. Confidence in the Future Construction of the Rule of Law in China

When examining the students’ confidence in the future construction of the rule of law in China, we set the question “Do you think the country can control the illegal phenomenon of short video platforms well?”From Table7, 79.3% of the students chose yes, 2.4% chose no, and 18.6% chose not sure. This result shows that the majority of students at this stage have strong confidence in our country’s national governance short video platform.Table 7
Statistical results.
QuestionOptionsDo you think the state can control the illegal phenomenon of short video platforms?ContentNumber of people (person)Percentage1Yes39579.3%2No122.4%3Not sure9118.6%


### 3.4. Agree with the Measures of National Governance of Short Videos at This Stage

Due to a series of problems with short videos, the state has taken some control measures, which are important for regulating the behavior of short video platforms, creating a healthy network environment for people, and forming healthy values for people. To address this issue, the following question was set: “Do you agree with the current measures taken by the state to regulate short video platforms” as in Table8.Table 8
Statistical results.
QuestionOptionsDo you agree with the measures taken by the current national standard short video platform?ContentNumber of people (person)Percentage1Agree31763.7%2Disagree6613.3%3I don't know11523.1%From Table8, 63.7% of the students chose to agree, 13.3% chose to disagree, and 23.1% chose to be unsure. This result shows that students at this stage generally agree with the current measures of state governance of short video platforms and are confident about the future development direction of short video under state governance.With the strengthening of China’s legal system, students have a certain degree of popularity for the law, and there is also some popular legal knowledge in short videos and more on the popularity of traffic knowledge. According to the survey, there are still some problems, combined with the actual situation analyzed as follows.


#### 3.4.1. Insufficient Self-Control and Lack of Self-Discipline

This is the most serious problem of students in the process of using short videos at this stage. According to the questionnaire data, students use short videos because of the settings of short video software, vertical screen, and direct display of new contents through the slide of fingers, and the content that appears is completely different from the former. This makes students refresh constantly driven by curiosity on the one hand and makes them indulge in the entertainment of short videos in pursuit of mental relaxation on the other.


#### 3.4.2. Diverse Short Video Contents Lead to Confusion of Students’ Values

Due to more short video applications, publishers, censorship mechanism has not been fully established, etc., students are prone to see some contents that are contrary to the mainstream values in the process of watching short videos; as the table shows, there are mainly early marriage and pregnancy, thick and dark school of interpersonal relationship handling, violence, and pornography. These short videos with poor content seriously erode the students’ ideological health. And some videos that promote foreign values are easy to make students worship foreign values, leading to the weakening of socialist core values among students.To further analyze the negative impact of online short films on students and ensure that they conform to the reality of students’ modern life, a questionnaire survey on improving students’ moral education methods is formulated. It is hoped that through the analysis of this form, combined with the characteristics of students and the current situation of the use of short videos, the best strategy to solve the negative impact of network short videos on students will be discussed. See Table9.Table 9
Survey results.
QuestionOptionsWhat measures do you think should be taken to deal with the adverse effects of short videos? (multiple choice)ContentNumber of people (person)Percentage1Strengthening the construction of macro-environment for the moral development of high school students31964.1%2Attach importance to the main position of moral education for high school students and strengthen the guidance of school values36873.9%3Pay attention to guide students to educate themselves41783.7%


## 3.1. Students’ Character Has Some Self-Control Ability

When examining the time students watch short videos, there is this one to question: do you watch short videos in class. See Table2.Table 2
Statistical results.
QuestionOptionsDo you watch short videos in class?ContentNumber of people (person)Percentage1Won’t41483.1%2I would like to watch it, but I will insist on watching it after class or during holidays6513.1%3Yes, and can't help but watch it in class193.8%According to the data shown in Table2, 83.1% of the surveyed students chose “no,” which indicates that contemporary students have a strong self-control and sense of responsibility for their own learning, and only 3.8% of the students said they would watch short videos in class, which indicates that contemporary students have a rational perception of current learning and entertainment, can fully understand the relationship between current learning and their future development goals, and have a high self-control ability.


## 3.2. Positive Development of Values

When examining students’ value judgments, the question “Which type of short videos do you like more (multiple choice)” was set, taking into account students’ characteristics and the classification of short videos. The survey results are shown in Table3. 42.7% of the students chose film and television, 48.2% chose spoof, 63.5% chose positive energy, 71.9% chose situational skits, 53.8% chose skill sharing, and 39.2% chose life sharing. This result fully indicates that contemporary students have more correct values and ability to distinguish, and can choose positive short videos that are beneficial.Table 3
Statistical results.
QuestionOptionsWhich type of short videos do you like more (multiple choice)ContentNumber of people (person)Percentage1Film and television21543.2%2Spoof24048.2%3Positive energy31663.5%4Situational skits35871.9%5Skill sharing class26853.8%6Life sharing19539.2%In addition, the question “What kind of content do you want the short video platform to present more (multiple choice)” was set for students’ suggestions on short videos. In the news reports, the proportion of news comments is 53.3%, that of traditional culture is 30.2%, and that of international diplomacy is 16.5%. This result shows that students have a strong sense of home and country, and can relate themselves to national development and international diplomacy. At the same time, there is a strong learning initiative.The above data analysis fully illustrates that contemporary students’ values have a benign development state. They have certain ability to discriminate short videos with diversified contents and forms, have strong learning power, have certain family sentiment, and can link personal development with national development.When confronted with the question, “What type of videos do you want the short video platform to provide (multiple choice),” 75.8% of students chose “news and commentary,” 65.3% chose “entertainment and funny,” 78.1% chose “knowledge and explanation,” and 69.6% chose “movie and entertainment.” This result shows that as high school students, they have a strong motivation to acquire knowledge and grow their ability through short video platforms. This motivation is also a prerequisite for guiding students’ correct values through the short video platform.A question was designed in terms of the influence on students in short videos, “Do you think that socialist core values can be promoted and achieve good influence through the short video format?,” the results of the survey as in Table4.Table 4
Statistical results.
QuestionOptionsDo you think the socialist core values can be publicized in the form of short videos and have a good impact?ContentNumber of people (person)Percentage1Yes, it will have a big impact28457.0%2No, it will not affect6513.1%3Not sure14929.9%According to the results in Table4, 57.0% of students think that short videos can be used to promote socialist core values and think that they will have a good impact on students’ moral education. It can be seen that at this stage, most students in the student body are willing to accept the guidance of core values and are able to use short video resources to watch video contents that are beneficial to their physical and mental growth.Ideals and beliefs are the motivation that guides students to study hard and strive for advancement at this stage, and they are also the important support that guides students to make unremitting efforts to achieve the great rejuvenation of the Chinese nation. In order to examine the students’ firmness of ideal beliefs, the question was set as “Do you think the short video platform can provide the right guidance for people to establish ideal beliefs” as in Table5.Table 5
Statistical results.
QuestionOptionsDo you think the short video platform can provide correct guidance for people to establish their ideals and beliefs?ContentNumber of people (person)Percentage1Yes29659.4%2No12024.1%3Not sure8216.5%According to the results in Table5, 59.4% of students chose “yes,” 24.1% chose “no,” and 16.5% chose “not sure.” The short video platform is important in promoting positive energy and guiding students to firm ideals and beliefs.In the survey of the question “Do you understand the promotion of national policies through short videos,” 71.3% of the students chose “Yes, very much.” This shows that the younger generation of students has a strong desire to understand the national policy and wants to show the national policy in a new way.The above survey questions show that contemporary students are able to maintain a firm political direction, firm ideals and beliefs, and a sense of responsibility for the country, and are able to use the short video platform for effective political learning.Legal consciousness is people’s heartfelt recognition, reverence, compliance, and obedience to the law. There are 2 questions designed for this issue.According to the survey on students’ awareness of rights, we set the question “What would you do if there is an illegal phenomenon in the Internet short video.” As shown in Table6 24.9% of students chose to “tell their parents.” These data show that contemporary students have a stronger sense of the legal system and are able to use their legal rights to defend their rights in matters that are closely related to them.Table 6
Statistical results.
QuestionOptionsWhat would you do if you broke the law in a short video on the Internet?ContentNumber of people (person)Percentage1Report according to law29859.9%2Tell parents12424.9%3Ignore it7615.3%


## 3.3. Confidence in the Future Construction of the Rule of Law in China

When examining the students’ confidence in the future construction of the rule of law in China, we set the question “Do you think the country can control the illegal phenomenon of short video platforms well?”From Table7, 79.3% of the students chose yes, 2.4% chose no, and 18.6% chose not sure. This result shows that the majority of students at this stage have strong confidence in our country’s national governance short video platform.Table 7
Statistical results.
QuestionOptionsDo you think the state can control the illegal phenomenon of short video platforms?ContentNumber of people (person)Percentage1Yes39579.3%2No122.4%3Not sure9118.6%


## 3.4. Agree with the Measures of National Governance of Short Videos at This Stage

Due to a series of problems with short videos, the state has taken some control measures, which are important for regulating the behavior of short video platforms, creating a healthy network environment for people, and forming healthy values for people. To address this issue, the following question was set: “Do you agree with the current measures taken by the state to regulate short video platforms” as in Table8.Table 8
Statistical results.
QuestionOptionsDo you agree with the measures taken by the current national standard short video platform?ContentNumber of people (person)Percentage1Agree31763.7%2Disagree6613.3%3I don't know11523.1%From Table8, 63.7% of the students chose to agree, 13.3% chose to disagree, and 23.1% chose to be unsure. This result shows that students at this stage generally agree with the current measures of state governance of short video platforms and are confident about the future development direction of short video under state governance.With the strengthening of China’s legal system, students have a certain degree of popularity for the law, and there is also some popular legal knowledge in short videos and more on the popularity of traffic knowledge. According to the survey, there are still some problems, combined with the actual situation analyzed as follows.


### 3.4.1. Insufficient Self-Control and Lack of Self-Discipline

This is the most serious problem of students in the process of using short videos at this stage. According to the questionnaire data, students use short videos because of the settings of short video software, vertical screen, and direct display of new contents through the slide of fingers, and the content that appears is completely different from the former. This makes students refresh constantly driven by curiosity on the one hand and makes them indulge in the entertainment of short videos in pursuit of mental relaxation on the other.


### 3.4.2. Diverse Short Video Contents Lead to Confusion of Students’ Values

Due to more short video applications, publishers, censorship mechanism has not been fully established, etc., students are prone to see some contents that are contrary to the mainstream values in the process of watching short videos; as the table shows, there are mainly early marriage and pregnancy, thick and dark school of interpersonal relationship handling, violence, and pornography. These short videos with poor content seriously erode the students’ ideological health. And some videos that promote foreign values are easy to make students worship foreign values, leading to the weakening of socialist core values among students.To further analyze the negative impact of online short films on students and ensure that they conform to the reality of students’ modern life, a questionnaire survey on improving students’ moral education methods is formulated. It is hoped that through the analysis of this form, combined with the characteristics of students and the current situation of the use of short videos, the best strategy to solve the negative impact of network short videos on students will be discussed. See Table9.Table 9
Survey results.
QuestionOptionsWhat measures do you think should be taken to deal with the adverse effects of short videos? (multiple choice)ContentNumber of people (person)Percentage1Strengthening the construction of macro-environment for the moral development of high school students31964.1%2Attach importance to the main position of moral education for high school students and strengthen the guidance of school values36873.9%3Pay attention to guide students to educate themselves41783.7%


## 3.4.1. Insufficient Self-Control and Lack of Self-Discipline

This is the most serious problem of students in the process of using short videos at this stage. According to the questionnaire data, students use short videos because of the settings of short video software, vertical screen, and direct display of new contents through the slide of fingers, and the content that appears is completely different from the former. This makes students refresh constantly driven by curiosity on the one hand and makes them indulge in the entertainment of short videos in pursuit of mental relaxation on the other.


## 3.4.2. Diverse Short Video Contents Lead to Confusion of Students’ Values

Due to more short video applications, publishers, censorship mechanism has not been fully established, etc., students are prone to see some contents that are contrary to the mainstream values in the process of watching short videos; as the table shows, there are mainly early marriage and pregnancy, thick and dark school of interpersonal relationship handling, violence, and pornography. These short videos with poor content seriously erode the students’ ideological health. And some videos that promote foreign values are easy to make students worship foreign values, leading to the weakening of socialist core values among students.To further analyze the negative impact of online short films on students and ensure that they conform to the reality of students’ modern life, a questionnaire survey on improving students’ moral education methods is formulated. It is hoped that through the analysis of this form, combined with the characteristics of students and the current situation of the use of short videos, the best strategy to solve the negative impact of network short videos on students will be discussed. See Table9.Table 9
Survey results.
QuestionOptionsWhat measures do you think should be taken to deal with the adverse effects of short videos? (multiple choice)ContentNumber of people (person)Percentage1Strengthening the construction of macro-environment for the moral development of high school students31964.1%2Attach importance to the main position of moral education for high school students and strengthen the guidance of school values36873.9%3Pay attention to guide students to educate themselves41783.7%


## 4. Case Analysis

### 4.1. Data Sources

In order to further investigate whether the countermeasures in this paper are real and effective, we selected the situation of students’ civic learning after the influence of short online videos to conduct the analysis. In recent years, studies have been conducted to show that data quality is important. This demonstrates the importance of data sets that provide accurate process presentations and comparisons of results. The data set in this paper is derived from data of more than 300 students from four classes of a course, from different regions, ages, and grades. The first step of EDA is to analyze the LMS logs, which are composed of various data and contain data. In this study, we select only the operation logs of student users and do not study the operation logs of other users.The data collected and analyzed in this study are from a course under the influence of short online videos, selected from more than 300 students in four classes. The large and diverse nature of this student online learning data requires the use of special technical methods to analyze the data. Figure2 represents the structure of the data set used in this study.Figure 2
Structure of the data set.In this paper, the online learning activities of these 300 students in the first sixteen weeks were selected as the sample. The students’ final grades depend on the number of times they participated in the online course, the discussion activities, and the completion of the assignments.


### 4.2. Data Analysis

The data are obtained through the LMS and downloaded from the Student Information Management System. Three different types of data are usually distinguished. Data are divided into static data and dynamic data. Table10 lists the data sets used as inputs in this study.Table 10
Input data collection.
TypeFeatureDataDescribeInput dataSociodemographic profileAgeStudent ageGenderStudent genderAreaStudent areaSperm dataAffiliated collegeStudent’s departmentCourseStudent courseSemesterSemesterDynamic dataUpdate activityNumber of updatesView coursesView the number of coursesBrowse forumsBrowsing forumsView course reportsViewing course reportsAnswer questionNumber of questions answeredView issuesView the number of questionsLogin scoreLogin system scoreForum scoreParticipate in forum discussionsJob task scoreTask scoreOutput dataPerformanceGPAStudent’s final performanceIn the first phase of this research experiment, we found associations between sociodemographic characteristics and students’ online learning activities in the quantitative data, and based on the collected data, we used the Spearman correlation method. Based on the correlation analysis, we found some patterns in students’ weekly logins: students were more active in the first week of online learning. The students’ activity tends to be negatively skewed from the ninth week to the twelfth week, and the worst activity is in the twelfth week, as shown in Figure3. Then, we further analyzed the data using correlations to find the link between student activity and student achievement.Figure 3
Number of student logins from week 1–16.Next, we use clustering algorithm to obtain potential standard features from the collected data. Multilevel algorithm is the simplest uncontrollable algorithm, which is often used to deal with big data. K-means algorithm is used in this work, because it is efficient and easy to use. Before using the k-means algorithm, the data need to be converted into digital values and normalized. In terms of data standardization, the most important step is to determine thek. If the initial manifold is bad, then the manifold will be wrong. In this paper, the elbow method is used to determine the optimal number of classes in the unit comparison. As shown in Figure 4, the result of this process shows that the optimal value of the cluster is 3, so the initial value of the cluster in this paper is 3 (k = 3). In addition, Euclidean distance can be used to determine the clustering used in the data. The value of k is 3 (k = 3). After defining the value, use the k-means method to execute the class.Figure 4
Elbow method to determine the optimal cluster value.Then, the k-means method is used to group the values defined by the above two methods. One problem we have to face in the experiment is the high dimension of data, so we use the core components to analyze PCA to reduce the amount of data measurement. Then, we analyze the distribution of students’ political learning using different short videos in Figure5. Next, we want to know how students interact in the learning process. In the e-learning process, all interactive data are stored in the system database log. The quality of students’ interaction with students is an indicator to measure students’ efforts to deepen their understanding to achieve learning results, as in Figure 6.Figure 5
Distribution of students’ political learning using different short videos.Figure 6
Students’ interaction.


## 4.1. Data Sources

In order to further investigate whether the countermeasures in this paper are real and effective, we selected the situation of students’ civic learning after the influence of short online videos to conduct the analysis. In recent years, studies have been conducted to show that data quality is important. This demonstrates the importance of data sets that provide accurate process presentations and comparisons of results. The data set in this paper is derived from data of more than 300 students from four classes of a course, from different regions, ages, and grades. The first step of EDA is to analyze the LMS logs, which are composed of various data and contain data. In this study, we select only the operation logs of student users and do not study the operation logs of other users.The data collected and analyzed in this study are from a course under the influence of short online videos, selected from more than 300 students in four classes. The large and diverse nature of this student online learning data requires the use of special technical methods to analyze the data. Figure2 represents the structure of the data set used in this study.Figure 2
Structure of the data set.In this paper, the online learning activities of these 300 students in the first sixteen weeks were selected as the sample. The students’ final grades depend on the number of times they participated in the online course, the discussion activities, and the completion of the assignments.


## 4.2. Data Analysis

The data are obtained through the LMS and downloaded from the Student Information Management System. Three different types of data are usually distinguished. Data are divided into static data and dynamic data. Table10 lists the data sets used as inputs in this study.Table 10
Input data collection.
TypeFeatureDataDescribeInput dataSociodemographic profileAgeStudent ageGenderStudent genderAreaStudent areaSperm dataAffiliated collegeStudent’s departmentCourseStudent courseSemesterSemesterDynamic dataUpdate activityNumber of updatesView coursesView the number of coursesBrowse forumsBrowsing forumsView course reportsViewing course reportsAnswer questionNumber of questions answeredView issuesView the number of questionsLogin scoreLogin system scoreForum scoreParticipate in forum discussionsJob task scoreTask scoreOutput dataPerformanceGPAStudent’s final performanceIn the first phase of this research experiment, we found associations between sociodemographic characteristics and students’ online learning activities in the quantitative data, and based on the collected data, we used the Spearman correlation method. Based on the correlation analysis, we found some patterns in students’ weekly logins: students were more active in the first week of online learning. The students’ activity tends to be negatively skewed from the ninth week to the twelfth week, and the worst activity is in the twelfth week, as shown in Figure3. Then, we further analyzed the data using correlations to find the link between student activity and student achievement.Figure 3
Number of student logins from week 1–16.Next, we use clustering algorithm to obtain potential standard features from the collected data. Multilevel algorithm is the simplest uncontrollable algorithm, which is often used to deal with big data. K-means algorithm is used in this work, because it is efficient and easy to use. Before using the k-means algorithm, the data need to be converted into digital values and normalized. In terms of data standardization, the most important step is to determine thek. If the initial manifold is bad, then the manifold will be wrong. In this paper, the elbow method is used to determine the optimal number of classes in the unit comparison. As shown in Figure 4, the result of this process shows that the optimal value of the cluster is 3, so the initial value of the cluster in this paper is 3 (k = 3). In addition, Euclidean distance can be used to determine the clustering used in the data. The value of k is 3 (k = 3). After defining the value, use the k-means method to execute the class.Figure 4
Elbow method to determine the optimal cluster value.Then, the k-means method is used to group the values defined by the above two methods. One problem we have to face in the experiment is the high dimension of data, so we use the core components to analyze PCA to reduce the amount of data measurement. Then, we analyze the distribution of students’ political learning using different short videos in Figure5. Next, we want to know how students interact in the learning process. In the e-learning process, all interactive data are stored in the system database log. The quality of students’ interaction with students is an indicator to measure students’ efforts to deepen their understanding to achieve learning results, as in Figure 6.Figure 5
Distribution of students’ political learning using different short videos.Figure 6
Students’ interaction.


## 5. Conclusion

Generally speaking, in the short video starting from the media, the political education in colleges and universities should fully understand the existing problems, see the short video from the various advantages and convenience of the media, take its advantages, and effectively avoid its shortcomings. Promote the innovation and reform of political education in colleges and universities. Carry out transformation in the field of education and talent training, strengthen the orientation of students’ adaptation to students’ psychology and needs, strengthen basic ideological construction, stimulate university political education in the new era of innovative development, and cultivate outstanding talents that meet the needs of China’s modern construction.



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*Source: 3367257-2022-08-31.xml*