Evaluation index and construction method of social responsibility of new media in the new era-- Based on the results of LDA theme analysis and questionnaire survey

This paper aims to improve the existing evaluation system of social responsibility of new media, sum up the newly formed evaluation indicators, and make it meet the ever-changing consumer market.In recent years, with the development of network technology and artificial intelligence, the characteristics of new media have also changed,At the same time, each industry needs to change according to the needs of consumers in this field. Therefore, the previous indicators to measure the social responsibility of new media will also change, so we should carry out research on the new indicators. In this paper, the crawler method is used to obtain the user evaluation data of China's new media (wechat, Tictok, kuaishou, Little Red Book), and the text analysis method is used to extract high-frequency words. After that, LDA topic analysis method is used to obtain the public's concerns about the four major aspects of new media: operation technology guarantee, user experience, reporting on new things, and commercialization degree. Then, the questionnaire was designed according to the four themes, and the data was analyzed by XGBoast algorithm to get the ranking of the public's concerns under the four themes. According to the ranking, the indicators of fulfilling social responsibility in the new era of new media were determined. This paper is not restricted to the traditional social responsibility evaluation system, but uses big data analysis, from the perspective of consumers, puts forward the new era of new media social responsibility evaluation index and travel mode, so as to make it closer to life.

Authors

Institutions

Publication Details

Published
2024-08-16
DOI
https://doi.org/10.1145/3696500.3696568
Primary Topic
Educational Reforms and Innovations
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Evaluation index and construction method of social responsibility of new media in the new era-- Based on the results of LDA theme analysis and questionnaire survey

Sihan Xu
Educational Reforms and Innovations
article

Evaluation index and construction method of social responsibility of new media in the new era-- Based on the results of LDA theme analysis and questionnaire survey

Sihan Xu
article en

Abstract

This paper aims to improve the existing evaluation system of social responsibility of new media, sum up the newly formed evaluation indicators, and make it meet the ever-changing consumer market.In recent years, with the development of network technology and artificial intelligence, the characteristics of new media have also changed,At the same time, each industry needs to change according to the needs of consumers in this field. Therefore, the previous indicators to measure the social responsibility of new media will also change, so we should carry out research on the new indicators. In this paper, the crawler method is used to obtain the user evaluation data of China's new media (wechat, Tictok, kuaishou, Little Red Book), and the text analysis method is used to extract high-frequency words. After that, LDA topic analysis method is used to obtain the public's concerns about the four major aspects of new media: operation technology guarantee, user experience, reporting on new things, and commercialization degree. Then, the questionnaire was designed according to the four themes, and the data was analyzed by XGBoast algorithm to get the ranking of the public's concerns under the four themes. According to the ranking, the indicators of fulfilling social responsibility in the new era of new media were determined. This paper is not restricted to the traditional social responsibility evaluation system, but uses big data analysis, from the perspective of consumers, puts forward the new era of new media social responsibility evaluation index and travel mode, so as to make it closer to life.

North China University of Technology (CN)
Reduced inequalities
Openalex Percentile: Top 75%
Educational Reforms and Innovations
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.