Data-Driven Analysis of "Post-2010s Generation" Youth Digital Cultural Consumption and Urban Identity in Foshan: Insights from K-means Clustering of Youth Digital Cultural Consumption Reviews

Qian Wang

doi:10.47297/wsprolaadWSP2634-786522.20250603

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Data-Driven Analysis of "Post-2010s Generation" Youth Digital Cultural Consumption and Urban Identity in Foshan: Insights from K-means Clustering of Youth Digital Cultural Consumption Reviews

6卷第3期

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Data-Driven Analysis of "Post-2010s Generation" Youth Digital Cultural Consumption and Urban Identity in Foshan: Insights from K-means Clustering of Youth Digital Cultural Consumption Reviews
Data-Driven Analysis of "Post-2010s Generation" Youth Digital Cultural Consumption and Urban Identity in Foshan: Insights from K-means Clustering of Youth Digital Cultural Consumption Reviews
Guangdong Industry Polytechnic University, Guangzhou, Guangdong, 510220, China
2025年6卷第3期页码：103-109
纸质出版日期：2025-06-24
DOI：10.47297/wsprolaadWSP2634-786522.20250603
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(2025). Data-Driven Analysis of "Post-2010s Generation" Youth Digital Cultural Consumption and Urban Identity in Foshan: Insights from K-means Clustering of Youth Digital Cultural Consumption Reviews. 文艺发展研究（英文版）, 6(3), 103-109.

Qian Wang.Data-Driven Analysis of "Post-2010s Generation" Youth Digital Cultural Consumption and Urban Identity in Foshan: Insights from K-means Clustering of Youth Digital Cultural Consumption Reviews[J].Research on Literary and Art Development,2025,06(03):103-109.
(2025). Data-Driven Analysis of "Post-2010s Generation" Youth Digital Cultural Consumption and Urban Identity in Foshan: Insights from K-means Clustering of Youth Digital Cultural Consumption Reviews. 文艺发展研究（英文版）, 6(3), 103-109. DOI： 10.47297/wsprolaadWSP2634-786522.20250603.

Qian Wang.Data-Driven Analysis of "Post-2010s Generation" Youth Digital Cultural Consumption and Urban Identity in Foshan: Insights from K-means Clustering of Youth Digital Cultural Consumption Reviews[J].Research on Literary and Art Development,2025,06(03):103-109. DOI： 10.47297/wsprolaadWSP2634-786522.20250603.

摘要

Abstract

This study proposes a data-driven approach to analyzing the relationship between "Post-2010s Generation" youth digital cultural consumption behaviors and urban identity formation in Foshan City. By collecting digital cultural consumption data and urban identity evaluations from 200 adolescents aged 10-15 in Foshan

we employed k-means clustering algorithm to group user feedback and extract meaningful insights. The clustering process

validated through Silhouette Scores and Davies-Bouldin Index metrics

revealed distinct themes in user feedback

highlighting potential enhancement areas for promoting youth urban integration. Our results demonstrate that clustering analysis can effectively differentiate between various types of digital cultural consumption preferences and their impacts on urban identity

providing actionable guidance for urban policymakers and administrators. This study underscores the value of incorporating systematic user feedback analysis into urban identity research

offering a pathway to creating more effective youth urban integration mechanisms. The findings contribute to a more structured and evidence-based approach to urban youth policy development

ultimately enhancing youth urban belonging and participation.

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references

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