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Internet use, socioeconomic status, and smoking behaviors among Chinese men: A secondary longitudinal dataset analysis of the China Family Panel Study.

Introduction: Despite intensified tobacco-control efforts, male smoking prevalence in China has decreased, but remains high at 45%. With the rapid development of the Internet, the influence and strength of Internet use on smoking behaviors are unclear in China. This study tests whether socioeconomic...

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Published in:Tobacco Induced Diseases Vol. 24; pp. 1 - 9
Main Authors: Yuan, Hao, Wu, Fanrong
Format: research tables/charts Journal Article
Published: EU European Publishing Jul2026
Online Access:View this record in EBSCOhost
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      jtl: Tobacco Induced Diseases
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      dt: Jul2026
      vid: 24
      pid: 47713
      pub: EU European Publishing
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        195876137
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        10.18332/tid/225231
        195876137
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        atl: Internet use, socioeconomic status, and smoking behaviors among Chinese men: A secondary longitudinal dataset analysis of the China Family Panel Study.
      aug:
        au:
          Yuan, Hao
          Wu, Fanrong
        affil: School of Sociology and Political Science, Shanghai University, Shanghai, China
      sug:
        subj:
          Internet Utilization
          Social Class Evaluation
          Smoking Epidemiology
          Chinese Persons Psychosocial Factors
          Men
          Health Behavior
          Human
          China
          Male
          Adult
          Prospective Studies
          Secondary Analysis
          Sample Size Determination
          Educational Status
          Income
          Tobacco Products
          Employment Status
          Unemployment
          Regression
          Data Analysis Software
          Effect Size
          Confidence Intervals
          Descriptive Statistics
          Funding Source
          Adult: 19-44 years
          Male
      ab: Introduction: Despite intensified tobacco-control efforts, male smoking prevalence in China has decreased, but remains high at 45%. With the rapid development of the Internet, the influence and strength of Internet use on smoking behaviors are unclear in China. This study tests whether socioeconomic status and Internet use, respectively, are positively associated with smoking behaviors among Chinese men, and examines the moderating effects of Internet use in the correlation between socioeconomic status and smoking behaviors. Methods: This is a secondary dataset analysis using data from the China Family Panel Study (2014–2022), involving 8916 male participants aged ≥16 years. Key variables included daily cigarette consumption (outcome), socioeconomic status (household income, education level, occupation), and Internet use (access, online chatting/learning/shopping/entertainment). This study applies two-way fixedeffects negative-binomial models to assess the moderating effect of Internet use. Results: Higher SES (higher income: IRR=1.03; 95% CI: 1.02–1.04, p<0.001; education level: IRR=1.01; 95% CI: 1.01–1.02, p<0.001) is associated with increased daily cigarette consumption. Internet use is also positively related to daily cigarette consumption (IRR=1.03, 95% CI: 1.02–1.04, p<0.001). Income strengthens the association between Internet use and smoking behaviors (interaction effect: IRR=1.005; 95% CI: 1.001–1.009, p<0.01), while more years of schooling weakens this relationship (interaction effect: IRR=0.998; 95% CI: 0.996–0.999, p<0.001). Moreover, being out of the labor force can also weaken the Internet-smoking link (interaction effect: IRR=0.962; 95% CI: 0.947–0.977, p<0.001). Conclusions: Socioeconomic status and Internet use are positively related to smoking behaviors. Economic advancement can strengthen the impact of Internet use on DCC, but education level and employment status make Internet use much less important for smoking behaviors. Therefore, tobacco control interventions could incorporate online outreach approaches, with targeted initiatives developed specifically for males of high socioeconomic status with frequent online access. Policymakers are strongly encouraged to develop and implement more comprehensive, forward-looking tobacco control strategies that are specifically tailored to the online environment.
      pubtype: Academic Journal
      doctype:
        research
        tables/charts
        Journal Article
      ougenre: Article
    language: English
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