The impact of social and conventional media on firm equity value: A sentiment analysis approach

被引:302
|
作者
Yu, Yang [1 ]
Duan, Wenjing [2 ]
Cao, Qing [1 ]
机构
[1] Texas Tech Univ, Lubbock, TX 79409 USA
[2] George Washington Univ, Washington, DC 20052 USA
关键词
Sentiment analysis; Social media; Conventional media; Firm equity value; WORD-OF-MOUTH; ONLINE; REVIEWS;
D O I
10.1016/j.dss.2012.12.028
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This study aims to investigate the effect of social media and conventional media, their relative importance, and their interrelatedness on short term firm stock market performances. We use a novel and large-scale dataset that features daily media content across various conventional media and social media outlets for 824 public traded firms across 6 industries. Social media outlets include blogs, forums, and Twitter. Conventional media includes major newspapers, television broadcasting companies, and business magazines. We apply the advanced sentiment analysis technique that goes beyond the number of mentions (counts) to analyze the overall sentiment of each media resource toward a specific company on the daily basis. We use stock return and risk as the indicators of companies' short-term performances. Our findings suggest that overall social media has a stronger relationship with firm stock performance than conventional media while social and conventional media have a strong interaction effect on stock performance. More interestingly, we find that the impact of different types of social media varies significantly. Different types of social media also interrelate with conventional media to influence stock movement in various directions and degrees. Our study is among the first to examine the effect of multiple sources of social media along with the effect of conventional media and to investigate their relative importance and their interrelatedness. Our findings suggest the importance for firms to differentiate and leverage the unique impact of various sources of media outlets in implementing their social media marketing strategies. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:919 / 926
页数:8
相关论文
共 50 条
  • [31] Corporate social responsibility, media freedom, and firm value
    Chang, Kiyoung
    Shim, Hyeongsop
    Yi, Taihyeup David
    FINANCE RESEARCH LETTERS, 2019, 30 : 1 - 7
  • [32] Bimodal sentiment analysis in social media: a one-shot learning approach
    Pakdaman, Zahra
    Koochari, Abbas
    Sharifi, Arash
    MULTIMEDIA TOOLS AND APPLICATIONS, 2024, 83 (34) : 80351 - 80372
  • [33] SENTIMENT ANALYSIS AND MULTIMODAL APPROACH APPLIED TO SOCIAL MEDIA CONTENT IN HOSPITALITY INDUSTRY
    Musanovic, Jelena
    Folgieri, Raffaella
    Gregoric, Maj A.
    6TH INTERNATIONAL SCIENTIFIC CONFERENCE TOSEE - TOURISM IN SOUTHERN AND EASTERN EUROPE 2021: TOSEE - SMART, EXPERIENCE, EXCELLENCE & TOFEEL - FEELINGS, EXCITEMENT, EDUCATION, LEISURE, 2021, 6 : 533 - 544
  • [34] Thai Sentiment Analysis for Social Media Monitoring using Machine Learning Approach
    Srikamdee, Supawadee
    Suksawatchon, Ureerat
    Suksawatchon, Jakkarin
    2022 37TH INTERNATIONAL TECHNICAL CONFERENCE ON CIRCUITS/SYSTEMS, COMPUTERS AND COMMUNICATIONS (ITC-CSCC 2022), 2022, : 832 - 835
  • [35] Cyber Social Media Analytics and Issues: A Pragmatic Approach for Twitter Sentiment Analysis
    Sharma, Sanur
    Jain, Anurag
    ADVANCES IN COMPUTER COMMUNICATION AND COMPUTATIONAL SCIENCES, IC4S 2018, 2019, 924 : 473 - 484
  • [36] Sentiment Analysis in Social Media: A Comprehensive Bibliometric Analysis
    Tasente, Tanase
    Caratas, Maria Alina
    ADCOMUNICA-REVISTA CIENTIFICA DE ESTRATEGIAS TENDENCIAS E INNOVACION EN COMMUNICACION, 2024, (28): : 243 - 270
  • [37] Deep Learning for Social Media Sentiment Analysis
    Fithriasari, Kartika
    Jannah, Saidah Zahrotul
    Reyhana, Zakya
    MATEMATIKA, 2020, 36 (02) : 99 - 111
  • [38] Sentiment Analysis of Malay Social Media Text
    Chekima, Khalifa
    Alfred, Rayner
    COMPUTATIONAL SCIENCE AND TECHNOLOGY, ICCST 2017, 2018, 488 : 205 - 219
  • [39] Sentiment Analysis in Social Media and their Recent Trends
    Swaminathan, A.
    Raju, R.
    BIOSCIENCE BIOTECHNOLOGY RESEARCH COMMUNICATIONS, 2020, 13 (06): : 354 - 362
  • [40] Mining Health Social Media with Sentiment Analysis
    Yang, Fu-Chen
    Lee, Anthony J. T.
    Kuo, Sz-Chen
    JOURNAL OF MEDICAL SYSTEMS, 2016, 40 (11)