Sentiment and Topic Analysis of Aftermovie Piala Presiden eSports 2019 (Onic Esport)
- Ruben William Setiawan Atma Jaya Catholic University of Indonesia, Jakarta, Indonesia
- Abigail Rosandrine Kayla Putri Rahadi Atma Jaya Catholic University of Indonesia, Jakarta, Indonesia
-
Yerik Afrianto Singgalen
*
Atma Jaya Catholic University of Indonesia, Jakarta,
Indonesia
(*) Corresponding Author
Abstract
This research addresses the research problem of sentiment classification and topic analysis in the context of the Aftermovie Piala Presiden Esports 2019 (Onic Esport), employing the CRISP-DM methodology. Leveraging a dataset comprising 1830 posts, sentiment analysis was conducted on 191 posts using Vader and TextBlob algorithms, revealing the distribution of polarity values: 7.41% negative, 58.02% neutral, and 34.57% positive sentiments. Furthermore, the study evaluates the performance of classification algorithms, such as k-nearest Neighbors (k-NN), Support Vector Machine (SVM), and Decision Tree (DT), utilizing SMOTE. Notably, SVM demonstrated an accuracy of 90.34%, AUC of 0.995, precision of 99.91%, recall of 80.77%, and F-measure of 89.29%. Similarly, DT exhibited an accuracy of 94.83%, AUC of 0.950, precision of 92.12%, recall of 98.12%, and F-measure of 95.00%. K-NN displayed an accuracy of 92.83%, AUC of 0.972, precision of 98.01%, recall of 87.46%, and F-measure of 92.42%. The analysis also revealed frequently used words in the dataset, including 'onic' (127 occurrences), 'udil' (95 occurrences), and 'piala' (28 occurrences). This study sheds light on sentiment patterns and prevalent topics among esports enthusiasts, offering insights for content optimization and event management strategies.
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References
A. Calapez, T. Ribeiro, V. Almeida, and V. Pedragosa, “Esports fan identity toward sponsor–sponsee relationship: an understanding of the role-based identity,” Int. J. Sport. Mark. Spons., vol. 25, no. 1, pp. 42–66, Jan. 2024, doi: 10.1108/IJSMS-02-2023-0030.
A. Z. Abbasi, M. Asif, A. Shamim, D. H. Ting, and R. A. Rather, “Engagement and consumption behavior of eSports gamers,” Spanish J. Mark. - ESIC, vol. 27, no. 2, pp. 261–282, Jan. 2023, doi: 10.1108/SJME-07-2022-0161.
T. Ribeiro, V. Almeida, A. Calapez, H. Matsuoka, and R. Yamashita, “Esports and Olympic Games: a cross-cultural exploration of the player support behaviour towards the Olympics,” Int. J. Sport. Mark. Spons., vol. 24, no. 4, pp. 700–721, Jan. 2023, doi: 10.1108/IJSMS-12-2022-0215.
M. de Zoeten and T. Könecke, “Esports, video gaming and their fuzziness: a conceptualization and categorization,” Sport. Bus. Manag. An Int. J., vol. 14, no. 1, pp. 99–116, Jan. 2024, doi: 10.1108/SBM-10-2022-0097.
X. Wang, X. You, Y. Xu, and J. Zheng, “Online posting intention: do the social communication and brand equity of esports matter?,” Int. J. Sport. Mark. Spons., vol. 25, no. 1, pp. 161–187, Jan. 2024, doi: 10.1108/IJSMS-09-2023-0189.
B. D. A. Freitas, R. S. Contreras-Espinosa, and P. Á. P. Correia, “The importance of incorporating relevant-added value into esports sponsorships,” J. Contemp. Mark. Sci., vol. 4, no. 3, pp. 397–423, Jan. 2021, doi: 10.1108/JCMARS-03-2021-0009.
A. Z. Abbasi, M. Asif, L. D. Hollebeek, J. U. Islam, D. H. Ting, and U. Rehman, “The effects of consumer esports videogame engagement on consumption behaviors,” J. Prod. Brand Manag., vol. 30, no. 8, pp. 1194–1211, Jan. 2021, doi: 10.1108/JPBM-04-2020-2839.
K. Chang, J.-P. Uhm, S. Kim, and H.-W. Lee, “Paradoxical relationship between esports toxicity and toxicity tolerance: moderated mediation by gender and positive reappraisal coping,” Int. J. Sport. Mark. Spons., vol. 24, no. 4, pp. 737–752, Jan. 2023, doi: 10.1108/IJSMS-11-2022-0197.
J. Yadav, M. Misra, N. P. Rana, K. Singh, and S. Goundar, “Netizens’ behavior towards a blockchain-based esports framework: a TPB and machine learning integrated approach,” Int. J. Sport. Mark. Spons., vol. 23, no. 4, pp. 665–683, Jan. 2022, doi: 10.1108/IJSMS-06-2021-0130.
D. Gupta, H. Sharma, and M. Gupta, “Doping as a barrier in universal acceptance of esports,” Int. J. Sport. Mark. Spons., vol. 23, no. 3, pp. 645–664, Jan. 2022, doi: 10.1108/IJSMS-05-2021-0105.
S. Murray, J. Birt, and S. Blakemore, “eSports diplomacy: towards a sustainable ‘gold rush,’” Sport Soc., vol. 25, no. 8, pp. 1419–1437, 2022, doi: 10.1080/17430437.2020.1826437.
K. J. Mechelin and B. Liu-Lastres, “Exploring esport players’ motivation, experiences, and well-being,” Leis. Stud., vol. 00, no. 00, pp. 1–15, 2023, doi: 10.1080/02614367.2023.2280043.
M. Huettermann, G. T. Trail, A. D. Pizzo, and V. Stallone, “Esports Sponsorship: An Empirical Examination of Esports Consumers’ Perceptions of Non-Endemic Sponsors,” J. Glob. Sport Manag., vol. 8, no. 2, pp. 524–549, 2023, doi: 10.1080/24704067.2020.1846906.
G. Lam, O. Wai, K. Wong, and G. Lam, “Esports development ecosystem in Hong Kong : an application of a systems thinking literacy approach a systems thinking literacy approach,” Leis. Stud., vol. 00, no. 00, pp. 1–18, 2024, doi: 10.1080/02614367.2024.2328086.
A. Roth, R. E. Kunz, and C. Kolo, “The players’ perspective of value co-creation in esports service ecosystems,” J. Media Bus. Stud., vol. 00, no. 00, pp. 1–25, 2023, doi: 10.1080/16522354.2023.2225299.
A. D. Pizzo, G. J. Jones, B. J. Baker, D. C. Funk, and T. Kunkel, “Sensemaking of novelty: the dynamic nature of integrating esports within a traditional sport organization,” Sport Manag. Rev., vol. 25, no. 3, pp. 383–405, 2022, doi: 10.1080/14413523.2021.1935609.
H. Abdolmaleki, A. D. Pizzo, B. J. Baker, A. Mahmoudi, and E. A. Ghahfarokhi, “Esports in Emerging Markets: A Balanced Scorecard Approach to LAN Gaming Centers in Iran,” J. Glob. Sport Manag., vol. 0, no. 0, pp. 1–21, 2023, doi: 10.1080/24704067.2023.2261444.
Z. Lin and Y. Zhao, “(Dis)Assembling eSports: Material Actors and Relational Networks in the Chinese eSports Industry,” Crit. Arts, vol. 35, no. 5–6, pp. 210–223, 2021, doi: 10.1080/02560046.2021.1986731.
B. McCauley, K. Tierney, and D. Tokbaeva, “Shaping a Regional Offline eSports Market: Understanding How Jönköping, the ‘City of DreamHack’, Takes URL to IRL,” JMM Int. J. Media Manag., vol. 22, no. 1, pp. 30–48, 2020, doi: 10.1080/14241277.2020.1731513.
Y. Zhao, Q. Li, and Z. Lin, “Toward cultural and creative industry: Chinese eSports through a business ecosystem lens,” J. Cult. Econ., vol. 16, no. 2, pp. 260–276, 2023, doi: 10.1080/17530350.2022.2159494.
A. D. Pizzo, S. Na, D. Kim, K. Alexandris, and M. Hyun, “Esports gender diversity: A leisure constraints perspective,” J. Leis. Res., vol. 54, no. 5, pp. 602–623, 2023, doi: 10.1080/00222216.2023.2193186.
W. Wang and J. Fan, “Topic mining of real-time discussions: what catches the attention of live-streaming esports viewers?,” Eur. Sport Manag. Q., pp. 1–22, 2022, doi: 10.1080/16184742.2022.2117397.
Z. Belyaeva, A. Petrosyan, and S. M. R. Shams, “Stakeholder data analysis in the video gaming industry: implications for regional development,” EuroMed J. Bus., vol. 17, no. 3, pp. 333–349, Jan. 2022, doi: 10.1108/EMJB-10-2021-0150.
J. P. Simon, “The production and distribution of digital content in China. An historical account of the role of internet companies and videogames,” Digit. Policy, Regul. Gov., vol. 23, no. 2, pp. 190–209, Jan. 2021, doi: 10.1108/DPRG-10-2020-0138.
J. García and C. Murillo, “Sports video games participation: what can we learn for esports?,” Sport. Bus. Manag. An Int. J., vol. 10, no. 2, pp. 169–185, Jan. 2020, doi: 10.1108/SBM-01-2019-0006.
M. Sjöblom, J. Macey, and J. Hamari, “Digital athletics in analogue stadiums,” Internet Res., vol. 30, no. 3, pp. 713–735, Jan. 2020, doi: 10.1108/INTR-07-2018-0304.
D. Micallef, L. Parker, L. Brennan, B. Schivinski, and M. Jackson, “Emerging adult gamers and their diet – a socio-ecological approach to improve health behaviour,” J. Soc. Mark., vol. 14, no. 1, pp. 95–113, Jan. 2024, doi: 10.1108/JSOCM-03-2023-0066.
X. M. S. Chen, L. Schuster, and E. Luck, “The well-being outcomes of multi-actor inter-organisational value co-creation and co-destruction within a service ecosystem,” J. Serv. Mark., vol. 37, no. 5, pp. 606–619, Jan. 2023, doi: 10.1108/JSM-03-2022-0082.
A. Tjønndal, “‘What’s next? Calling beer-drinking a sport?!’: virtual resistance to considering eSport as sport,” Sport. Bus. Manag. An Int. J., vol. 11, no. 1, pp. 72–88, Jan. 2021, doi: 10.1108/SBM-10-2019-0085.
P. Parshakov, S. Paklina, D. Coates, and A. Chadov, “Does video games’ popularity affect unemployment rate? Evidence from macro-level analysis,” J. Econ. Stud., vol. 48, no. 4, pp. 817–835, Jan. 2021, doi: 10.1108/JES-07-2019-0339.
R. E. Kunz, A. Roth, and J. P. Santomier, “A perspective on value co-creation processes in eSports service ecosystems,” Sport. Bus. Manag. An Int. J., vol. 12, no. 1, pp. 29–53, Jan. 2022, doi: 10.1108/SBM-03-2021-0039.
K. Lehnert, A. Walz, and R. Christianson, “The booming eSports market: a field day for fans,” J. Bus. Strategy, vol. 43, no. 2, pp. 122–128, Jan. 2022, doi: 10.1108/JBS-07-2020-0159.
W. W. Jang, K. K. Byon, T. A. Baker III, and Y. Tsuji, “Mediating effect of esports content live streaming in the relationship between esports recreational gameplay and esports event broadcast,” Sport. Bus. Manag. An Int. J., vol. 11, no. 1, pp. 89–108, Jan. 2021, doi: 10.1108/SBM-10-2019-0087.
“Ways to influence consumption behaviors,” Strateg. Dir., vol. 37, no. 4, pp. 25–27, Jan. 2021, doi: 10.1108/SD-01-2021-0007.
W. Hattingh, L. Van den Berg, and A. Bevan-Dye, “The ‘why’ behind generation Y amateur gamers’ ongoing eSports gameplay intentions,” Int. J. Sport. Mark. Spons., vol. 25, no. 1, pp. 67–87, Jan. 2024, doi: 10.1108/IJSMS-04-2023-0064.
D. L. Painter and B. Sahm, “Framing esports’ JEDI issues: a case study in media irresponsibility,” Corp. Commun. An Int. J., vol. 28, no. 3, pp. 506–521, Jan. 2023, doi: 10.1108/CCIJ-06-2022-0068.
A. Z. Abbasi, “Specifying, estimating and validating consumer eSports engagement composite model: a composite confirmatory approach,” EuroMed J. Bus., vol. 18, no. 3, pp. 452–466, Jan. 2023, doi: 10.1108/EMJB-04-2022-0068.
H. Kohls, J. L. Hiler, and L. A. Cook, “Why do we twitch? Vicarious consumption in video-game livestreaming,” J. Consum. Mark., vol. 40, no. 6, pp. 639–650, Jan. 2023, doi: 10.1108/JCM-03-2020-3727.
S. Anwar, S. Noor, and M. Asrar-ul-Haq, “Health risk behaviors among university students: the role of outdoor sports and electronic sports,” J. Humanit. Appl. Soc. Sci., vol. 5, no. 1, pp. 20–34, Jan. 2023, doi: 10.1108/JHASS-06-2021-0104.
J. Yadav, M. Misra, N. P. Rana, and K. Singh, “Exploring the synergy between nano-influencers and sports community: behavior mapping through machine learning,” Inf. Technol. People, vol. 35, no. 7, pp. 1829–1854, Jan. 2022, doi: 10.1108/ITP-03-2021-0219.
J. Rietz and K. Hallmann, “A systematic review on spectator behavior in esports: why do people watch?,” Int. J. Sport. Mark. Spons., vol. 24, no. 1, pp. 38–55, Jan. 2023, doi: 10.1108/IJSMS-12-2021-0241.
Y. Hwang, N. M. Watanabe, and M. Nagel, “Effects of in-game brand congruity on esports consumers’ implicit and explicit memory,” Int. J. Sport. Mark. Spons., vol. 24, no. 1, pp. 108–128, Jan. 2023, doi: 10.1108/IJSMS-03-2022-0085.
K. Chang, H.-W. Lee, and G. Bennett, “Generation Z and Millennial esports gamers’ perceived toxicity risk and game brand loyalty: moderated mediation effects of brand identification, self-efficacy, and support from game brand,” Young Consum., vol. 25, no. 1, pp. 28–44, Jan. 2024, doi: 10.1108/YC-11-2022-1635.
S.-Y. Chou, W. (William) Jang, S. C. Ma, C.-H. Chang, and K. K. Byon, “Is mobile gaming a new pillar of esports? Exploring players’ in-game purchases in PC and mobile platforms by using flow and clutch,” Int. J. Sport. Mark. Spons., vol. 24, no. 2, pp. 311–332, Jan. 2023, doi: 10.1108/IJSMS-07-2022-0134.
W. (William) Jang, K. K. Byon, A. Williams, and P. M. Pedersen, “Augmenting the formation of esports gameplay intention: interaction effects of genre and gender,” Sport. Bus. Manag. An Int. J., vol. 11, no. 5, pp. 620–646, Jan. 2021, doi: 10.1108/SBM-04-2021-0049.
S. J. Kelly and D. Van der Leij, “A new frontier: alcohol sponsorship activation through esports,” Mark. Intell. Plan., vol. 39, no. 4, pp. 533–558, Jan. 2021, doi: 10.1108/MIP-03-2020-0101.
D. Ock and Y. Hwang, “The impacts of social needs and game playing type on esports consumers’ positive eWOM sharing: applying the FIRO theory,” Int. J. Sport. Mark. Spons., vol. 24, no. 5, pp. 967–984, Jan. 2023, doi: 10.1108/IJSMS-02-2023-0022.
E. Lettieri and C. Orsenigo, “Predicting soccer consumption: do eSports matter? Empirical insights from a machine learning approach,” Sport. Bus. Manag. An Int. J., vol. 10, no. 5, pp. 523–544, Jan. 2020, doi: 10.1108/SBM-10-2019-0093.
R. Rogers, L. Farquhar, and J. Mummert, “Audience response to endemic and non-endemic sponsors of esports events,” Int. J. Sport. Mark. Spons., vol. 21, no. 3, pp. 561–576, Jan. 2020, doi: 10.1108/IJSMS-09-2019-0107.
W. Wang, “Returning for skill or popularity? The demand for esports match replay,” Int. J. Sport. Mark. Spons., vol. 24, no. 2, pp. 295–310, Jan. 2023, doi: 10.1108/IJSMS-07-2022-0146.
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