research-article

Open access

Narrative Bytes: Data-Driven Content Production in Esports

Authors:

Victoria Hodge,

Stephen Hobson,

Marian F. Ursu,

Anders Drachen,

Peter I. CowlingAuthors Info & Claims

TVX '18: Proceedings of the 2018 ACM International Conference on Interactive Experiences for TV and Online Video

Pages 29 - 41

https://doi.org/10.1145/3210825.3210833

Published: 25 June 2018 Publication History

Abstract

Esports - video games played competitively that are broadcast to large audiences - are a rapidly growing new form of mainstream entertainment. Esports borrow from traditional TV, but are a qualitatively different genre, due to the high flexibility of content capture and availability of detailed gameplay data. Indeed, in esports, there is access to both real-time and historical data about any action taken in the virtual world. This aspect motivates the research presented here, the question asked being: can the information buried deep in such data, unavailable to the human eye, be unlocked and used to improve the live broadcast compilations of the events? In this paper, we present a large-scale case study of a production tool called Echo, which we developed in close collaboration with leading industry stakeholders. Echo uses live and historic match data to detect extraordinary player performances in the popular esport Dota 2, and dynamically translates interesting data points into audience-facing graphics. Echo was deployed at one of the largest yearly Dota 2 tournaments, which was watched by 25 million people. An analysis of 40 hours of video, over 46,000 live chat messages, and feedback of 98 audience members showed that Echo measurably affected the range and quality of storytelling, increased audience engagement, and invoked rich emotional response among viewers.

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References

[1]

A beginner's guide to the most-used Twitch emotes: https://www.dailydot.com/unclick/twitch-emotes/

[2]

Datdota. https://www.datdota.com/

[3]

Dotabuff. https://www.dotabuff.com/

[4]

EA. FIFA Video Games. https://www.ea.com/games/fifa

[5]

ESL, https://www.eslgaming.com/

[6]

ESL, Press Release ESL One Hamburg, 2017. https://www.eslgaming.com/press/esl-one-hamburg-powered-intel-debuts-20000-fans-onsite-and-25-million-online-viewers

[7]

Fnatic. https://www.fnatic.com/

[8]

Java Script Object Notation, ECMA-404 The JSON Data Interchange Standard. https://www.json.org/

[9]

Know your meme http://knowyourmeme.com/memes/monkas

[10]

Newzoo. Esports revenues will reach $696 million this year and grow to $1.5 billion by 2020 as brand investment doubles (2017). https://newzoo.com/insights/articles/esports-revenues-will-reach-696-million-in-2017/

[11]

Newzoo. Global Esports Market Report (2017). https://newzoo.com/insights/trend-reports/global-esports-market-report-2017-light/

[12]

OpenDota. https://www.opendota.com/

[13]

PWC. The burgeoning evolution of eSports (2016). https://www.pwc.se/sv/pdf-reports/the-burgeoning-evolution-of-esports.pdf

[14]

Ross, Real-Time Motion Graphics, Xpression. https://www.rossvideo.com/graphics-system/xpression/

[15]

Riot Games, League of Legends. http://leagueoflegends.com/

[16]

Skadistats. Clarity Parser for Dota 2. https://github.com/skadistats/clarity

[17]

SQLite Consortium, SQLite. https://www.sqlite.org/

[18]

Twitch. https://www.twitch.tv/

[19]

Twitch-A-Speak http://mashable.com/2014/08/08/twitch-emoticons/#pQdQuLh3HGqc

[20]

Valve, Dota 2 Match History WebAPI. https://dev.dota2.com/showthread.php?t=47115 (accessed 30/01/2018)

[21]

Valve, Counter-Strike Global Offensive. http://blog.counter-strike.net/

[22]

Valve. Dota 2.http://www.dota2.com/play/

[23]

Agarwala, A. and Pearce, M., 2014. Learning DotA 2 team compositions. Technical report, Stanford University.

[24]

Alamar, B. and Mehrotra, V. (2012, February). Beyond Moneyball: The Future of sports analytics. Analytics Magazine. Retrieved from: http://www.analytics-magazine.org/special-articles/525-beyondmoneyball-the-future-of-sports-analytics

[25]

Carlsson, C. and Pelling, A., Designing Spectator Interfaces for Competitive Video Games. Master's thesis, Report No. 2015:129, Chalmer University of Technology, Gothenburg, Sweden 2015.

[26]

Carter, M. and Gibbs, M.R., 2013, May. eSports in EVE Online: Skullduggery, fair play and acceptability in an unbounded competition. In FDG (pp. 47--54).

[27]

Conley, K., Perry, D., 2013. How does he saw me? A recommendation engine for picking heroes in DotA 2. Technical report, Stanford University.

[28]

Dietrich, C., Koop, D., Vo, H.T. and Silva, C.T., 2014, October. Baseball4d: A tool for baseball game reconstruction & visualization. In Visual Analytics Science and Technology (VAST), 2014 IEEE Conference on (pp. 23--32). IEEE.

[29]

Ditmarsch, van, J.L., 2013. Video games as a spectator sport (Master's thesis). Report no 3268969, Utrecht University, 2013.

[30]

Dove, G. & Jones, S. (2012). Narrative Visualization: Sharing Insights into Complex Data. Paper presented at the Interfaces and Human Computer Interaction (IHCI 2012), 21 - 23 Jul 2012, Lisbon, Portugal.

[31]

Eggert, C., Herrlich, M., Smeddinck, J. and Malaka, R., 2015. Classification of player roles in the team-based multi-player game DotA 2. In: International Conference on Entertainment Computing. Springer, pp. 112--125.

[32]

El-Nasr, M.S., Drachen, A. and Canossa, A., 2016. Game analytics. Springer London Limited.

[33]

Fox, J., & Tang, W. Y. (2016). Women's experiences with general and sexual harassment in online video games: Rumination, organizational responsiveness, withdrawal, and coping strategies. new media & society, 1461444816635778.

[34]

Hamari, J. and Sjöblom, M., 2017. What is eSports and why do people watch it?. Internet research, 27(2), pp.211--232.

[35]

Hodge, V., Devlin, S., Sephton, N., Block, F., Drachen, A., & Cowling, P. (2017). Win Prediction in Esports: Mixed-Rank Match Prediction in Multi-player Online Battle Arena Games. arXiv preprint arXiv:1711.06498.

[36]

Hollist, K.E., 2015. Time to be grown-ups about video gaming: the rising eSports industry and the need for regulation. Ariz. L. Rev., 57, p.823.

[37]

Horky, T., & Pelka, P. (2017). Data Visualisation in Sports Journalism: Opportunities and challenges of data-driven journalism in German football. Digital Journalism, 5(5), 587--606.

[38]

Johansson, F., Wikström, J., 2015. Result prediction by mining replays in DotA 2. Master's thesis, Blekinge Institute of Technology, Karlskrona, Sweden.

[39]

Kalyanaraman, K., 2015. To win or not to win? A prediction model to determine the outcome of a DotA 2 match. Technical report, University of California San Diego.

[40]

Kinkade, N., Jolla, L. and Lim, K., 2015. Dota 2 win prediction. Technical report, University of California San Diego.

[41]

Kim, S. (2017) Gender inequality in eSports participation : examining League of Legends . Unpublished Masters Thesis, Univeristy of Texas at Austin. http://hdl.handle.net/2152/62914

[42]

Lee, D. and Schoenstedt, L.J., 2011. Comparison of eSports and traditional sports consumption motives. ICHPER-SD Journal of Research, 6(2), pp.39--44.

[43]

Lewis, L. and Bradshaw, T. 2017. Esports: Is the gaming business ready to come of age? Financial Times, Noveber 5th, 2017. URL: https://www.ft.com/content/ef8539b6-be2a-11e7--9836-b25f8adaa111

[44]

Lewis, M. (2004). Moneyball: The Art of Winning an Unfair Game. W. W. Norton and Company.

[45]

Lim, Y.K., Stolterman, E. and Tenenberg, J., 2008. The anatomy of prototypes: Prototypes as filters, prototypes as manifestations of design ideas. ACM Transactions on Computer-Human Interaction (TOCHI), 15(2), p.7.

Digital Library

[46]

Lindsey, G. R. (1959). Statistical Data Useful for the Operation of a Baseball Team. Operations Research, 7(2), 197--207.

Digital Library

[47]

Makarov, I., Savostyanov, D., Litvyakov, B. and Ignatov, D. I., 2018. Predicting Winning Team and Probabilistic Ratings in DotA 2 and Counter-Strike: Global Offensive Video Games. Springer International Publishing, Cham, pp. 183--196.

[48]

Medlock, M. et al. The Rapid Iterative Test and Evaluation Method: Better Products in Less Time. Cost Justifying Usability, An Update for the Internet Age. Boston, Morgan Kaufmann, 2005.

[49]

Meola, A. Here are the most popular eSport games of 2017 and the companies behind them. Business Insider, Dec 2017. http://uk.businessinsider.com/top-esports-games-developers-2017--11

[50]

Millington, B. and Millington, R. (2015).'The Datafication of Everything': Toward a Sociology of Sport and Big Data, Sociology of Sport Journal 2015 32:2, 140--160

[51]

Murray, S. and Gal, I., 2002, July. Preparing for diversity in statistics literacy: Institutional and educational implications. In Proceedings of the Sixth International Conference on Teaching of Statistics. Ciudad del Cabo: IASE.

[52]

Nordmark, S. The top 10 highest prize pools in esports, The OP, 24th December 2017. URL: https://dotesports.com/the-op/news/biggest-prize-pools-esports-14605#list-1

[53]

Pan, R., Bartram, L. and Neustaedter, C. TwitchViz: A Visualization Tool for Twitch Chatrooms. In Proceedings of the 2016 CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA '16). ACM, New York, NY, USA, 1959--1965.

Digital Library

[54]

Pingali, G., Opalach, A., Jean, Y. and Carlbom, I., 2001, October. Visualization of sports using motion trajectories: providing insights into performance, style, and strategy. In Proceedings of the conference on Visualization'01 (pp. 75--82). IEEE Computer Society.

Digital Library

[55]

Pobiedina, N., Neidhardt, J., Calatrava Moreno, M. d. C. and Werthner, H., 2013. Ranking factors of team success. In: Proceedings of the 22nd International Conference on World Wide Web. ACM, pp. 1185--1194.

Digital Library

[56]

Rioult, F., Métetivier, J.-P., Helleu, B., Scelles, N. and Durand, C., 2014. Mining tracks of competitive video games. AASRI Procedia 8, 82--87.

[57]

Salter, A., & Blodgett, B. (2012). Hypermasculinity & dickwolves: The contentious role of women in the new gaming public. Journal of broadcasting & electronic media, 56(3), 401--416.

[58]

Sanders, E.B.N. and Stappers, P.J., 2008. Co-creation and the new landscapes of design. Co-design, 4(1), pp.5--18.

[59]

Schubert, M., Drachen, A. and Mahlmann, T., 2016. Esports Analytics Through Encounter Detection Other Sports.

[60]

Segel, E. and Heer, J., 2010. Narrative visualization: Telling stories with data. IEEE transactions on visualization and computer graphics, 16(6), pp.1139--1148.

Digital Library

[61]

Semenov, A., Romov, P., Korolev, S., Yashkov, D., and Neklyudov, K. (2016). Performance of Machine Learning Algorithms in Predicting Game Outcome from Drafts in DotA 2. In International Conference on Analysis of Images, Social Networks and Texts (pp. 26--37). Springer, Cham.

[62]

Seo, Y. and Jung, S.U., 2016. Beyond solitary play in computer games: The social practices of eSports. Journal of Consumer Culture, 16(3), pp.635--655.

[63]

Seo, Y., 2016. Professionalized consumption and identity transformations in the field of eSports. Journal of Business Research, 69(1), pp.264--272.

[64]

Song, K., Zhang, T. and Ma, C., 2015. Predicting the winning side of DotA 2. Technical report, Stanford University.

[65]

Song, Y., 2016. Real-time video highlights for yahoo esports. arXiv preprint arXiv:1611.08780.

[66]

Sjöblom, M. and Hamari, J., 2017. Why do people watch others play video games? An empirical study on the motivations of Twitch users. Computers in Human Behavior, 75, pp.985--996.

Digital Library

[67]

Spradley, J.P., 2016. Participant observation. Waveland Press.

[68]

Usmani, B. This is Your Brain on Esports, Motherboard, Vice, 2014. https://motherboard.vice.com/en_us/article/mgbe9x/this-is-your-brain-on-esports

[69]

Wagner, M.G., 2006, June. On the Scientific Relevance of eSports. In International Conference on Internet Computing (pp. 437--442).

[70]

Walsh, D., 1998. Doing ethnography. Researching society and culture, pp.217--232.

[71]

Wang, W., 2016. Predicting multiplayer online battle arena (MOBA) game outcome based on hero draft data. Master's thesis, Dublin, National College of Ireland.

[72]

Weiss, T. and Schiele, S., 2013. Virtual worlds in competitive contexts: Analyzing eSports consumer needs. Electronic Markets, 23(4), pp.307--316.

[73]

Wolmarans, Kyle. Dota 2 vs. League of Legends: Updating the numbers. Criticalhit, 2016. https://www.criticalhit.net/gaming/dota-2-vs-league-legends-updating-numbers/

[74]

Yang, P., Harrison, B. E. and Roberts, D. L., 2014. Identifying patterns in combat that are predictive of success in MOBA games. In: Proceedings Foundations of Digital Games.

[75]

Yu, X. and Farin, D., 2005, July. Current and emerging topics in sports video processing. In Multimedia and Expo, 2005. ICME 2005. IEEE International Conference on (pp. 526--529). IEEE.

[76]

Zarrabi, S. A., & Jerkrot, H. N (2016). Value creation and appropriation in the esports industry. Department of Technology Management and Economics Division of Innovation Engineering and Management, CHALMERS UNIVERSITY OF TECHNOLOGY, Gothenburg, Sweden. Report No. E 2016:090

Cited By

Fan GZhang CWang KLi YChen JXu Z(2024)CUPID: Improving Battle Fairness and Position Satisfaction in Online MOBA Games with a Re-matchmaking SystemProceedings of the ACM on Human-Computer Interaction10.1145/36869788:CSCW2(1-39)Online publication date: 8-Nov-2024
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Pedrassoli Chitayat ABlock FWalker JDrachen A(2024)How Could They Win? An Exploration of Win Condition for Esports Narratives in Dota 2Proceedings of the ACM on Human-Computer Interaction10.1145/36770798:CHI PLAY(1-22)Online publication date: 15-Oct-2024
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Pedrassoli Chitayat ABlock FWalker JDrachen A(2024)Applying and Visualising Complex Models in Esport Broadcast CoverageProceedings of the 2024 ACM International Conference on Interactive Media Experiences10.1145/3639701.3656319(108-116)Online publication date: 7-Jun-2024
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Index Terms

Narrative Bytes: Data-Driven Content Production in Esports
1. Information systems
  1. Information systems applications
    1. Multimedia information systems
      1. Multimedia content creation

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cover image ACM Conferences

TVX '18: Proceedings of the 2018 ACM International Conference on Interactive Experiences for TV and Online Video

June 2018

266 pages

ISBN:9781450351157

DOI:10.1145/3210825

General Chairs:
Hokyoung Ryu
Hanyang University, Republic of Korea
,
Jieun Kim
Hanyang University, Republic of Korea
,
Teresa Chambel
LASIGE, Fac. de Ciências, Universidade de Lisboa, Portugal
,
Program Chairs:
Tom Bartindale
Newcastle University, UK
,
Vinoba Vinayagamoorthy
BBC Research & Development, UK
,
Wei Tsang Ooi
National University of Singapore, Singapore

Copyright © 2018 Owner/Author.

This work is licensed under a Creative Commons Attribution International 4.0 License.

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Published: 25 June 2018

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June 26 - 28, 2018

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Cited By

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https://dl.acm.org/doi/10.1145/3686978
Pedrassoli Chitayat ABlock FWalker JDrachen A(2024)How Could They Win? An Exploration of Win Condition for Esports Narratives in Dota 2Proceedings of the ACM on Human-Computer Interaction10.1145/36770798:CHI PLAY(1-22)Online publication date: 15-Oct-2024
https://dl.acm.org/doi/10.1145/3677079
Pedrassoli Chitayat ABlock FWalker JDrachen A(2024)Applying and Visualising Complex Models in Esport Broadcast CoverageProceedings of the 2024 ACM International Conference on Interactive Media Experiences10.1145/3639701.3656319(108-116)Online publication date: 7-Jun-2024
https://dl.acm.org/doi/10.1145/3639701.3656319
Pedrassoli Chitayat ACoates ABlock FDrachen AWalker JDean JMcconachie MYork P(2024)From Passive Viewer to Active Fan: Towards the Design and Large-Scale Evaluation of Interactive Audience Experiences in Esports and BeyondProceedings of the 2024 ACM International Conference on Interactive Media Experiences10.1145/3639701.3656318(94-107)Online publication date: 7-Jun-2024
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