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Time to vote: Temporal clustering of user activity on Stack Overflow

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  • Agnieszka Geras
  • Grzegorz Siudem
  • Marek Gagolewski

Abstract

Question‐and‐answer (Q&A) sites improve access to information and ease transfer of knowledge. In recent years, they have grown in popularity and importance, enabling research on behavioral patterns of their users. We study the dynamics related to the casting of 7 M votes across a sample of 700 k posts on Stack Overflow, a large community of professional software developers. We employ log‐Gaussian mixture modeling and Markov chains to formulate a simple yet elegant description of the considered phenomena. We indicate that the interevent times can naturally be clustered into 3 typical time scales: those which occur within hours, weeks, and months and show how the events become rarer and rarer as time passes. It turns out that the posts' popularity in a short period after publication is a weak predictor of its overall success, contrary to what was observed, for example, in case of YouTube clips. Nonetheless, the sleeping beauties sometimes awake and can receive bursts of votes following each other relatively quickly.

Suggested Citation

  • Agnieszka Geras & Grzegorz Siudem & Marek Gagolewski, 2022. "Time to vote: Temporal clustering of user activity on Stack Overflow," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 73(12), pages 1681-1691, December.
    • Handle: RePEc:bla:jinfst:v:73:y:2022:i:12:p:1681-1691
    DOI: 10.1002/asi.24658
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    References listed on IDEAS

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    1. Leo Egghe & Raf Guns & Ronald Rousseau, 2011. "Thoughts on uncitedness: Nobel laureates and Fields medalists as case studies," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 62(8), pages 1637-1644, August.
    2. Agnieszka Geras & Grzegorz Siudem & Marek Gagolewski, 2020. "Should we introduce a dislike button for academic articles?," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 71(2), pages 221-229, February.
    3. O. Mryglod & Yu. Holovatch & I. Mryglod, 2012. "Editorial process in scientific journals: analysis and modeling," Scientometrics, Springer;Akadémiai Kiadó, vol. 91(1), pages 101-112, April.
    4. Siudem, Grzegorz & Hołyst, Janusz A., 2019. "Diffusion on hierarchical systems of weakly-coupled networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 513(C), pages 675-686.
    5. Leo Egghe & Raf Guns & Ronald Rousseau, 2011. "Thoughts on uncitedness: Nobel laureates and Fields medalists as case studies," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 62(8), pages 1637-1644, August.
    6. Quentin L. Burrell, 2002. "Will this paper ever be cited?," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 53(3), pages 232-235.
    7. Delbianco, Fernando & Fioriti, Andrés & Hernandez-Chanto, Allan & Tohmé, Fernando, 2020. "A Markov-switching approach to the study of citations in academic journals," Journal of Informetrics, Elsevier, vol. 14(4).
    8. Quentin L. Burrell, 2005. "Are “Sleeping Beauties” to be expected?," Scientometrics, Springer;Akadémiai Kiadó, vol. 65(3), pages 381-389, December.
    9. Samuel Unicomb & Gerardo Iñiguez & James P. Gleeson & Márton Karsai, 2021. "Dynamics of cascades on burstiness-controlled temporal networks," Nature Communications, Nature, vol. 12(1), pages 1-10, December.
    10. Taha Yasseri & Robert Sumi & András Rung & András Kornai & János Kertész, 2012. "Dynamics of Conflicts in Wikipedia," PLOS ONE, Public Library of Science, vol. 7(6), pages 1-12, June.
    11. Wang, Wenjun & Yuan, Ning & Pan, Lin & Jiao, Pengfei & Dai, Weidi & Xue, Guixiang & Liu, Dong, 2015. "Temporal patterns of emergency calls of a metropolitan city in China," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 436(C), pages 846-855.
    12. Albert-László Barabási, 2005. "The origin of bursts and heavy tails in human dynamics," Nature, Nature, vol. 435(7039), pages 207-211, May.
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