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Individual Versus Collaborative Information Processing: The Case of Biases in Wikipedia

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Part of the book series: Computer-Supported Collaborative Learning Series ((CULS,volume 16))

Abstract

Psychology has accumulated ample evidence for the notion that individual information processing is biased. Little is known, however, about “collective biases.” The chapter presented here takes the online encyclopedia Wikipedia as a sample of an outlet for socially negotiated, “collective” representation of events and elaborates on two biases in Wikipedia articles. The first investigation is into whether hindsight bias—the tendency to overestimate in hindsight what was known in foresight—is present in Wikipedia articles about certain events (e.g., the nuclear disaster of Fukushima). We next present evidence for another bias, namely, the biased representations of intergroup conflicts (e.g., the Israeli-Palestinian conflict) in the respective language versions of Wikipedia (e.g., Hebrew, Arabic). Although our findings indicate that Wikipedia is not free from bias, they do not suggest that these biases are universal (i.e., in all articles). Moreover, it remains an open question whether the biases we identified under collaborative circumstances (i.e., in Wikipedia) compare in magnitude to individual biases or whether they are attenuated or even possibly amplified in the process of collaboration. We discuss this issue with a view to potential necessary preconditions for collective biases and possible countermeasures.

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Notes

  1. 1.

    http://en.wikipedia.org/wiki/Wikipedia:Size_comparisons#cite_note-1 [2014-05-07]

  2. 2.

    We would like to point out that the present chapter employs a classically cognitive-psychological perspective (contrary to chapter “Mass Collaboration as Co-Evolution of Cognitive and Social Systems” by Cress, Feinkohl, Jirschitzka, & Kimmerle, 2016 and chapter “What is Knowledge? Who Creates it? Who Possesses it? The Need for Novel Answers to Old Questions” by Oeberst, Kimmerle, & Cress, 2016 that are based on radical constructivism), as it aims at investigating whether phenomena in information processing (here, biases) that have been demonstrated for individuals can be documented in collaboratively authored articles under Wikipedia’s guidelines as well.

  3. 3.

    http://en.wikipedia.org/wiki/Wikipedia:List_of_policies#Content [2015-01-07]

  4. 4.

    http://en.wikipedia.org/wiki/Wikipedia:Verifiability [2015-01-07]

  5. 5.

    http://en.wikipedia.org/wiki/Wikipedia:No_original_research [2015-01-07]

  6. 6.

    http://en.wikipedia.org/wiki/Wikipedia:Neutral_point_of_view [2014-05-07]

  7. 7.

    http://en.wikipedia.org/wiki/Wikipedia:Verifiability#What_counts_as_a_reliable_source [2015-01-07]

  8. 8.

    http://en.wikipedia.org/wiki/Wikipedia:Systemic_bias [2014-12-18]

  9. 9.

    http://en.wikipedia.org/wiki/Wikipedia:WikiProject_Countering_systemic_bias in the English Wikipedia and http://de.wikipedia.org/wiki/Wikipedia:WikiProjekt_Diskriminierungsfreie_Wikipedia in the German Wikipedia [2015-01-12]

  10. 10.

    Source: http://stats.grok.se. This number includes the Internet traffic to the newly created article “Nuclear disaster of Fukushima Daiichi” to which the elaborations regarding the disaster migrated.

  11. 11.

    It is important to note, however, that the case of language versions of Wikipedia is a special one since the same language is sometimes spoken in different countries. This does not only preclude comparisons of different cultural viewpoints on conflicts between countries sharing a language (e.g., the Independence War between the USA and Britain). More importantly, it makes clear that one language version of Wikipedia is not only written by people from one culture. Particularly for languages such as English, Arab, Spanish, and French, which are spoken in many countries, the possibility is high that the authors come from different countries (and for English, for instance, even nonnative speakers are prevalent).

References

  • Arcuri, L., Maass, A., & Portelli, G. (1993). Linguistic intergroup bias and implicit attributions. British Journal of Social Psychology, 32, 277–285.

    Article  Google Scholar 

  • Arkes, H. R., Faust, D., Guilmette, T. J., & Hart, K. (1988). Eliminating the hindsight bias. Journal of Applied Psychology, 73, 305–307.

    Article  Google Scholar 

  • Baumeister, R. F., & Hastings, S. (1997). Distortions of collective memory: How groups flatter and deceive themselves. In J. W. Pennebaker, D. Paez, & B. Rim (Eds.), Collective memory of political events: Social psychological perspectives (pp. 277–293). Mahwah, NJ: Lawrence Erlbaum.

    Google Scholar 

  • Bellomi, F., & Bonato, R. (2005). Network analysis for Wikipedia. In Proceedings of the First International Wikimedia Conference Wikimania. Retrieved from http://www.uvm.edu/~pdodds/files/papers/others/2009/bellomi2009a.pdf

  • Benkler, Y. (2006). The wealth of networks. New Haven, CT: Yale University Press.

    Google Scholar 

  • Bilali, R. (2013). National narrative and social psychological influences in Turk’s denial of the mass killings of Armenians as genocide. Journal of Social Issues, 69, 16–33.

    Article  Google Scholar 

  • Bilali, R., Tropp, L. R., & Dasgupta, N. (2012). Attributions of responsibility and perceived harm in the aftermath of mass violence. Peace and Conflict: Journal of Peace Psychology, 18, 21–39.

    Article  Google Scholar 

  • Blank, H., Nestler, S., von Collani, G., & Fischer, V. (2008). How many hindsight biases are there? Cognition, 106, 1408–1440.

    Article  Google Scholar 

  • Bordia, P. (1997). Face-to-face versus computer-mediated communication: A synthesis of the experimental literature. The Journal of Business Communication, 34, 99–120.

    Article  Google Scholar 

  • Bukszar, E., & Conolly, T. (1988). Hindsight bias and strategic choice: Some problems in learning from experience. Academy of Management Journal, 31, 628–641.

    Article  Google Scholar 

  • Callahan, E. S., & Herring, S. C. (2011). Cultural bias in Wikipedia content on famous persons. Journal of the American Society for Information Science and Technology, 62, 1899–1915.

    Article  Google Scholar 

  • Carli, L. L. (1999). Cognitive reconstruction, hindsight, and reactions to victims and perpetrators. Personality and Social Psychology Bulletin, 25, 966–979.

    Article  Google Scholar 

  • Choi, I., Koo, M., & Choi, J. A. (2007). Individual differences in analytic versus holistic thinking. Personality and Social Psychology Bulletin, 33, 691–705.

    Article  Google Scholar 

  • Cohn, J. P. (2008). Citizen science: Can volunteers do real research? BioScience, 58, 192–197.

    Article  Google Scholar 

  • Cress, U., Feinkohl, I., Jirschitzka, J., & Kimmerle, J. (2016). Mass collaboration as co-evolution of cognitive and social systems. In U. Cress, J. Moskaliuk, & H. Jeong (Eds.), Mass collaboration and education. Cham, Switzerland: Springer.

    Google Scholar 

  • Cress, U., Moskaliuk, J., & Jeong, H. (Eds.). (2016). Mass collaboration and education. Cham, Switzerland: Springer.

    Google Scholar 

  • Danowski, P., & Voss, J. (2005). Das Wissen der Welt—die Wikipedia [The world’s knowledge—Wikipedia]. In B. Lutterbeck, R. A. Gehring, & M. Bärwolff (Eds.), Open Source Jahrbuch 2005:Zwischen Softwareentwicklung und Gesellschaftsmodell (pp. 393–408). Berlin, Germany: Lehmanns.

    Google Scholar 

  • Doosje, B. E. J., & Branscombe, N. R. (2003). Attributions for the negative historical actions of a group. European Journal of Social Psychology, 33, 235–248.

    Article  Google Scholar 

  • Dovidio, J. F., Gaertner, S. L., Hodson, G., Houlette, M. A., & Johnson, K. M. (2005). Social inclusion and exclusion: Recategorization and the perception of intergroup boundaries. In D. Abrams, M. A. Hogg, & J. M. Marques (Eds.), The social psychology of inclusion and exclusion (pp. 245–264). New York, NY: Psychology Press.

    Google Scholar 

  • Fallis, D. (2008). Toward an epistemology of Wikipedia. Journal of the American Society for Information Science and Technology, 59, 1662–1674.

    Article  Google Scholar 

  • Ferron, M., & Massa, P. (2011). Collective memory building in Wikipedia: The case of North African uprisings. Proceedings of the Wikisym. Retrieved from http://www.slideshare.net/phauly/collective-memory-building-in-wikipedia-the-case-of-north-african-uprisings

  • Fiedler, K., & Semin, G. R. (1988). On the causal information conveyed by different interpersonal verbs: The role of implicit sentence context. Social Cognition, 6, 21–39.

    Article  Google Scholar 

  • Fischhoff, B. (1975). Hindsight ≠ foresight: The effect of outcome knowledge on judgment under uncertainty. Journal of Experimental Psychology. Human Perception and Performance, 1, 288–299.

    Article  Google Scholar 

  • Fischhoff, B. (1977). Perceived informativeness of facts. Journal of Experimental Psychology. Human Perception and Performance, 3, 349–358.

    Article  Google Scholar 

  • Forte, A., & Bruckman, A. (2008). Scaling consensus: Increasing decentralization in Wikipedia governance. In Proceedings of the 41st Annual Hawaii International Conference on System Sciences (HICSS’08). Washington, DC: IEEE.

    Google Scholar 

  • Giles, J. (2005). Internet encyclopaedias go head to head. Nature, 438, 900–901.

    Article  Google Scholar 

  • Gowers, T., & Nielsen, M. (2009). Massively collaborative mathematics. Nature, 461, 879.

    Article  Google Scholar 

  • Guilbault, R. L., Bryant, F. B., Brockway, J. H., & Posavac, E. J. (2004). A meta-analysis of research on hindsight bias. Basic and Applied Social Psychology, 26, 103–117.

    Article  Google Scholar 

  • Harley, E. M. (2007). Hindsight bias in legal decision making. Social Cognition, 25, 48–63.

    Article  Google Scholar 

  • Hecht, B., & Gergle, D. (2009). Measuring self-focus bias in community-maintained knowledge repositories. In Proceedings of the 4th International Conference on Communities and Technologies (pp. 11–20). New York, NY: ACM.

    Google Scholar 

  • Hecht, B., & Gergle, D. (2010). The tower of Babel meets web 2.0: user-generated content and its applications in a multilingual context. In CHI ’10 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (pp. 291–300). New York, NY: ACM.

    Google Scholar 

  • Hewstone, M., Rubin, M., & Willis, H. (2002). Intergroup bias. Annual Review of Psychology, 53, 575–604.

    Article  Google Scholar 

  • Hirst, W., & Manier, D. (2008). Towards a psychology of collective memory. Memory, 16, 183–200.

    Article  Google Scholar 

  • Isenberg, D. J. (1986). Group polarization: a critical review and meta-analysis. Journal of Personality and Social Psychology, 50, 1141–1151.

    Article  Google Scholar 

  • Kahneman, D., & Tversky, A. (1972). Subjective probability: A judgment of representativeness. Cognitive Psychology, 3, 430–454.

    Article  Google Scholar 

  • Kamin, K. A., & Rachlinski, J. J. (1995). Ex post ≠ ex ante: Determining liability in hindsight. Law and Human Behavior, 19, 89–104.

    Article  Google Scholar 

  • Kanefsky, B., Barlow, N. G., & Gulick, V. C. (2001). Can distributed volunteers accomplish massive data analysis tasks? In Proceedings of the 32nd Annual Lunar and Planetary Science Conference, 1272

    Google Scholar 

  • Keegan, B., Gergle, D., & Contractor, N. (2011). Hot off the wiki: Dynamics, practices, and structures in Wikipedia’s coverage of the Tōhoku catastrophes. In Proceedings of the 7th International Symposium on Wikis and Open Collaboration (WikiSym’11) (pp. 105–113). New York, NY: ACM Press.

    Google Scholar 

  • Kerr, N. L., MacCoun, R., & Kramer, G. P. (1996). Bias in judgment: Comparing individuals and groups. Psychological Review, 103, 687–719.

    Article  Google Scholar 

  • Kittur, A., Chi, E. H., Pendleton, B. A., Suh, B., & Mytkowicz, T. (2007, April). Power of the few vs. wisdom of the crowd: Wikipedia and the rise of the bourgeoisie. In 25th Annual ACM Conference on Human Factors in Computing Systems (CHI), San Jose; CA.

    Google Scholar 

  • Kittur, A., & Kraut, R. E. (2008). Harnessing the wisdom of crowds in Wikipedia: Quality through coordination. In Proceedings of the 2008 ACM Conference on Computer Supported Cooperative Work (pp. 37–46). New York, NY: ACM Press.

    Google Scholar 

  • Kolbitsch, J., & Maurer, H. (2006). The transformation of the web: How emerging communities shape the information we consume. Journal of Universal Computer Science, 12, 187–213.

    Google Scholar 

  • Levin, S., Henry, P. J., Pratto, F., & Sidanius, J. (2003). Social dominance and social identity in Lebanon: Implications for support of violence against the West. Group Processes & Intergroupt Relations, 6, 353–368.

    Article  Google Scholar 

  • Liu, J. H., Hanke, K., Fischer, R., Huang, L., Adams, G., Wang, F., … Lonner, W. J. (2009). In-group favoritism in international justice concerns: Power, involvement, and attitudes toward the Iraq War and the cross straits relationship in five societies. Basic and Applied Social Psychology, 31, 148–159.

    Google Scholar 

  • Livingstone, R. M. (2010). Let’s leave the bias to the mainstream media: A Wikipedia community fighting for information neutrality. M/C Journal, 13(6). Retrieved from http://journal.media-culture.org.au/index.php/mcjournal/article/viewArticle/315

  • Lord, C., Ross, L., & Lepper, M. (1979). Biased assimilation and attitude polarization: The effects of prior theories on subsequently considered evidence. Journal of Personality and Social Psychology, 37, 2098–2109.

    Article  Google Scholar 

  • Louie, T. A. (2005). Hindsight bias and outcome-consistent thoughts when observing and making service provider decisions. Organizational Behavior and Human Decision Processes, 98, 88–95.

    Article  Google Scholar 

  • Maass, A., Salvi, D., Arcuri, L., & Semin, G. R. (1989). Language use in intergroup context. Journal of Personality and Social Psychology, 57, 981–993.

    Article  Google Scholar 

  • Magnus, P. D. (2009). On trusting Wikipedia. Episteme, 6, 74–90.

    Article  Google Scholar 

  • Massa, P., & Scrinzi, F. (2012). Manypedia: Comparing language points of view of Wikipedia communities. In Proceedings of the 8th International Symposium on Wikis and Open Collaboration (WikiSym‘12), Linz, Austria. Retrieved from http://www.gnuband.org/files/papers/manypedia_006_wikisym_2012_cameraready.pdf

  • Nestler, S., Blank, H., & von Collani, G. (2008). Hindsight bias doesn’t always come easy: Causal models, cognitive effort and creeping determinism. Journal of Experimental Psychology. Learning, Memory, and Cognition, 34, 1043–1054.

    Article  Google Scholar 

  • Nickerson, R. S. (1998). Confirmation bias: A ubiquitous phenomenon in many guises. Review of General Psychology, 2, 175–220.

    Article  Google Scholar 

  • Nielsen, F. Å. (2014). Wikipedia research and tools: Review and comments. Working Paper. Retrieved from http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2129874

  • Oeberst, A. (2014, July). Ingroup bias in international conflicts—also in Wikipedia? Talk presented at the Self and Identity Preconference of the European Association of Social Psychology, Amsterdam, The Netherlands.

    Google Scholar 

  • Oeberst, A., Halatchliyski, I., Kimmerle, J., & Cress, U. (2014). Knowledge construction in Wikipedia: A systemic-constructivist analysis. Journal of the Learning Sciences, 23, 149–176.

    Article  Google Scholar 

  • Oeberst, A., Kimmerle, J., & Cress, U. (2016). What is knowledge? Who creates it? Who possesses it? The need for novel answers to old questions. In U. Cress, J. Moskaliuk, & H. Jeong (Eds.), Mass collaboration and education. Cham, Switzerland: Springer.

    Google Scholar 

  • Oeberst, A., von der Beck, I., & Nestler, S. (2014a). Hindsight Bias 2.0. Are representations of events in Wikipedia distorted? Poster presented at the European Association of Social Psychology, Amsterdam.

    Google Scholar 

  • Oeberst, A., von der Beck, I., & Nestler, S. (2014b). Reading about explanations enhances perceptions of inevitability and foreseeability. A cross-cultural study with Wikipedia articles. Cognitive Processing, 15, 343–349.

    Article  Google Scholar 

  • Olick, J. K. (1999). Collective memory: The two cultures. Sociological Theory, 7, 333–348.

    Article  Google Scholar 

  • Pentzold, C. (2009). Fixing the floating gap: The online encyclopaedia Wikipedia as a global memory place. Memory Studies, 2, 255–272.

    Article  Google Scholar 

  • Pezzo, M. V. (2011). Hindsight bias: A primer for motivational researchers. Social and Personality and Psychology Compass, 5, 665–678.

    Article  Google Scholar 

  • Pohl, R. F. (2004). Cognitive illusions: A handbook on fallacies and biases in thinking, judgement and memory. Hove, England: Psychology Press.

    Google Scholar 

  • Pohl, R. F., Bender, M., & Lachmann, G. (2002). Hindsight bias around the world. Experimental Psychology, 49, 270–282.

    Article  Google Scholar 

  • Pohl, R. F., & Hell, W. (1996). No reduction in hindsight bias after complete information and repeated testing. Organizational Behavior and Human Decision Processes, 67, 49–58.

    Article  Google Scholar 

  • Roese, N. J., & Vohs, K. D. (2012). Hindsight bias. Perspectives in Psychological Science, 7, 411–426.

    Article  Google Scholar 

  • Rogers, R., & Sendijarevic, E. (2013). Neutral or national point of view? A comparison of Srebrenica articles across Wikipedia’s language versions. In R. Rogers (Ed.), Digital Methods. Cambridge, MA: MIT Press.

    Google Scholar 

  • Rosenzweig, R. (2006). Can history be open source? Wikipedia and the future of the past. The Journal of American History, 93, 117–146.

    Article  Google Scholar 

  • Ross, M., & Sicoly, F. (1979). Egocentric biases in availability and attribution. Journal of Personality and Social Psychology, 37, 322–336.

    Article  Google Scholar 

  • Royal, C., & Kapila, D. (2009). What’s on Wikipedia, and what’s not…?: Assessing completeness of information. Social Science Computer Review, 27, 138–148.

    Article  Google Scholar 

  • Sahdra, B., & Ross, M. (2007). Group identification and historical memory. Personality and Social Psychology Bulletin, 33, 384–395.

    Article  Google Scholar 

  • Scardamalia, M., & Bereiter, C. (1994). Computer support for knowledge-building communities. Journal of the Learning Sciences, 3, 265–283.

    Article  Google Scholar 

  • Scardamalia, M., & Bereiter, C. (1999). Schools as knowledge building organizations. In D. Keating & C. Hertzman (Eds.), Today’s children, tomorrow’s society: The developmental health and wealth of nations (pp. 274–289). New York, NY: Guilford.

    Google Scholar 

  • Schmid, J. (1999). Pinning down attributions: The linguistic category model applied to wrestling reports. European Journal of Social Psychology, 29, 895–907.

    Article  Google Scholar 

  • Schulz-Hardt, S., Frey, D., Lüthgens, C., & Moscovici, S. (2000). Biased information search in group decision making. Journal of Personality and Social Psychology, 78, 655–669.

    Article  Google Scholar 

  • Sia, C.-L., Tan, B. Y., & Wei, K.-K. (2002). Group polarization and computer-mediated communication: Effects of communication cues, social presence, and anonymity. Information Systems Research, 13, 70–90.

    Article  Google Scholar 

  • Silverstein, B., & Flamenbaum, C. (1989). Biases in the perception and cognition of the actions of enemies. Journal of Social Issues, 45, 51–72.

    Article  Google Scholar 

  • Smith, A. C., & Greene, E. (2005). Conduct and its consequences: Attempts at debiasing jury judgments. Law and Human Behavior, 29, 505–526.

    Article  Google Scholar 

  • Spears, R., Lea, M., & Lee, S. (1990). De-individuation and group polarization in computer-mediated communication. British Journal of Social Psychology, 29, 121–134.

    Article  Google Scholar 

  • Stahlberg, D., Eller, F., Maass, A., & Frey, D. (1995). We knew it all along: Hindsight bias in groups. Organizational Behavior and Human Decision Processes, 63, 46–58.

    Article  Google Scholar 

  • Stvilia, B., Al-Faraj, A., & Yi, Y. (2009). Issues of cross-contextual information quality evaluation. The case of Arabic, English, and Korean Wikipedias. Library and Information Research, 31, 232–239.

    Article  Google Scholar 

  • Tajfel, H., & Turner, J. (1979). An integrative theory of inter-group conflict. In J. A. Williams & S. Worchel (Eds.), The social psychology of inter-group relations (pp. 33–47). Belmont, CA: Wadsworth.

    Google Scholar 

  • Tarrant, M., Branscombe, N. R., Warner, R. H., & Weston, D. (2012). Social identity and perceptions of torture: It’s moral when we do it. Journal of Experimental Social Psychology, 48, 513–518.

    Article  Google Scholar 

  • Tversky, A., & Kahneman, D. (1974). Judgment under uncertainty: Heuristics and biases. Science, 185, 1124–1131.

    Article  Google Scholar 

  • Viégas, F. B., Wattenberg, M., Kriss, J., & van Ham, F. (2007). Talk before you type: Coordination in Wikipedia. In Proceedings of the 40th Annual Hawaii International Conference on System Sciences (HICSS’07). Washington, DC: IEEE.

    Google Scholar 

  • Viégas, F. B., Wattenberg, M., & Dave, K. (2004). Studying cooperation and conflict between authors with history flow visualizations. In Proceedings of the SIGCHI conference on Human factors in computing systems (pp. 575–582). New York, NY: ACM Press.

    Google Scholar 

  • Werkman, W. M., Wigboldus, D. H., & Semin, G. R. (1999). Children’s communication of the linguistic intergroup bias and its impact upon cognitive inferences. European Journal of Social Psychology, 29, 95–104.

    Article  Google Scholar 

  • Wigboldus, D. H., Semin, G. R., & Spears, R. (2000). How do we communicate stereotypes? Linguistic bases and inferential consequences. Journal of Personality and Social Psychology, 78, 5–18.

    Article  Google Scholar 

  • Yopchick, J. E., & Kim, N. S. (2012). Hindsight bias and causal reasoning: A minimalist approach. Cognitive Processing, 13, 63–72.

    Article  Google Scholar 

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Oeberst, A., Cress, U., Back, M., Nestler, S. (2016). Individual Versus Collaborative Information Processing: The Case of Biases in Wikipedia. In: Cress, U., Moskaliuk, J., Jeong, H. (eds) Mass Collaboration and Education. Computer-Supported Collaborative Learning Series, vol 16. Springer, Cham. https://doi.org/10.1007/978-3-319-13536-6_9

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