Cooperation and Contagion in Web-Based, Networked Public Goods Experiments
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{"title"=>"Cooperation and contagion in web-based, networked public goods experiments", "type"=>"journal", "authors"=>[{"first_name"=>"Siddharth", "last_name"=>"Suri", "scopus_author_id"=>"8568011500"}, {"first_name"=>"Duncan J.", "last_name"=>"Watts", "scopus_author_id"=>"7201539502"}], "year"=>2011, "source"=>"PLoS ONE", "identifiers"=>{"sgr"=>"79952666748", "issn"=>"19326203", "scopus"=>"2-s2.0-79952666748", "pmid"=>"21412431", "pui"=>"361436468", "isbn"=>"1932-6203", "arxiv"=>"1008.1276", "doi"=>"10.1371/journal.pone.0016836"}, "id"=>"5a169469-17be-39ca-9373-de062796dea9", "abstract"=>"A longstanding idea in the literature on human cooperation is that cooperation should be reinforced when conditional cooperators are more likely to interact. In the context of social networks, this idea implies that cooperation should fare better in highly clustered networks such as cliques than in networks with low clustering such as random networks. To test this hypothesis, we conducted a series of web-based experiments, in which 24 individuals played a local public goods game arranged on one of five network topologies that varied between disconnected cliques and a random regular graph. In contrast with previous theoretical work, we found that network topology had no significant effect on average contributions. This result implies either that individuals are not conditional cooperators, or else that cooperation does not benefit from positive reinforcement between connected neighbors. We then tested both of these possibilities in two subsequent series of experiments in which artificial seed players were introduced, making either full or zero contributions. First, we found that although players did generally behave like conditional cooperators, they were as likely to decrease their contributions in response to low contributing neighbors as they were to increase their contributions in response to high contributing neighbors. Second, we found that positive effects of cooperation were contagious only to direct neighbors in the network. In total we report on 113 human subjects experiments, highlighting the speed, flexibility, and cost-effectiveness of web-based experiments over those conducted in physical labs.", "link"=>"http://www.mendeley.com/research/cooperation-contagion-webbased-networked-public-goods-experiments", "reader_count"=>282, "reader_count_by_academic_status"=>{"Unspecified"=>4, "Professor > Associate Professor"=>15, "Librarian"=>1, "Researcher"=>48, "Student > Doctoral Student"=>20, "Student > Ph. D. Student"=>99, "Student > Postgraduate"=>11, "Student > Master"=>38, "Other"=>7, "Student > Bachelor"=>17, "Lecturer"=>2, "Lecturer > Senior Lecturer"=>3, "Professor"=>17}, "reader_count_by_user_role"=>{"Unspecified"=>4, "Professor > Associate Professor"=>15, "Librarian"=>1, "Researcher"=>48, "Student > Doctoral Student"=>20, "Student > Ph. D. Student"=>99, "Student > Postgraduate"=>11, "Student > Master"=>38, "Other"=>7, "Student > Bachelor"=>17, "Lecturer"=>2, "Lecturer > Senior Lecturer"=>3, "Professor"=>17}, "reader_count_by_subject_area"=>{"Unspecified"=>19, "Agricultural and Biological Sciences"=>14, "Arts and Humanities"=>1, "Business, Management and Accounting"=>27, "Computer Science"=>41, "Decision Sciences"=>1, "Economics, Econometrics and Finance"=>34, "Engineering"=>8, "Environmental Science"=>3, "Nursing and Health Professions"=>1, "Mathematics"=>8, "Medicine and Dentistry"=>3, "Neuroscience"=>1, "Design"=>4, "Physics and Astronomy"=>17, "Psychology"=>45, "Social Sciences"=>54, "Linguistics"=>1}, "reader_count_by_subdiscipline"=>{"Medicine and Dentistry"=>{"Medicine and Dentistry"=>3}, "Social Sciences"=>{"Social Sciences"=>54}, "Decision Sciences"=>{"Decision Sciences"=>1}, "Physics and Astronomy"=>{"Physics and Astronomy"=>17}, "Psychology"=>{"Psychology"=>45}, "Mathematics"=>{"Mathematics"=>8}, "Unspecified"=>{"Unspecified"=>19}, "Environmental Science"=>{"Environmental Science"=>3}, "Arts and Humanities"=>{"Arts and Humanities"=>1}, "Design"=>{"Design"=>4}, "Engineering"=>{"Engineering"=>8}, "Neuroscience"=>{"Neuroscience"=>1}, "Economics, Econometrics and Finance"=>{"Economics, Econometrics and Finance"=>34}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>14}, "Computer Science"=>{"Computer Science"=>41}, "Business, Management and Accounting"=>{"Business, Management and Accounting"=>27}, "Nursing and Health Professions"=>{"Nursing and Health Professions"=>1}, "Linguistics"=>{"Linguistics"=>1}}, "reader_count_by_country"=>{"United States"=>14, "Japan"=>5, "United Kingdom"=>7, "Switzerland"=>3, "Portugal"=>1, "Russia"=>1, "Canada"=>3, "Netherlands"=>1, "Sweden"=>3, "Luxembourg"=>1, "Brazil"=>2, "Italy"=>3, "Israel"=>1, "Germany"=>3}, "group_count"=>15}

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Figshare

  • {"files"=>["https://ndownloader.figshare.com/files/792215"], "description"=>"<p>(A) Average contribution per round for the cooperating and defecting conditions averaged over all realizations and all topologies. (B) Overall average contribution for each topology under the cooperating, defecting and all human conditions. The clustering coefficient for each network is listed in parenthesis. In both panels error bars indicate 95% confidence intervals.</p>", "links"=>[], "tags"=>["cover-seed"], "article_id"=>462592, "categories"=>["Information And Computing Sciences", "Mathematics", "Neuroscience", "Mental Health"], "users"=>["Siddharth Suri", "Duncan J. Watts"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0016836.g007", "stats"=>{"downloads"=>1, "page_views"=>6, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Contributions_for_cover_seed_experiment_/462592", "title"=>"Contributions for cover-seed experiment.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-20 19:59:13"}
  • {"files"=>["https://ndownloader.figshare.com/files/792782"], "description"=>"<p>The larger number of cycle topology experiments was due to the presence of two outliers: experiments in which uncharacteristically high contributions were registered. The effect of these outliers was to greatly increase the size of the error bars for that topology, thus more realizations were required.</p>", "links"=>[], "tags"=>["breakdown", "realizations", "topology"], "article_id"=>463152, "categories"=>["Information And Computing Sciences", "Mathematics", "Neuroscience", "Mental Health"], "users"=>["Siddharth Suri", "Duncan J. Watts"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0016836.t003", "stats"=>{"downloads"=>1, "page_views"=>11, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_The_breakdown_of_realizations_per_topology_is_given_/463152", "title"=>"The breakdown of realizations per topology is given.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2013-02-20 20:02:28"}
  • {"files"=>["https://ndownloader.figshare.com/files/792152"], "description"=>"<p>The distributions vary only slightly as the topology is changed. One realization of the Paired Cliques topology was an outlier; it had a higher then normal number of full contributors.</p>", "links"=>[], "tags"=>["contributions"], "article_id"=>462530, "categories"=>["Information And Computing Sciences", "Mathematics", "Neuroscience", "Mental Health"], "users"=>["Siddharth Suri", "Duncan J. Watts"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0016836.g006", "stats"=>{"downloads"=>3, "page_views"=>6, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Distributions_of_individual_level_contributions_across_topologies_/462530", "title"=>"Distributions of individual level contributions across topologies.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-20 19:58:50"}
  • {"files"=>["https://ndownloader.figshare.com/files/792448"], "description"=>"<p>The blue, filled-in nodes were used as seed nodes in the concentrated arrangement (see text for details). Oval shaped nodes that are outlined in blue are directly connected to at least one seed node. Triangular nodes are two hops from at least one seed node. In each topology two of the seeds in the concentrated arrangement were also seeds in the cover arrangement.</p>", "links"=>[], "tags"=>["seeds", "concentrated"], "article_id"=>462822, "categories"=>["Information And Computing Sciences", "Mathematics", "Neuroscience", "Mental Health"], "users"=>["Siddharth Suri", "Duncan J. Watts"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0016836.g009", "stats"=>{"downloads"=>2, "page_views"=>8, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Cooperating_seeds_in_the_concentrated_seed_experiments_/462822", "title"=>"Cooperating seeds in the concentrated seed experiments.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-20 20:00:31"}
  • {"files"=>["https://ndownloader.figshare.com/files/792579"], "description"=>"<p>(A) The average contribution of human players neighboring 0, 1 or 2 cooperating seed nodes. (B) The average contribution of the human players 2 hops from 2 seed nodes compared to the average contribution of the corresponding nodes in the all human experiments. In both panels error bars indicate 95% confidence intervals.</p>", "links"=>[], "tags"=>["concentrated-seed"], "article_id"=>462950, "categories"=>["Information And Computing Sciences", "Mathematics", "Neuroscience", "Mental Health"], "users"=>["Siddharth Suri", "Duncan J. Watts"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0016836.g010", "stats"=>{"downloads"=>0, "page_views"=>3, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Contributions_for_concentrated_seed_experiment_/462950", "title"=>"Contributions for concentrated-seed experiment.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-20 20:01:16"}
  • {"files"=>["https://ndownloader.figshare.com/files/791654"], "description"=>"<p>Screen shot of the experiment.</p>", "links"=>[], "tags"=>["Mental health", "neuroscience", "computer science", "mathematics"], "article_id"=>462023, "categories"=>["Information And Computing Sciences", "Mathematics", "Neuroscience", "Mental Health"], "users"=>["Siddharth Suri", "Duncan J. Watts"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0016836.g001", "stats"=>{"downloads"=>2, "page_views"=>4, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Screen_shot_of_the_experiment_/462023", "title"=>"Screen shot of the experiment.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-20 19:56:01"}
  • {"files"=>["https://ndownloader.figshare.com/files/792655"], "description"=>"<p>(A) Comparison on the Cycle topology with all human players between experiments conducted early in our study and at the end of our study. (B) Average contribution levels as a function of how many times an individual has played.</p>", "links"=>[], "tags"=>["Mental health", "neuroscience", "computer science", "mathematics"], "article_id"=>463022, "categories"=>["Information And Computing Sciences", "Mathematics", "Neuroscience", "Mental Health"], "users"=>["Siddharth Suri", "Duncan J. Watts"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0016836.g011", "stats"=>{"downloads"=>1, "page_views"=>4, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Checking_for_the_effects_of_learning_/463022", "title"=>"Checking for the effects of learning.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-20 20:01:43"}
  • {"files"=>["https://ndownloader.figshare.com/files/792040"], "description"=>"<p>Fraction of groups with average contribution at least , where .</p>", "links"=>[], "tags"=>["groups"], "article_id"=>462415, "categories"=>["Information And Computing Sciences", "Mathematics", "Neuroscience", "Mental Health"], "users"=>["Siddharth Suri", "Duncan J. Watts"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0016836.g005", "stats"=>{"downloads"=>1, "page_views"=>6, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Fraction_of_groups_with_average_contribution_at_least_where_/462415", "title"=>"Fraction of groups with average contribution at least , where .", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-20 19:58:11"}
  • {"files"=>["https://ndownloader.figshare.com/files/792302"], "description"=>"<p>The average pair-wise difference of the human contributions in each of the subgraphs pictured.</p>", "links"=>[], "tags"=>["pair-wise", "contributions", "subgraphs"], "article_id"=>462672, "categories"=>["Information And Computing Sciences", "Mathematics", "Neuroscience", "Mental Health"], "users"=>["Siddharth Suri", "Duncan J. Watts"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0016836.g008", "stats"=>{"downloads"=>1, "page_views"=>5, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_The_average_pair_wise_difference_of_the_human_contributions_in_each_of_the_subgraphs_pictured_/462672", "title"=>"The average pair-wise difference of the human contributions in each of the subgraphs pictured.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-20 19:59:41"}
  • {"files"=>["https://ndownloader.figshare.com/files/792716"], "description"=>"<p>Properties of the five network topologies</p>", "links"=>[], "tags"=>["Mental health", "neuroscience", "computer science", "mathematics"], "article_id"=>463090, "categories"=>["Information And Computing Sciences", "Mathematics", "Neuroscience", "Mental Health"], "users"=>["Siddharth Suri", "Duncan J. Watts"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0016836.t001", "stats"=>{"downloads"=>1, "page_views"=>10, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Properties_of_the_five_network_topologies_/463090", "title"=>"Properties of the five network topologies", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2013-02-20 20:02:07"}
  • {"files"=>["https://ndownloader.figshare.com/files/791857"], "description"=>"<p>(A) Comparison of contributions for identical linear public goods games conducted on Amazon Mechanical Turk and in a physical lab <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0016836#pone.0016836-Fehr3\" target=\"_blank\">[32]</a>. (B) Contributions for different compensation levels. In both panels error bars indicate 95% confidence intervals.</p>", "links"=>[], "tags"=>["amt"], "article_id"=>462238, "categories"=>["Information And Computing Sciences", "Mathematics", "Neuroscience", "Mental Health"], "users"=>["Siddharth Suri", "Duncan J. Watts"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0016836.g003", "stats"=>{"downloads"=>1, "page_views"=>3, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Calibrating_the_AMT_platform_/462238", "title"=>"Calibrating the AMT platform.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-20 19:57:16"}
  • {"files"=>["https://ndownloader.figshare.com/files/791757"], "description"=>"<p>(A) four cliques of six players each; (B) two connected components of twelve players constructed by choosing one pair of players in each of two of the cliques in A, and swapping partners; (C) cycle of near-cliques constructed by choosing a pair in each of the four cliques in A and deterministically swapping an edge with a pair from another clique so as form a cycle; (D) “small world” type network formed by swapping four randomly chosen pairs of edges from C; (E) a random regular graph in which all nodes have the same degree . In all cases, the filled in nodes were used as seed nodes in the intervention experiments (see text for details). Each seed node is color-coded, and nodes connected directly to a given seed are outlined with the same color. All nodes in all networks are directly connected to exactly one seed node, except for Random Regular where two nodes are each directly connected to two seed nodes (green double circles) and two nodes are not directly connected to any seed node (orange rectangles).</p>", "links"=>[], "tags"=>["networks"], "article_id"=>462134, "categories"=>["Information And Computing Sciences", "Mathematics", "Neuroscience", "Mental Health"], "users"=>["Siddharth Suri", "Duncan J. Watts"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0016836.g002", "stats"=>{"downloads"=>0, "page_views"=>1, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_The_five_networks_used_in_the_experiment_/462134", "title"=>"The five networks used in the experiment.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-20 19:56:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/792756"], "description"=>"<p>Self-reported demographic information of panel members.</p>", "links"=>[], "tags"=>["Mental health", "neuroscience", "computer science", "mathematics"], "article_id"=>463127, "categories"=>["Information And Computing Sciences", "Mathematics", "Neuroscience", "Mental Health"], "users"=>["Siddharth Suri", "Duncan J. Watts"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0016836.t002", "stats"=>{"downloads"=>1, "page_views"=>8, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Self_reported_demographic_information_of_panel_members_/463127", "title"=>"Self-reported demographic information of panel members.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2013-02-20 20:02:17"}
  • {"files"=>["https://ndownloader.figshare.com/files/791931"], "description"=>"<p>(A) Raw contributions. Error bars indicate 95% confidence intervals.(B) Contribution curves shifted vertically so that they all start at the same point.</p>", "links"=>[], "tags"=>["contributions", "topologies", "shown"], "article_id"=>462302, "categories"=>["Information And Computing Sciences", "Mathematics", "Neuroscience", "Mental Health"], "users"=>["Siddharth Suri", "Duncan J. Watts"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0016836.g004", "stats"=>{"downloads"=>1, "page_views"=>5, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Average_contributions_per_round_for_each_of_the_five_network_topologies_shown_in_Figure_2_/462302", "title"=>"Average contributions per round for each of the five network topologies shown in <b>Figure 2</b>.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-20 19:57:39"}

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