Perception and understanding of social annotations in web search

As web search increasingly becomes reliant on social signals, it is imperative for us to understand the effect of these signals on users' behavior. There are multiple ways in which social signals can be used in search: (a) to surface and rank important social content; (b) to signal to users which results are more trustworthy and important by placing annotations on search results. We focus on the latter problem of understanding how social annotations affect user behavior. In previous work, through eyetracking research we learned that users do not generally seem to fixate on social annotations when they are placed at the bottom of the search result block, with 11% probability of fixation [22]. A second eyetracking study showed that placing the annotation on top of the snippet block might mitigate this issue [22], but this study was conducted using mock-ups and with expert searchers. In this paper, we describe a study conducted with a new eyetracking mix-method using a live traffic search engine with the suggested design changes on real users using the same experimental procedures. The study comprised of 11 subjects with an average of 18 tasks per subject using an eyetrace-assisted retrospective think-aloud protocol. Using a funnel analysis, we found that users are indeed more likely to notice the annotations with a 60% probability of fixation (if the annotation was in view). Moreover, we found no learning effects across search sessions but found significant differences in query types, with subjects having a lower chance of fixating on annotations for queries in the news category. In the interview portion of the study, users reported interesting "wow" moments as well as usefulness in recalling or re-finding content previously shared by oneself or friends. The results not only shed light on how social annotations should be designed in search engines, but also how users make use of social annotations to make decisions about which pages are useful and potentially trustworthy.

[1]  Jeffrey Nichols,et al.  Asking questions of targeted strangers on social networks , 2012, CSCW '12.

[2]  Zoltán Gyöngyi,et al.  Social annotations in web search , 2012, CHI.

[3]  Peter Pirolli,et al.  Do your friends make you smarter?: An analysis of social strategies in online information seeking , 2010, Inf. Process. Manag..

[4]  Yvonne Kammerer,et al.  Signpost from the masses: learning effects in an exploratory social tag search browser , 2009, CHI.

[5]  Licia Capra,et al.  Social ranking: uncovering relevant content using tag-based recommender systems , 2008, RecSys '08.

[6]  Meredith Ringel Morris,et al.  WeSearch: supporting collaborative search and sensemaking on a tabletop display , 2010, CSCW '10.

[7]  Michael S. Bernstein,et al.  Direct answers for search queries in the long tail , 2012, CHI.

[8]  Georgia Koutrika,et al.  Can social bookmarking improve web search? , 2008, WSDM '08.

[9]  Stuart K. Card,et al.  Visual information foraging in a focus + context visualization , 2001, CHI.

[10]  Scott Counts,et al.  mimir: a market-based real-time question and answer service , 2009, CHI.

[11]  Ed H. Chi,et al.  With a little help from my friends: examining the impact of social annotations in sensemaking tasks , 2009, CHI.

[12]  Ed H. Chi,et al.  Who is Authoritative? Understanding Reputation Mechanisms in Quora , 2012, ArXiv.

[13]  Eric Horvitz,et al.  SearchTogether: an interface for collaborative web search , 2007, UIST.

[14]  Chirag Shah,et al.  Algorithmic mediation for collaborative exploratory search , 2008, SIGIR '08.

[15]  M. S. Ackerman,et al.  Answer Garden: a tool for growing organizational memory , 2015, COCS '90.

[16]  Ed H. Chi,et al.  An elaborated model of social search , 2010, Inf. Process. Manag..

[17]  Meredith Ringel Morris,et al.  A survey of collaborative web search practices , 2008, CHI.

[18]  Meredith Ringel Morris,et al.  What do people ask their social networks, and why?: a survey study of status message q&a behavior , 2010, CHI.

[19]  Yong Yu,et al.  Optimizing web search using social annotations , 2007, WWW '07.

[20]  Satoshi Nakamura,et al.  Can social bookmarking enhance search in the web? , 2007, JCDL '07.

[21]  Peter Brusilovsky,et al.  Social Navigation Support for Information Seeking: If You Build It, Will They Come? , 2009, UMAP.

[22]  Ido Guy,et al.  Personalized social search based on the user's social network , 2009, CIKM.

[23]  Darren Gergle,et al.  On the "localness" of user-generated content , 2010, CSCW '10.

[24]  Madhu C. Reddy,et al.  Understanding together: sensemaking in collaborative information seeking , 2010, CSCW '10.

[25]  Ed H. Chi,et al.  Is Twitter a Good Place for Asking Questions? A Characterization Study , 2011, ICWSM.

[26]  Edward Cutrell,et al.  What are you looking for?: an eye-tracking study of information usage in web search , 2007, CHI.

[27]  Meredith Ringel Morris,et al.  CoSearch: a system for co-located collaborative web search , 2008, CHI.

[28]  Rob Cross,et al.  A Relational View of Information Seeking and Learning in Social Networks , 2003, Manag. Sci..

[29]  Mark S. Ackerman,et al.  Answer Garden 2: merging organizational memory with collaborative help , 1996, CSCW '96.

[30]  Damon Horowitz,et al.  The anatomy of a large-scale social search engine , 2010, WWW '10.

[31]  Christopher Andrews,et al.  Co-located Collaborative Sensemaking on a Large High-Resolution Display with Multiple Input Devices , 2011, INTERACT.

[32]  Ed H. Chi,et al.  Who knows? , 2012, Commun. ACM.