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This article was downloaded by: [University of Sydney] On: 12 November 2011, At: 03:43 Publisher: Routledge Informa Ltd Registered in England and Wales Registered Number: 1072954 Registered office: Mortimer House, 37-41 Mortimer Street, London W1T 3JH, UK Journalism Studies Publication details, including instructions for authors and subscription information: http://www.tandfonline.com/loi/rjos20 GENDER, TWITTER AND NEWS CONTENT Cory L. Armstrong & Fangfang Gao Available online: 11 Nov 2010 To cite this article: Cory L. Armstrong & Fangfang Gao (2011): GENDER, TWITTER AND NEWS CONTENT, Journalism Studies, 12:4, 490-505 To link to this article: http://dx.doi.org/10.1080/1461670X.2010.527548 PLEASE SCROLL DOWN FOR ARTICLE Full terms and conditions of use: http://www.tandfonline.com/page/terms-and- conditions This article may be used for research, teaching, and private study purposes. Any substantial or systematic reproduction, redistribution, reselling, loan, sub-licensing, systematic supply, or distribution in any form to anyone is expressly forbidden. The publisher does not give any warranty express or implied or make any representation that the contents will be complete or accurate or up to date. The accuracy of any instructions, formulae, and drug doses should be independently verified with primary sources. The publisher shall not be liable for any loss, actions, claims, proceedings, demand, or costs or damages whatsoever or howsoever caused arising directly or indirectly in connection with or arising out of the use of this material.

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This article was downloaded by: [University of Sydney]On: 12 November 2011, At: 03:43Publisher: RoutledgeInforma Ltd Registered in England and Wales Registered Number: 1072954 Registeredoffice: Mortimer House, 37-41 Mortimer Street, London W1T 3JH, UKJournalism StudiesPublication details, including instructions for authors andsubscription information:http://www.tandfonline.com/loi/rjos20GENDER, TWITTER AND NEWS CONTENTCory L. Armstrong & Fangfang GaoAvailable online: 11 Nov 2010To cite this article: Cory L. Armstrong & Fangfang Gao (2011): GENDER, TWITTER AND NEWSCONTENT, Journalism Studies, 12:4, 490-505To link to this article:http://dx.doi.org/10.1080/1461670X.2010.527548PLEASE SCROLL DOWN FOR ARTICLEFull terms and conditions of use: http://www.tandfonline.com/page/terms-and-conditionsThis article may be used for research, teaching, and private study purposes. Anysubstantial or systematic reproduction, redistribution, reselling, loan, sub-licensing,systematic supply, or distribution in any form to anyone is expressly forbidden.The publisher does not give any warranty express or implied or make any representationthat the contents will be complete or accurate or up to date. The accuracy of anyinstructions, formulae, and drug doses should be independently verified with primarysources. The publisher shall not be liable for any loss, actions, claims, proceedings,demand, or costs or damages whatsoever or howsoever caused arising directly orindirectly in connection with or arising out of the use of this material.GENDER,TWITTERANDNEWSCONTENTAn examination across platforms and coverageareasCoryL.ArmstrongandFangfangGaoWiththecontinuingdisparitybetweenmaleandfemalementionsinnewscontent, thisstudyseeks to compare how news organizations employ men and women in Twitter feeds and how thatconnects to portrayals in news stories. In particular, the research examined how mentions of menandwomenintweetsmayinfluencementionsinnewsstoriesthat werelinkedtotweets. Thestudy employedacontent analysis of national, regional andlocal newspaper andtelevisiontweets, alongwiththeiraccompanyingnewsstoriestocomparemediaplatformsandcoverageareas. The results indicated a positive relationship between male and female portrayals in tweetsandportrayalsinnewscontent. Further, malementionsweremorelikelytoappearinnationalnews stories than inregionalorlocal news storiesandmore frequentlythan femalementionsinprint mediathanintelevision. Thus, it appears as if news agencies havenot developednewdisseminationstrategiesforemployingTwitter.KEYWORDS gender; newsorganizations; TwitterIntroductionNumerous studies on representation of women in the mass media have shown that,comparedtomen, womenhavebeentrivialized, stereotyped, andunderrepresentedinmedia coverage (Armstrong, 2004; Tuchman et al., 1978; Zoch and Turk, 1998). AccordingtoMediaWatch(1995), womenwerelesslikelytobethenewssubjectsacrossdifferentmedia platforms including newspapers, TV, and radio; women were especially less likely tobe news subjects for topics such as politics, government, and economy, but most likely tobenewssubjectsfor newsabout health, social issues, arts, andentertainment; womenwere also less likely to be interviewed on television news or cited as sources (see Yun et al.,2007). Since our society has traditionally been male-dominated (Freidan, 1963; Nelson andBridges, 1999), itisnotsurprisingtofindoutthatsuchgenderdisparitywasreproducedandmaintainedwithintheinstitutional practiceofsocietyinnewsorganizations.However, newsmediaareinastateof transition. Theemergenceof theInternetandthewideadoptionof newmediatechnology amongthepopulationmakeit animportant strategyfor newspapers andTVstations toconnect their audiencethroughgrowingonlinechannels. Asaresult, newspaperwebsitesorTVwebsites, readerforums,and blogs were developed to attract an online audience. Now, with the increasingpopularity of social networking sites, traditional news organizations such as the New YorkTimesandtheWall StreetJournal areintensifyingtheiruseofserviceslikeFacebookandTwitter to circulate stories and attract audience (Schulte, 2009). Newsrooms arescramblingtoadjust their strategiesandnews-developingskills. Sincetheseinnovativenews products represent the future directions for media in the digital age, it is importantJournalismStudies, Vol. 12, No4, 2011, 490505ISSN1461-670Xprint/1469-9699online 2011Taylor&Francis DOI: 10.1080/1461670X.2010.527548Downloaded by [University of Sydney] at 03:43 12 November 2011 for practitioners andscholars toknowwhether thepast gender dynamics havebeenduplicated in news organizations practice online, especially in social networking sites likeTwitter.This study was designedtofindout howmenandwomen compare innewscoverageintweetsfromnational, regional andlocal newspapersandTVstations, alongwiththeir accompanyingnews stories, exploringhowmaleandfemalementions varybetweenmediaplatformsandcoverageareas. Theoverall researchquestionsfocusonhow the target audience and medium may affect the gender equity within the content. Toprovideadditional insightintotheanalysis, thesocial mediumTwitter wasusedasthesteppingoffpointintothisstudy. Toprovideanup-to-the-minuteviewoftechnologicalploys used by news agencies, the news stories associated with Twitter were the focal pointforstorieschosen.LiteratureReviewMediaRepresentationsofWomenInnews content, portrayals of women have traditionally come upshort whencomparedwithmalerepresentations (Hallmark andArmstrong, 1999; Tuchmanet al.,1978; ZochandTurk, 1998). Current researchhasreplicatedandextendedthisfinding,suggestingthat maledominanceinmediarepresentationcontinues (Armstrong, 2004;Everbach, 2005; Freedman and Fico, 2005). For example, Freedman and Fico (2005) foundthatmalesourcesdominatednewscoverageofgovernorsracesin2002, andEverbach(2005) proposed a masculine culture within newspapers, within which content isgenerally produced for a male audience. Finally, Armstrong (2004) found that male sourcesandsubjects appearedmorethandoublethat of femalesources andsubjects*evenacross sections of thenewspaper. CullityandYounger (2009) analyzedthethumbnailimagesthataccompaniedall thenewsheadlinesontheNewsFrontPagefromtheBBCwebsitein2007, findingoutthattherewaslittle, ifany, departurefromthepatternsofbiasedandimbalancedgender portrayal inoldmedia*womenweredepictedconsis-tentlylessfrequentlythanmen.The lackofmedia representationhasbeen conceptualizedassymbolicannihilation(Tuchman et al., 1978). The scholars focused on women for their analysis and criticized themediafor promotingstereotypes andignoringthepresenceof particular segmentsofsociety. Their research of television coverage from 1954 to 1975 found that onscreen menoutnumberedwomenbymorethanatwotooneratio.Others have followedthis same line of research, findingthat these disparities,universallyfavoringmalesources, havealsorangedacrossmediaplatforms. Inacontentanalysis of three southern US daily newspapers from1986 to 1996, Zoch and Turk(1998) looked at international stories and found that males were used as sourcesroughlyfourtimesasoftenasfemales. A2002studyof governorsracesinninestatesfoundthat femalepolitical expertswere10percent of all expertsused(FreedmanandFico, 2005). WhileTuchmanandcolleaguesfocusedonthedisparityintelevision, somenews scholars have found that female sources have made progress in the visualmedium. For example, in a study of television news sources, about 20 percent ofwomenwerefoundtoappear as sources on60Minutes, whileintheless-mainstreamTWITTERANDGENDERINNEWSCONTENT 491Downloaded by [University of Sydney] at 03:43 12 November 2011 news program, Hard Copy, women were used as sources in about 40 percent ofsegments (Grabeet al., 1999).Scholarshaveattemptedtoisolatesomepredictorsof theportrayalsof menandwomeninnews coverageby examiningbothsources andsubjects innews content.Armstrong(2004, 2006) arguedthattheoverall portrayal of womeninnewscontentisdetermined as much by the number of women quoted as sources as by those individualswho are discussed in the story although not quoted. She suggested that a more accurateexaminationofgenderportrayalsinmediacontentwouldbecapturedbyexaminingallmentionsofanindividual withinthattext*evenifanindividual hasnotbeenexplicitlycitedasasource. Forexample, oftensportsfiguresarementionedwithnewsstoriesforthe role they play in a sporting event, but those figures may not all be cited as sources inthose news stories. This was supported by some other researchers, such as Len-Rios et al.(2005), who coded all individuals within a news story, whether or not they were sources, intheir study. For thepurposeof this study, thetermgender mentions will refer toacombinedmeasureofsourcesandsubjects.Generally, when examining news content, research has found that portrayals of mendominate overall news coverage when compared to their female counterparts (e.g., Zochand Turk, 1998). A 199899 study comparing news content and photos found that roughly75 percent of all news sources were male and roughly two-thirds of news photos depictedmen(Len-Riosetal., 2005). Theirsampleof199899newspaperstoriesfoundthatmorefemalementionsappearedintheentertainment sectionof thenewspaper. CullityandYounger(2009) foundthatinTopStories sectionthatfeaturedhardpolitical newsonBBCwebsite, menandwomenwerepresentedinaratioof4:1.Finally, prior work into predictors of news content has found that the gender of thewriter and the genre of the content have some specific influence on gender portrayals. Forexample, Armstrong(2004)foundthatfemalejournalistsweremorelikelytousefemalesourcesinnewsstoriesandthatstoriesinthelifestylesectionhadthesmallestdisparitybetween male and female mentions (although men still appeared significantly more thanwomeninall typesofcontent). However, womenwerelesslikelythanmentobeinthepositionof thehighest-level editorsof traditional mediaaswell asonlinepublications(Thiel-Stern, 2006). Throughinterviewswithcurrentandformerwomensenioreditorsatnational online news publications, Thiel-Stern (2006) found that, although womenjournalists expectedthat onlinejournalismwouldbecomea newparadigmwithlessgender disparities, newmedia actually mirror the gendered hierarchies and genderdisparities fromthe traditional newsroom. Scholars have also foundthat womenTVreporters were more likely than their male colleagues to use female and minority sources(Zeldes and Fico, 2005, 2007) and that female reporters, particularly at smaller newspapers,usedagreater diversityof sources that includedwomenandminorities (Rodgers andThorson, 2003). Inlaterwork, scholarsfoundpositivecorrelationsbetweenthegenreofthestory andthegender of thesource. Inparticular, whenmalepublic officials andprofessionals appear in news stories, female public figures and professionals are also likelytoappear(Armstrong, 2006).CoverageAreaandAudienceFocusManyofthestudiesinmediaportrayalshavefocusedonaparticularmediumoraspecific nicheof coverage(magazines, newspapers, regional news). Thepresent work492 CORYL.ARMSTRONGANDFANGFANGGAODownloaded by [University of Sydney] at 03:43 12 November 2011 attemptstoreplicateandextendthisworkbycomparinggenderportrayalsacrosstwomediaplatforms*televisionandonlinenews*alongwithnewsagenciesfromlargeandsmall circulationareas. Armstrong(2004) examinedlarge andsmall circulatingnews-papers but found no significant differences based on circulation. However, it seems likelythat coverageareaandmediummayhavespecificinfluenceongender portrayals, soperhapsamoreencompassingstudywouldhelpfleshout thisidea.When examining media content, one of the first factors to consider is to whom thecontent isaddressed. Mediaorganizationsgenerallyfocusonatarget audiencewithintheir circulation area, and content is generally geared toward the organizationsperceptionofthattargetaudience(ShoemakerandReese, 1996). Astudyofnewspapergoals byagroupof ClevelandStateUniversityscholars foundthat newspaper origin,advertisers, andlocal pressurescanaffectthefocusof acommunitynewspaper(Jeffresetal., 1999). Asaresult, twonewspaperswith25,000dailyreadersintwogeographicallydistinct communities may have vastly different content on a given day, in part because ofdifferent audience segments (McGrath, 1993; Wicks, 1989). These authors, andmanymarketingscholars, suggestedthat themost effectivewaytosell mediacontent is todeterminewhichaudiencesegment wants toconsumethat mediaandthenprovidecontentthatwill bestsatisfythatsegment. Thatis, givetheaudiencewhatitwantstomeettheneedsofthemediaorganization(Coffey, 2008).Inadditiontotheir target audience, journalists workunder somebasicvalues*twoof whichareparticularlyrelevant tothepresent work(Stovall, 2002). Thefirst isproximity, whichsuggestsfocusingonpeopleandeventsclosetothecoverageareaofthe news organization. The second is prominence, which notes that public figuresand other prominent people generally make news. Given these values, it seemslikelyvarianceexists inmediacontent betweennews agencies withvaryingcoverageareas.Other coverage area differences may be exacerbated by media organizationswith a local focus or a national focus. For example, local and national newsorganizations have different target audiences and often, different news goals. Localtelevisionnewsorganizationsoftenhavelessmoneyandfewerresourcesthannetworknewscasts, sothe quality of the content is likely tobe lower inthese markets andgeared toward the local community (Armstrong et al., 2005). In national markets,stories are nationally or internationally focused, often with shorter news storiesspanning a variety of coverage. The same rational holds for local versus nationalnewspapers. Larger newspapers inthe UnitedStates (e.g., The NewYork Times, USAToday) tendtobill themselves as national newspapers, focusingonlarger issues withnationwideimplications.Becausethesenational newspapershavealargerandmorediverseaudience, theymay attempt moregender parity toreachtheir audience. Prior researchhas definedcontentdifferencesdependinguponnewspapersizeandlocation. Forexample, scholarshave found that newspapers that focus on enterprise reporting are generallycorporately owned(Demers andWackman, 1988), have a larger circulationsize, andoftenemploydiversesources (Hansen, 1991). Whenexaminingcoverageof women, itseemsimportanttoconsider howwomenmaybeviewedasatargetaudience. Inoneof thefewaudience-relatedstudiesof womenandnewspaper content, McGrathfoundthat newspapers haveamalepersonality (1993, p. 103). Shepointedout that menTWITTERANDGENDERINNEWSCONTENT 493Downloaded by [University of Sydney] at 03:43 12 November 2011 maintainastronger presenceinnewspaper content, withmoremalesourcesroutinelyappearingincontent.OtherInfluencesonNewsContentSeveral theorieshavebeenputforthtoexplainhownewscontentisshapedandformed (see e.g, McCombs, 2004; Shoemaker and Reese, 1996). Gans (2004, p. 79) profiledfive theories that have commonly been used to explain the routines newsgatherers followtocollectandpresentnews:1. Journalist-centered, in which news is shaped by professionals in the news production field.Thisiscommonlyreferredtoasjournalisticbias.2. Organization-centered, where news organizational structures or corporate ownership andprofitmarginsdrivethestoryselection.3. Medium-centered, wherethemassmediumpresentingthenewsdetermineswhatnewswill be presented. For example, television news would select more visual stories to presentroutinely.4. Event-centerednews, orthemirrortheory, inwhichjournalistsmerelyreflecteventsandimagesastheyoccur.5. Source-centerednews, inwhichthesources onwhichjournalists relydeterminewhatnewsispresented.This study focuses heavily onGans idea of medium-centered influence. Morespecifically, wearecomparingmaleandfemalementions betweenbroadcast newsand (online) print news platforms. Prior work has demonstrated that mediaplatformsoftenvaryinthestorieswhichtheyemphasize, as, for exampletelevisionnews is moreinterestedinvisual components thantextual elements (Kaniss, 1991).Choetal. (2003) indicatedthattelevisionnewscoverageof the9/11terroristeventshad more emotional content than print news coverage of the same events,suggesting that mediumdifferences can play a role in the presentation of newscontent.Prior workhasfoundthat akeyindicator of sourcesappearinginnewsstoriesisthejournalist(Armstrong, 2004; PowersandFico, 1994). Gans(2004) notesthattherelationship between journalists and sources often serves as a starting point forreporters indeterminingfromwhominformationis sought. Powers andFico(1994)found that reporters personal judgments about sources were most likely toinfluence source selection over factors including organizational pressure and theprofessional backgroundof thesource. Armstrong(2004) foundthat reporters weremore likely to employ sources of the same gender (as the writer) in their newsstories.However, Silver (1986) arguedthat womenare the subjects of news stories inroughly the same proportion that they appear in positions as newsmakers, indicating thatwhilemenarefeaturedinnewscoverage, itmakessensebecausetheyalsoholdmorepositionsof authoritythanwomen. Similarly, womenareoftenbeingassignedtomorehuman-interestnewsorsofter storiesthanthehard-hittingpiecesthatmalereportersare writing (Lynch, 1993). Liebler and Smith (1997) found that when men and women arewritingaboutthesamesubject, theirstoriesappearverysimilar. Theauthorsassertthatthis is because female writers have been socialized into masculine definitions of494 CORYL.ARMSTRONGANDFANGFANGGAODownloaded by [University of Sydney] at 03:43 12 November 2011 newsworthiness. Even if women have power over their stories, their work looks much likethatoftheirmalecounterparts (1997, p. 65).TwitterasaNewsToolTwitter is a micro-blogging service as well as a social networking website that allowsusers to send messages (termed tweets) about any topic within the 140-character limit andfollow others to receive tweets (Sankaranarayanan et al., 2009). As of July 2009, there weremorethan41millionusersinTwitteranditisgrowingfast(Kwaketal., 2010). Twitterisanalogous to a distributednews wire service (Sankaranarayananet al., 2009). Researchersfoundthatthemajority(over 85percent) of trendingtopicsonTwitter wereheadlinessuchasbreakingnewsorpersistentnewssuchasprofessional sportsteams, cities, andbrands(Kwaketal., 2010).News organizations areusingthetechnological applicationTwitter as atool ofinformationdissemination. CNNbreakingnewsand the NewYork Timeswererevealed torank top 20 in terms of the number of followers, PageRank in following/follower network,andthenumber of retweetsinthediffusionnetworkinTwitter (Kwaket al., 2010). InOctober 2007, during the Southern California wildfires, news organizations such as the LosAngeles Times and San Diego public radio station KPBS used Twitter to disseminate urgentbitsof informationlikeevacuationorders, shelterlocations, andfirefightingprogresstolargegroupsofmobilepeople(Palser, 2009). Similarly, inJanuary2009, thefirstclose-upimageoftheUSAirwaysplanethatplungedintotheHudsonRiverwaspostedandtheinformationwasdistributedthroughTwitterbyauser, JanisKrums(Palser, 2009). Theseup-to-the-minutebreakingtweetsallownewsorganizationstofulfill theirpublicserviceand social responsibility functions (see e.g., Kovach andRosenstiel, 2001), by givingconsumers the necessary information they need to function and react in a crisis. Given thegrowing influence of Twitter, it is even more interesting to see that the US StateDepartment asked Twitter to delay its maintenance to facilitate tech-savvy Iranian citizensto communicate for their protest against the reelection of President MahmoudAhmadinajad, whiletheofficialnewsreportingwasrestrictedbytheIraniangovernment(Morozov, 2009).Whiletheseeventscertainlydonotrepresentthenormfortweets, itappearsthatthenewsindustryhasembracedtheuseofTwitterasawaytoquicklysharenewsanddrive readers to its news sites. Further, Twitter provides for journalists connectionsto thecommunities, tothestoriestheywriteandtootherpeoplethatcanofferhelp(Tenore,2007). Moreover, Twitter can be a community organization tool for the newsrooms (Farhi,2009). It can also be a tool for newspapers to build bonds with readers. It was found that asurprisinglylargenumberofreadersshowedupinalocalbaraftertheywereinvitedonTwitter and Facebook by the Colonel Tribune (Adee, 2008). Hermida claimed that the newbroad, asynchronous, light-weight and always-on system such as Twitter enables peopleto maintain their awareness of news around them, hence giving rise to ambientjournalism, anawareness systemthat offers diverse means tocollect, communicate,share and display news and information, serving diverse purposes . . . on different levels ofengagement (2010, p. 301).GiventheemphasisonTwitter, itseemsthatexaminingtherelationshipbetweengender mentions in tweets and gender mentions in news stories may shed further light onthedisparitybetweenmaleandfemaleportrayals. Arguably, individuals mentionedinTWITTERANDGENDERINNEWSCONTENT 495Downloaded by [University of Sydney] at 03:43 12 November 2011 tweetsaregoingtobeemphasizedinnewsstories, asthetweetsarehighlightingthefocusofthestory. Forexample, somenewsorganizationsuseautomaticTwitterstreamsthatreproducetheheadlinesonstories(Palser, 2009). Headlinesaregeneratedtobringattentiontothemainfocusof thestory. Thus, if menorwomenarementionedinthetweets, theywill likelybeemphasizedinthestoryitself. Itfollowsthenthat apositiverelationshipshouldexist betweenmaleandfemalementions intweets andmaleandfemalementionsinnewsstories.HypothesesandResearchQuestionBasedonthesynthesisofliteratureoutlinedabove, thefollowinghypothesesandresearchquestionwill beexaminedinthisstudy:H1a: Male mentions will appear more frequently than female mentions in newsorganizationtweetsacrossplatformsandcoverageareas.H1b: Malementionswill appearmorefrequentlythanfemalementionsinnewsstoriestweetedacrossplatformsandcoverageareas.H2a: The greater the frequency of female mentions in tweets, the greater the frequencyoffemalementionsinnewsstoriestweeted.H2b: The greater the frequency of male mentions in tweets, the greater the frequency ofmalementionsinnewsstoriestweeted.H3: Male writers will appear more frequently than female writers in news stories tweetedacrossplatformsandcoveragearea.RQ1: Howdomentionsof menandwomencompareacrossplatformsandcoverageareas?MethodsSampleThehypotheses andresearchquestioninthis study wereaddressedthroughacontent analysis inthefall of 2009. Tweets fromsixnewspapers andthreetelevisionstationswerepurposefullychosenfortheanalysis. Theorganizationswerechosenbasedmainly on theircoverage and circulationarea (national, regional and local)to represent abroad geographic range of the United States. A second criterion was that eachorganizationhadtohaveaTwitteraccountthathadbeeninservicefromthebeginningof 2009. The organizations chosen were (national) the New York Times, USA Today and ABCNews; (regional) the San Jose Mercury News, the Minneapolis/St.Paul Star Tribune, WSB-TV,Atlanta, and 9News (Denver, Colorado); and (local) The Anniston Star and Naples Daily News.While we found several partial lists of Twitter accounts for news organizations,1none werecomprehensiveinJuly2009whenthisstudywasconceivedanddeveloped. Thus, ourpurposeful selection attemptedto maximize the difference in location andavailableresources totheorganization, alongwithfocusingonnews agencies whowereearlyadoptersoftheTwitterversefornewsdissemination.This study focused on the main Twitter account distributed by each newsorganization.2This was found either through a listing on the news organizationswebsite or througha searchonthe Twitter website for the individual account (e.g.,496 CORYL.ARMSTRONGANDFANGFANGGAODownloaded by [University of Sydney] at 03:43 12 November 2011 www.twitter.com/nytimes). A search of each account found that tweets were available ontheTwitter sitefor atleast four monthsbeforebeingremovedfromthesite, althoughsome were available for longer than that time period.3A randomly constructed week wascreated from May 1 through August 31, 2009, resulting in the following dates for sampling:Sunday, May24; Monday, August 17; Tuesday, May12; Wednesday, June17; Thursday,July 9; Friday, August 14, and Saturday, June 13. All tweets from those dates were collectedand, using a systematic sample, every ninth tweet was chosen from the news organizationtweets, resultingin40tweetsperorganization.Inourfinal sampleof361tweets, 115werefromnationalnews, 165fromregionalnews and 81 fromlocal news, while 245 tweets came fromnewspaper sites and116came fromtelevisionsites. Twograduate students, includingoneauthor of thisstudy,conductedthecodingofalltweets,andfollowedthelinkscontainedwithinthosetweetstonewsstories, videosandotherinformation. Thefocusofthisanalysisincludesboththeindividual tweets andtheir correspondingnews stories. Inour analysis, 60.7percent of thetweets examinedwereidentical totheaccompanyingstory headlines,whiletheremainingtweets wereoriginallywritten. Wecodedonly news stories thatwerelinkedfromtheinitial tweets, andatthetimeofthecoding, 39linksintweetsdidnot containanewsstory.Individual codingandintercedingreliabilityinformationwillbediscussedbelow.DependentVariableConstructionThemaindependentvariablesinthisanalysisweremaleandfemalementionsinnewsstories. Wecomputedthementionsintoproportionstoallowforeasierandmorethoroughanalytical interpretation(seee.g., Armstrong, 2004; Len-Riosetal., 2005). First,eachstorywascodedforgender,eitherthroughnameorotheridentifyingattributes,bymentions of thefeaturedpersonor persons inthestory, alongwitheachidentifiablesource (Krippendorffs a is 0.74 for male mentions and 0.71 for female mentions). Then, thementions of men(mean4.37, SD4.74) andwomen(mean1.14, SD2.20) weresummedbygenderfor eachstoryanddividedfromthetotal number of mentionsperstorytocreateaproportionforeachgender.Male and female mentions in tweets (Krippendorffs a is 0.81 for male mentions and1.00 for female mentions) were codedin the same manner as other gender-relatedmentions in news stories, but they were not transformed into proportions, mainly becauseofthelowtallies. Theaverageformalementionsintweetswas0.61(SD2.00)andforfemalementionswas0.14(SD0.37).IndependentVariableConstructionCoders talliedthe topic of the tweet (Krippendorffs ais 0.76) andfoundthat26.3percent(N95)oftweetswereaboutcrime, 22percent(N80)wereaboutpublicaffairs/politics, 16.6percent(N60)wereaboutlifestylestoriesand10.0percent(N36)were about sports. The number of men (mean0.44, SD0.51 and women (mean0.26,SD0.46) containedinthestorybylines was tallied(Krippendorffsais 0.91for malewritersand0.85forfemalewriters). Theaveragenumberofparagraphsinthestorywas14.98(SD9.46; Krippendorffs ais0.90).TWITTERANDGENDERINNEWSCONTENT 497Downloaded by [University of Sydney] at 03:43 12 November 2011 ResultsThefirstsetof hypothesespositedthatmaleandfemalementionswouldappearmorefrequentlyinnewsstoriesandtweets, regardlessof mediaplatformor coveragearea. Overall, a paired sample t-test of the male and female mentions in tweets found thatmenwere muchmore likely thanwomentobe mentionedintweets [difference ofmean0.48, SD2.08, t (360) 4.47, pB0.01] and in news stories [difference ofmean3.23, SD4.99, t (322) 11.62, pB0.01]. When the mentions were brokendownbycoverageareaandplatform, malementionsweresignificantlymorelikelythanfemale mentions to appear in all categories (see Tables 1a and Table 1b). Thus, Hypotheses1aand1bweresupported.The second set of hypotheses examined the relationship between gender mentionsintweets andgender mentions innews stories. UsingPearsonbivariatecorrelations,statisticallysignificantrelationshipswerefoundbetweenfemalementionsintweetsandnewsstories(r0.21; pB0.001)andbetweenmalementionsintweetsandnewsstories(r 0.44; pB0.001).As noted in Table 2, significant positive correlations were found between tweets andnews stories for each gender across platforms and coverage areas, except for mentions ofbothgendersinlocal media. Alsonoteworthyisthat all themalementioncorrelationswerestrongerthanfemalementions, exceptfortelevision, wherethesignificantfemalecorrelation(r0.41; pB0.01) wasstronger thanthemalecorrelation(r0.25; pB0.01).Fromthese results, Hypothesis 2b was supported and Hypothesis 2a was partiallysupported.Results shown in Table 3 suggest that male writers were significantly more frequentthanfemalewritersfornewspapers[differenceofmean0.22, SD2.21, t(221) 3.77,pB0.01], national media[differenceof mean0.29, SD0.81, t(106) 3.69, pB0.001]and regional media [difference of mean0.18, SD0.82, t (152) 2.66, pB0.01].However, nosignificant differences inthegender of thewriter were foundfor localmedia[differenceof mean0.00, SD0.83, t (64) 0.00, p1.00] or televisionnews[differenceofmean0.10, SD0.74, t(104) 1.32, pB0.19]. Thus, thethirdhypothesiswaspartiallysupported.Our final researchquestioncomparedhowmaleandfemalementions compareacross platforms and coverage areas. To examine this idea, two hierarchical linearregressions were conducted, using male and female mentions as the dependent variables(see Table 4). The first block of the regressions focused on the media platforms, coverageareas andnumber of graphs inthestories. Statisticallysignificant final betas for maleTABLE1aPairedsamplet-testsofmaleandfemalementionsintweetsacrossplatformsandregionsMalementionsFemalementionsMean SD Mean SD df t pNewspaper(N245) 0.67 2.38 0.12 0.35 244 3.63 0.000TV(N116) 0.48 0.69 0.17 0.42 115 4.20 0.000Nationmedia(N115) 0.70 3.20 0.10 0.32 114 2.00 0.048Regionmedia(N165) 0.70 1.20 0.21 0.45 164 5.04 0.000Localmedia(N81) 0.32 0.54 0.05 0.22 80 4.13 0.000498 CORYL.ARMSTRONGANDFANGFANGGAODownloaded by [University of Sydney] at 03:43 12 November 2011 mentionswerefoundfornational news(b0.23, pB0.05), mediaplatform(b0.14,pB0.05), and length of story (b0.15, pB0.01). No statistically significant final betas werefound for female mentions of the first block. The second block focused on story topics andstatisticallysignificant findings for femalementions werefoundfor sports (b0.13,pB0.05) andlifestyle(b0.15, pB0.05). Formalementions, sportstopicshadtheonlystatisticallysignificantbeta(b0.21, pB0.01).Finally, the third block added to the analysis the relationship between the gender ofthe writer of the story and the gender mentions in tweets. Statistically significant betas forfemalementionswerefemalesintweets(b0.30, pB0.01)andfemalewriters(b0.16,pB0.05). For malementions, malementions intweets (b0.12, pB0.05) andfemalementionsintweets(b0.14, pB0.05)werestatisticallysignificantintheanalysis. Theanalysis for female mentions accounted for 19.5 percent of the variance in its model, whiletheanalysisformalementionsaccountedfor17.9percentofthevariance, including9.3percentinthefirstblock.DiscussionThis study examined howmedia platform, coverage area and Twitter tweetsinfluenced male and female mentions in news stories. Results indicated a positiverelationshipbetweenmaleandfemaleportrayalsintweetsandsubsequentportrayalsinnews content. Further, male mentions were more likely to appear in national news storiesthanspecificregionsandmorefrequentlythanfemalementionsinprintmedia. Finally,TABLE1bPairedsamplet-tests of maleandfemalementions innews stories across platforms andregionsMalementionsFemalementionsMean SD Mean SD df t pNewspaper(N218) 4.94 5.13 1.21 2.48 217 9.98 0.000TV(N104) 3.16 3.53 0.99 1.43 103 6.52 0.000Nationmedia(N107) 6.47 6.34 1.21 2.01 106 8.40 0.000Regionmedia(N150) 3.38 3.37 1.19 2.59 149 7.02 0.000Localmedia(N65) 3.20 2.99 0.91 1.37 64 5.57 0.000TABLE2Bivariate correlations betweenmale/female mentions intweets andnews stories acrossplatformandcoverageareaFemalementions MalementionsNewspaper(N218) 0.15* 0.47**TV(N104) 0.41** 0.25**Nationmedia(N107) 0.24* 0.49***Regionmedia(N150) 0.20* 0.42**Localmedia(N65) 0.08 0.24Significancestatisticsarefortwo-tailedtests.*pB0.05,**pB0.01,***pB0.001.TWITTERANDGENDERINNEWSCONTENT 499Downloaded by [University of Sydney] at 03:43 12 November 2011 and perhaps most importantly, it appears from these findings that news organizations arefollowingthesamegenderedpatternsintheirnewsdisseminationtools, whichsuggeststhat they may not be trying to broaden their appeal to attract a female audience. Each ofthesefindingswillbediscussedbelow.One of the key results of this analysis indicated that the presence of men or womenin news tweets was a significant predictor of the presence of the same gender within newsstories. Onthesurfacethisfindingmayseemobvious, butthisrelationshipunderscoresthe larger gender disparity that continues in news content. Tweets are generally employedby news organizations to summarize the particulars of a news story*thus, to highlight thepoints of emphasis in the story. Therefore, if the tweets contain female mentions, they areTABLE4Hierarchical linear regression predicting the frequency of mentions by gender acrossplatformsandcoverageareaFemalementions MalementionsIndependentvariables Final b Variance(%) Final b Variance(%)Block1Nationalnews 0.05 0.23*Regionalnews 0.05 0.09Newsplatform(TV high) 0.10 0.14*Lengthofstory 0.08 0.15**IncrementalR2(%) 2.1 9.3**Block2Politicaltopic 0.01 0.09Sportstopic 0.13* 0.21**Lifestyletopic 0.15* 0.04Crimetopic 0.07 0.13$IncrementalR2(%) 7.2** 5.3**Block3Malewriter 0.02 0.05Menintweet 0.05 0.12*Femalewriter 0.16** 0.02Womenintweet 0.30** 0.14*IncrementalR2(%) 10.2** 3.3*TotalR219.5** 17.9**N361.Significancestatisticsarefortwo-tailedtests.$pB0.10,*p B0.05,**pB0.01.TABLE3Pairedsamplet-testscomparinggenderoftheauthoracrossplatformsandcoverageareaMalebyline FemalebylineMean SD Mean SD t pNewspaper(N221) 0.49 0.55 0.27 0.47 3.77 0.000TV(N104) 0.35 0.46 0.25 0.54 1.32 0.191Nationmedia(N107) 0.46 0.59 0.17 0.40 3.69 0.000Regionmedia(N153) 0.48 0.55 0.30 0.49 2.66 0.009Localmedia(N65) 0.34 0.48 0.34 0.48 0.00 1.000500 CORYL.ARMSTRONGANDFANGFANGGAODownloaded by [University of Sydney] at 03:43 12 November 2011 likely being emphasized in the stories; conversely, if male mentions are in the tweets, theyarelikelybeingemphasizedinthestories.Twitter is anewtechnological tool of informationdissemination. It is thehotvehicle of news now, in much the same way as special newspaper editions, television newscrawls,thebreakingnewsemail, andRSS(realsimple syndication)feedshavefunctionedpreviously(and, presently, tosomeextent). IfTwitteristhepopularandefficientwaytogathernewsforanaudience, thenanexaminationofitscontentisimportant. Itappearsfromthis analysis that eventhenewest technology follows thepathof other mediacontent, emphasizingmenmorethanwomen. Or, tospinit another way, newstopicsinvolvingmenreceivemoreemphasisthanthoseinvolvingwomen.WhatmakesthisissueparticularlysignificantisthatnewsagenciescouldbeusingTwitter togarner a more female-centeredaudience. Not only is content more male-focused, but organizations appear to be falling short in employing new media technology.AstudyfromHarvardBusinessReviewfoundthatwomenusersheldaslightmajorityonTwitter,representing55percent ofTwitter usersasof May2009;however,different fromothersocialnetworkslikeFacebookwheremostactivitieswerewomen-centered,Twitteris quite male-skewed, as men andwomen tweetedat the same rate but men had15percentmorefollowersthanwomen(HeilandPiskorski, 2009). Giventhatourfindingdemonstratedthereweremoretweetsandnewsfromnewsorganizationsemphasizingmen, it seems possiblethenews delivery andnews consumptiononTwitter will beincreasinglymale-skewed, providinglessspaceforfemaleperspectivesandcertainlynotattractingmorefemalefollowers.In a nutshell, then, it appears that news agencies are not taking advantage of socialmedia to attract an audience that traditionally has not been a focus in news content. Whilewomenarecertainlyemployingsocial mediasuchasTwitterasameanstogatherandshare information, news producers are not making strides toward capturing that audience.Our findings indicated that 60.7 percent of tweets were identical to story headlines, whichmeans they were likely disseminated through an automatic feed to Twitter. It appears thatinsteadof creatingnewcontent tofit the newtechnology andaudience, the newsorganizations are trying to fit the same content into a new dissemination tool, which maynot be the best strategy. This finding supports prior work by Thiel-Stern (2006), suggestingthatthesamegenderhierarchyexistedinonlinenewsthatexistedintraditionalnews. Itappears that some of the same practices are occurring with Twitter feeds. Future researchshouldfurtherinvestigatethisidea.The findings fromHypothesis 1a and 1b indicate that male mentions weresignificantlymorelikelythanfemalestoappearinbothtweetsandnewsstoriesacrossall platforms and coverage areas. This study then replicates the myriad of prior findings ofmale dominance innews content (Armstrong, 2004; Zoch andTurk, 1998), but alsoextends knowledge of these findings into a new area*Twitter feeds. We argue that thesefindings occur for tworeasons: first, maledominanceinnews content is still ahugeproblem, and, frankly, despite the well-documented nature of that disparity, little has beendonetocombattheproblem. WhileprogramssuchasGannettNewsCo.sAll-AmericanDiversity Award4reward news coverage which demonstrates racial and gender diversity incontent, these showcases are rare and often not well-supported. The second reason is thatsome news organizations have not put effort into developing unique content into tweets.SomenewsorganizationshavetheirheadlinesautomaticallyfeedintoaTwitterstream,while others have types of automated content that does not factor in any real changes toTWITTERANDGENDERINNEWSCONTENT 501Downloaded by [University of Sydney] at 03:43 12 November 2011 their traditional news content (Palser, 2009). As a result, the same stark gender disparitiesfavoring men found in newspaper and television news stories are being simply transferredtoTwitter.Thisstudyattemptedtoisolatepredictorsoffemaleandmalementionsbymediaplatformandcoveragearea. Findingsindicatedthatalthoughmalementionsweremorefrequentthanfemalementionsinall situations, somedifferencesexist. Forexample, inlocal media, no correlation exists between gender mentions in tweets and gendermentionsinnewsstoriesandnodifferenceexistsbetweenthefrequencyof maleandfemale bylines. Possibly, as noted in prior work, there were stronger socialization pressuresat largernewspaperstopromote samenessinjournalisticroutines,withmale andfemalereporters showingmoresimilar reportingpatterns toconformtothemale-dominatedmechanism (Rodgers and Thorson, 2003). Apart from local media, the strongestcorrelations between tweets and news stories appeared for male mentions, excepttelevision, wherethecorrelationbetweenfemalementions intweetsandstories weremorecorrelated.Further, it appears that some platform and coverage area differences exist in terms ofthe gender of the reporter as well. Our findings indicated that male bylines were more likelyto appear than female bylines in national and regional media, as well as newspapersas agroup, whichisconsistentwithpreviousstudiesshowinganoverrepresentationofmalereporters and sources in print news coverage (Rodgers et al., 2000). However, no significantdifferenceswerefoundforlocal mediaorfortelevisionasaplatform. Whilewecannotinterpret non-significant relationships, it does appear from the results perhaps the genderdisparity may be more contextual than comprehensive. For example, in television, reportersand anchors are seen, so parity may more noticeable. With local media, perhaps the lowerpay and less available resources keeps the scales pretty balanced. Within our results, we cannote that in all significant relationships, male writers appeared more frequently than femalewriters. Since these appeared to be news stories being disseminated through Twitter, theseare the stories being emphasized by the news agencies.LimitationsandFutureDirectionsAfewcaveatsarenecessaryforthisinitial research. First, thisstudyexaminedninenews outlets, which certainly limits its generalizability. In addition, we sampled from eachnewsoutletoverafour-monthperiod, sowedonothaveafull lookathowthetweetslookedoverothermonthsoftheyear. Finally, weonlyexaminednewsstoriesthatwerelinked from the tweets that were culled, so our study is not a comprehensive look at newscontentinthesenewsagencies.Despitetheselimitations, thisstudyreplicates andextends prior workingenderresearchalongwithmasscommunicationscholarship. Our findingsareoneof thefirststudies to examine how the use of Twitter by news agencies connects to its overall newscontent. We alsohave beenable toexpandprior work lookingat howwomenareportrayed in news content and how the gender disparity shifts in context butyetcontinuesinmainstreamnewscontent. Finally, webelievethatbecauseofTwittersrelativenewness as adisseminationtool for news content, practitioners will findusein our content analysis of hownews agencies employ it to showcase its overallcoverage.502 CORYL.ARMSTRONGANDFANGFANGGAODownloaded by [University of Sydney] at 03:43 12 November 2011 NOTES1. The following sites listed some twitter accounts for news organizations. 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