Key:
[ , ] Wareeriyay Algorithmic dhibaato la Flu Isbeddellada Google. Read warqada by Lazer et al. (2014) , iyo qori gaaban, email cad u injineer ah ee Google u sharaxay dhibaatada iyo qurbaan fikrad ah sida si uu u xaliyo dhibaatada.
[ ] Bollen, Mao, and Zeng (2011) ayaa sheegay in xogta laga Twitter waxaa loo isticmaali karaa in la saadaaliyo suuqa saamiyada. Natiijadan ayaa keentay in la abuuro of a deyr fund-Derwent Capital Suuqyada-in ay maal suuqa saamiyada ku saleysan xogta laga soo ururiyey Twitter (Jordan 2010) . Maxaa caddayn aad rabto in aad ku aragto ka hor inta aad lacag ku fund in?
[ ] Iyada oo qaar ka mid ah dooda caafimaadka dadweynaha baraf e-sigaarka sida gargaar wax ku ool ah la joojiyo sigaar cabidda, kuwa kale ka digay khatarta ka iman karta, sida ku-heerar sare oo nicotine. Ka soo qaad in cilmibaadhis ku go'aansado inuu ka baran opinion dadweynaha xagga e-sigaarka by ururinta e-sigaarka la xiriira posts Twitter iyo qabashada falanqaynta caadifo.
[ ] In November 2009, Twitter bedelay su'aasha sanduuqa Tweet ka "Maxaad samaynaysaan oo aad?" Si "Maxaa dhacaya?" (Https://blog.twitter.com/2009/whats-happening).
[ ] Kwak et al. (2010) falanqeeyay 41.7 million profiles user, 1.47 bilyan oo xiriirka bulshada, 4262 mowduucyo Daalacanayo, iyo 106 million tweets oo u dhexeeya 6-dii June iyo June 31, 2009 Iyadoo ku salaysan falanqaynta waxay soo gabagabeeyey in Twitter adeegaa in sida dhexdhexaad cusub oo macluumaad la wadaago ka badan network bulshada.
[ ] "Retweets" ayaa badanaa loo isticmaalaa in lagu cabbiro saameynta iyo faafin of saamaynta on Twitter. Markii hore, dadka isticmaala lahaa in aad nuqulka iyo paste Tweet ay jeclaa, sumad qoraaga asalka la isaga / iyada riixo, oo gacanta ku qor "RT" ka hor inta Tweet ah si ay u muujiyaan in ay twitter ah. Markaas, 2009 Twitter ku daray badhan "Document". In June 2016, Twitter u suurta geliyay in dadka isticmaala inay Document tweets iyaga u gaar ah (https://twitter.com/twitter/status/742749353689780224). Ma u malaynaysaa in isbedel waa in saameyn sida aad u isticmaali "retweets" ee cilmi-baarista? Maxaad ama maxaa diidaya?
[ , , ] Michel et al. (2011) dhisay gulkroppshormon a soo baxaya ka dadaal Google ayaa si digitize buugaagta. Isticmaalka version hore ee gulkroppshormon ah, kaas oo la daabacay 2009 iyo ku jira in ka badan 5 million buugaagta si digital ah, qorayaasha falanqeeyay noqnoqoshada isticmaalka ereyga si ay u baaraan isbedel luqadaha iyo isbeddellada dhaqan. Soon Books cidda qortay Google waxay noqotay il xogta caan ah oo cilmi, iyo version a 2nd of database la sii daayay sanadkii 2012.
Si kastaba ha ahaatee, Pechenick, Danforth, and Dodds (2015) ka digay in cilmi u baahan tahay in ay si buuxda sifaha habka sampling of gulkroppshormon ah ka hor inta la isticmaalayo waayo gunaanad ballaadhan. Arinka u muhiimsan waa in gulkroppshormon waa maktabad-sida, oo ay ku jiraan mid ka mid ah buug kasta. Sidaas darteed, shaqsi ahaan, qoraaga goolasha waa ay awoodaan in ay dareemi geliso weedho cusub ereyada Google Kutubta. Oo weliba, qoraalada sayniska noqonaya qayb kordheeysa nuxurkiisa gulkroppshormon oo dhan 1900. Intaa waxaa dheer, by barbar laba nooc oo Ingiriisi ah adkayd Fiction, Pechenick et al. cadayn ogaaday in shaandhaynta filnayn waxaa loo isticmaalay in saara version ugu horeysay. Dhammaan xogta loo baahan yahay waxqabad waxaa laga heli karaa halkan: http://storage.googleapis.com/books/ngrams/books/datasetsv2.html
[ , , , ] Penney (2016) baadhayaa in sumcad baahsan oo ku saabsan NSA socoshada / PRISM (ie, aayaadka Snowden) ee June 2013 waxa uu la xidhiidhaa hoos u af badan oo lama filaan ah in gaadiidka in articles Wikipedia ku saabsan mawduucyo kor walaac gaarka ah. Haddii ay sidaas tahay, is-beddelkaan in dhaqanka noqon lahaa waafaqsan saamayn horjoogsado ka dhasha surveillance mass. Habka of Penney (2016) waxaa mararka qaarkood loo yaqaan ah design taxane waqtiga kala gooyey oo la xiriira hababka ee cutubka ku saabsan Qiyaasidda tijaabo ka data dheehidda (Qaybta 2.4.3).
Si aad u doorato keywords mawduuca, Penney gudbiyo liiska isticmaalaan US Department of Homeland Security u ah la socodka iyo kormeerka warbaahinta bulshada. Liiska DHS The categorizes shuruudaha search qaarkood galay arimo kala duwan, tusaale ahaan "Concern Health," "Security Kaabayaasha," iyo "Argagixisada." Waayo, kooxda daraasadda, Penney isticmaalay siddeed iyo afartan keywords la xiriira "Argagixisada" (eeg Shaxda 8 Lifaaqa). Ka dibna wuxuu darka Wikipedia article view dacwadood ee ku salysan bishiiba u dhiganta siddeed iyo afartan articles Wikipedia muddo laba iyo soddon bil, tan iyo bilowgii of January 2012 ilaa dhammaadka August 2014. Si loo xoojiyo oo uu muran, sidoo kale wuxuu abuuray dhowr barbardhigo kooxaha by raad views article ku saabsan mawduucyo kale.
Hadda, aad u faa'ideysan iyo kordhiyo Penney (2016) . Dhammaan xogta ceeriin in aad u baahan doontaa hawshani waa ka Wikipedia (https://dumps.wikimedia.org/other/pagecounts-raw/) la heli karo. Ama waxaad ka wikipediatrend ku xirmo R heli kartaa (Meissner and Team 2016) . Marka aad ku qori-up jawaabahaaga, fadlan ogow oo xogta ilaha aad loo isticmaalo. (Fiiro gaar ah: Hawshan isla sidoo kale u muuqataa in cutubka 6)
[ ] Efrati (2016) wararka, ku salaysan macluumaad qarsoodi ah, in "wadarta qaybsiga" on Facebook ayaa hoos u dhacay oo ku saabsan 5.5% sanadkii sanadkii halka "qaybsiga warbaahinta asalka ah" hoos u ahayd 21% sanad ka badan sanad. hoos u dhaca Tani waxa ay ahayd gaar ahaan ba'an la isticmaala Facebook ka yar 30 sano jir. Warbixinta ayaa u sabab ah hoos u dhaca si ay u laba arrimood. Mid ka mid ah waa koritaanka in tirada "saaxiibada" dadka waxay leeyihiin on Facebook. kale waxay tahay in qaar ka mid ah hawl-qaybsiga ayaa ku yimiday oo loo fariimaha iyo in tartamaya sida SnapChat. Warbixinta ayaa sidoo kale shaaca ka qaaday xeeladaha dhowr Facebook ayaa isku dayay in uu kor u qaado qaybsiga, oo ay ku jirto uga faaidaysan geynta Feed News dhigi posts asalka dheeraad ah oo caan ah, iyo sidoo kale xasuusin soo noqnoqda ee asalka users "Maalinta Tani" dhowr sano ka hor posts. Waa maxay saamaynta, haddii ay jirto, ma natiijooyinka waxay leeyihiin waayo cilmi kuwaas oo doonaya in ay isticmaalaan Facebook sida il xog ah?
[ ] Tumasjan et al. (2010) sheegay tiro in of tweets xusay xisbi siyaasadeed kulan saamiga of votes in xisbiga helay doorashadii baarlamaanka Jarmalka ee 2009 (Jaantuska 2.9). In si kale loo dhigo, waxa muuqatay in aad isticmaali karto Twitter in la saadaaliyo doorashada. Isla mar daraasaddan waxaa la daabacay waxaa loo tixgeliyaa mid aad u xiiso badan sababtoo ah waxa ay u muuqatay in ay soo jeedin isticmaalka qaali ah oo il caadiga ah ee xogta weyn.
Marka la eego sifooyinka xun xogta weyn, si kastaba ha ahaatee, waa in aad isla markiiba u noqon ka walaacsan natiijadan. Jarmalka on Twitter in 2009 ay ahaayeen arrin koox aan wakiil, iyo taageerayaasha mid ka mid ah xisbiga tweet laga yaabaa in ku saabsan siyaasadda marar badan. Sidaas darteed, waxa ay u muuqataa yaab leh in oo dhan eexasho suurto gal ah in aad ka fekeri karaa bartey joojin lahaa. Dhab ahaantii, natiijooyinka ee Tumasjan et al. (2010) soo baxay in ay aad u wanaagsan tahay in uu noqdo mid run ah. In ay warqad, Tumasjan et al. (2010) tixgeliyo lix xisbiyada siyaasadda, Christian Democrats (CDU), Christian xisbiga Sooshal dimuqraadiga (CSU), SPD, Libaraalka (FDP), Left The (dhinta Linke), iyo xisbiga Doogga (Grüne). Si kastaba ha ahaatee, xisbiga ugu xusan Jarmal siyaasadeed on Twitter wakhtigaas ahaa xisbiga burcad (Piraten), xaflad in dagaalama xeerka dawladda ee internetka. Marka xisbiga burcad waxaa ka mid ah falanqaynta, Twitter sheegaye noqdo saadaaliye ah kuwa cabsida leh ee natiijada doorashada (Jaantuska 2.9) (Jungherr, Jürgens, and Schoen 2012) .
Ka dibna, cilmi kale oo caalamka ah ayaa loo isticmaalaa habab-sida fancier sida la isticmaalayo falanqaynta caadifo in la kala saaro togan iyo kuwa taban sheegaye oo ka mid ah dhinacyada-si loo horumariyo awooda xogta Twitter in la saadaaliyo noocyo kala duwan oo noocyo kala duwan oo doorashada (Gayo-Avello 2013; Jungherr 2015, Ch. 7.) . Halkan sida Huberty (2015) soo koobay natiijada oo ka mid ah isku dayga in la saadaaliyo doorashada:
"Dhamaan hababka oddoroska yaqaan ku salaysan warbaahinta bulshada ayaa ku guuldareysatay markii sakhiray in dalabka run oddoroska doorashooyinka mustaqbalka eegaya. Guuldarrooyin Kuwani u muuqdaan in ay sabab u tahay sifooyinka aasaasiga ah ee warbaahinta bulshada, intii ay ku adag tahay habka ama algorithmic. Marka la soo koobo, warbaahinta bulshada, ma sameeyo, iyo malaha marnaba doonaa, bixiyaan deggan, aan eex lahayn, sawir ka wakiil ah codbixiyayaasha, iyo baarka habboonaan ee warbaahinta bulshada ka maqan xog ku filan si uu u xaliyo dhibaatooyinkan boostada hoc. "
Read qaar ka mid ah cilmi baaris taas oo u horseedi Huberty (2015) in ay go'aankaas gaadhaan, oo waxaad ku qortaa hal bog qoraal in musharax siyaasadeed ku tilmaamay haddii iyo sida Twitter waa in loo isticmaalaa Saadaasha doorashada.
[ ] Waa maxay farqiga u dhexeeya sociologist iyo taariikhyahan ah? Sida laga soo xigtay Goldthorpe (1991) , farqiga ugu weyn ee u dhexeeya sociologist iyo taariikhyahan ah waa gacanta xog ururinta. Taariikhyahanada ayaa lagu qasbay in ay isticmaalaan Mala'igtu halka sociologists hanatid karaan xog ururinta si ujeedooyin gaar ah. Read Goldthorpe (1991) . Sidee farqiga u dhexeeya cilmiga iyo taariikhda la xidhiidha fikradda ah Custommades iyo Readymades?
[ ] Dhisida su'aasha hore, Goldthorpe (1991) seefqaad ah tiro ka mid ah jawaabaha muhiim ah, oo ay ku jiraan mid ka Nicky Hart (1994) in loolan u kaliyeeli Goldthorpe ee in uu u qaabeeyo xogta sameeyey. Si loo caddeeyo xuduudaha u iman kara xogta dawaarle-dhigay, Hart ku tilmaamay Shaqaalaha Mashruuca loo nicmeeyay, baadhitaan badan oo ah inay ku qiyaasto xidhiidhka ka dhexeeya dabaqadda bulshada iyo codbixinta in ay fuliyeen Goldthorpe iyo asxaabta ee bartamihii 1960-. Sida mid ka aqoonyahan ah oo loogu talagalay fadilay xog badan xogta laga helay ka fili karto, Mashruuca loo nicmeeyay anagu Shaqaalaha ururiyey xogta taas waxaa loogu talo galay in wax laga qabto aragti uu dhawaan jeediyay oo ku saabsan mustaqbalka ee fasalka bulshada ee Zaman ah ee sii kordhaya heerka nolosha. Laakiin, Goldthorpe iyo asxaabtii bartey "halmaamay" si ay u ururiyaan macluumaad ku saabsan hab-dhaqanka cod-bixinta ee haweenka ah. Halkan sida Nicky Hart (1994) goobayaa dhacdo oo dhan:
". . . waxaa [waa] adag si looga fogaado soo gunaanaday in dumarka laga saaray sababtoo ah 'dawaarle dhigay' dataset waxaa ku egtahay by macquulka ah paradigmatic oo laga saaray aragnimo dhaddig. Degani riyo ku teori miyir fasalka iyo ficil sida walwalka lab. . . , Goldthorpe iyo asxaabtii uu dhisay go'an of xujooyin taaban karo taas oo quudin iyo waxa kobciya malahooda teori u gaar ah halkii ay iyaga ku tiriska in baaritaan sax ah ee filnaanshaha. "
Hart raaciyay:
"Natiijooyinka taaban karo of Project Shaqaalaha loo nicmeeyay anagu badan oo ku saabsan qiyamka masculinist ee cilmiga bartamihii qarnigii-noo sheeg badan ay ku wargeliyaan habka of stratification, siyaasadda iyo nolosha wax."
Ma xasuusan kartaa tusaalooyin kale oo data dawaarle-dhigay ururinta leeyahay eexasho ah ururiyaha xogta dhisay waxay u geliyey? Sidee this barbardhigaan Wareeriyay algorithmic? Waa maxay saamaynta ku yeelan karaan marka cilmi waa in ay isticmaalaan Readymades iyo goorta ay tahay in ay isticmaalaan Custommades?
[ ] Cutubkan, waxaan barbar xogta ay soo uruuriyaan cilmi waayo cilmi leh diiwaanka maamulka abuuray shirkado iyo dowlado. Dadka qaarkood waxay ugu yeedhaan, kuwaas oo diiwaanka maamulka "helay xogta," taas oo ay iska leh "data loogu talagalay." Waa run in diiwaanka maamulka waxaa la helay by cilmi, laakiin waxay sidoo kale heer sare ah loogu talagalay. Tusaale ahaan, shirkadaha casriga casriga ah ku qaataan xaddi weyn oo waqti iyo khayraadka si ay u ururiyaan iyo xogta buuxda ay. Sidaas darteed, kuwaas oo diiwaanka maamulka ayaa labadaba la helay iyo loogu talagalay, waxay ku xiran tahay oo kaliya on your aragti (Jaantuska 2.10).
Bixi tusaale ka mid ah ilaha xogta meesha arkaan labada sida laga helay oo loogu tala galay waa waxtar leh marka la isticmaalayo ilaha xogta cilmi in.
[ ] In maqaalka ah fekeray, Christian Sandvig iyo Eszter Hargittai (2015) tilmaami laba nooc oo ah cilmi-digital, halkaas oo nidaamka digital waa "qalab" ama "wax waxbarasho." Tusaale ka mid ah nooca ugu horeysay ee daraasadda waxaa halkaas Bengtsson iyo asxaabtii (2011) loo isticmaalo xogta telefoonka gacanta si ay ula socdaan socdaalka dhulgariirkii Haiti ee 2010 ka dib markii tusaale ka mid ah nooca labaad waa meesha Jensen (2007) waxbarashada sida hordhaca ah ee telefoonada gacanta Kerala oo dhan, India saamaysay hawlaha suuqa kalluunka. Waxaan ka heli this waxtar leh, sababtoo ah waxaa caddaynaya in waxbarashada la isticmaalayo ilaha xogta digital yeelan karaan gool arrin oo kala duwan, xitaa haddii ay isticmaalayaan nooc ka mid ah ilaha xogta. Si loo kala soocin waxan sii caddeeyo, waxa ay sharaxayaan afar waxbarashada in aad u aragtay, laba in ay isticmaalaan nidaam digital sida qalab iyo laba in ay isticmaalaan nidaam digital sida shay waxbarasho. Waxaad ka cutubkan isticmaali kartaa tusaalooyin haddii aad rabto.