Ukusatshalaliswa kwangempela kwemiphumela yezivivinyo
Uhlobo lwakho lobuntu luvame kangakanani ngempela? Lokhu kungukusatshalaliswa kwemiphumela okuqotho ngokwedatha yethu siqu, okubalwe ezinhlolweni ze-JobCannon eziqediwe ezingu-244,673, kuzo zonke izivivinyo ezingu-18 — hhayi izibalo ezisezincwadini zokufunda noma izinhlolovo zomphakathi.
- 18
- Izinhlolo
- 244,673
- Izivivinyo eziqediwe
- 117
- Izinhlobo zemiphumela
- 22
- Izilimi
Amanani ashicilelwe okuvama kwezinhlobo ngokuvamile azuzwa ngefa: isampula yokulinganisa eyaqoqwa emashumini eminyaka adlule, icashunwa umthombo owodwa, bese icashunwa kulowo mthombo kuze kube yilapho isampula yokuqala isikude ngezingcaphuno ezintathu futhi kungekho noyedwa oyibala kabusha. Lawa wona abaliwe. Yonke ingxenye kuwo wonke amakhasi angezansi ivela kuthebula lemiphumela elihlala livuselelwa, ibalwa kabusha ngokohlelo olunqunyiwe futhi ifakwe usuku eyathathwa ngalo — 2026-09-29 ezibalweni ozifundayo manje.
Okungavamile lapha yizilimi ezingu-22. Izivivinyo ezingu-18 kwezingu-18 ezilapha zaphendulwa ngolimi olungaphezu kolulodwa, ngemibuzo efanayo nekhodi efanayo yokubala amaphuzu kuzo zonke izinhlangothi, okwenza amakholomu akwazi ukuqhathaniswa ngendlela engakaze ibe khona ezifundweni zikazwelonke ezenziwa ngokwehlukana. Ikhasi lesivivinyo ngasinye lisho ukuthi ingxenye yomphumela waso ovame kakhulu ihluka kangakanani ngempela phakathi kolimi lapho iphezulu khona nolimi lapho iphansi khona.
I-Jungian Archetype
n = 44,258- Ovame kakhulu
- Umdali (15.2%)
- Ongavamile kakhulu
- Umbusi (3.4%)
- Izinhlobo zemiphumela
- 12 · izilimi ezingu-11
Isilwane Somoya
n = 43,502- Ovame kakhulu
- Impisi (26.0%)
- Ongavamile kakhulu
- Ibhubesi (3.6%)
- Izinhlobo zemiphumela
- 8 · izilimi ezingu-21
I-MBTI
n = 39,944- Ovame kakhulu
- ISTJ — Umphathi Wezokuthutha (24.7%)
- Ongavamile kakhulu
- ENTJ — Umlawuli (1.6%)
- Izinhlobo zemiphumela
- 16 · izilimi ezingu-16
Izindlela Ezi-8 Zokucabanga (Ukuhlakanipha Okuningi)
n = 20,318- Ovame kakhulu
- Ubuhlakani Bomzimba (19.3%)
- Ongavamile kakhulu
- Ubuhlakani Bemvelo (5.0%)
- Izinhlobo zemiphumela
- 8 · izilimi ezingu-11
Isivivinyo Sendlela Yokufunda
n = 14,570- Ovame kakhulu
- Umfundi Ofunda Ngokubona (43.1%)
- Ongavamile kakhulu
- Umfundi Ofunda Ngokwenza (14.1%)
- Izinhlobo zemiphumela
- 4 · izilimi ezingu-9
I-DISC
n = 11,088- Ovame kakhulu
- Ukuzinza (29.1%)
- Ongavamile kakhulu
- Ithonya (19.0%)
- Izinhlobo zemiphumela
- 4 · izilimi ezingu-12
I-Enneagram
n = 10,639- Ovame kakhulu
- Uhlobo 5 — Umphenyi (25.9%)
- Ongavamile kakhulu
- Uhlobo 9 — Umlamuli (3.3%)
- Izinhlobo zemiphumela
- 9 · izilimi ezingu-13
Isivivinyo se-EQ
n = 9,899- Ovame kakhulu
- Ukuzazi (40.3%)
- Ongavamile kakhulu
- Amakhono Okuhlalisana (11.3%)
- Izinhlobo zemiphumela
- 4 · izilimi ezingu-11
I-Big Five
n = 9,792- Ovame kakhulu
- Ukuvulekela Ukuhlangenwe Nakho Okusha (32.2%)
- Ongavamile kakhulu
- I-Extraversion (5.4%)
- Izinhlobo zemiphumela
- 5 · izilimi ezingu-14
Isimo Sengqondo
n = 9,709- Ovame kakhulu
- Melancholic, Umcabangi (29.6%)
- Ongavamile kakhulu
- Choleric, Umkhuzi (16.9%)
- Izinhlobo zemiphumela
- 4 · izilimi ezingu-10
Izilimi Zothando
n = 6,546- Ovame kakhulu
- Amazwi Okukhuthaza (31.6%)
- Ongavamile kakhulu
- Isikhathi Esiyigugu (10.3%)
- Izinhlobo zemiphumela
- 5 · izilimi ezingu-9
Isivivinyo Sendlela Yokuxhumana
n = 4,532- Ovame kakhulu
- Umuntu Oxhumana Ngokuqinile (62.3%)
- Ongavamile kakhulu
- Umuntu Oxhumana Ngolaka (9.9%)
- Izinhlobo zemiphumela
- 4 · izilimi ezingu-4
Ukuthambekela Kokuziphatha
n = 4,316- Ovame kakhulu
- Neutral Evil, Umenzi Wobubi (20.0%)
- Ongavamile kakhulu
- Chaotic Good, Iqhawe Elivukelayo (4.8%)
- Izinhlobo zemiphumela
- 9 · izilimi ezingu-3
Isivivinyo Sobuntu Bohlobo A / Bohlobo B
n = 4,179- Ovame kakhulu
- Uhlobo B — Ozinzile Nonejubane Elilinganayo (39.9%)
- Ongavamile kakhulu
- Uhlobo A — Ozimisele Nonejubane Eliphezulu (22.8%)
- Izinhlobo zemiphumela
- 3 · izilimi ezingu-6
Izici Ezintathu Ezimnyama
n = 3,250- Ovame kakhulu
- I-Machiavellianism (51.9%)
- Ongavamile kakhulu
- I-psychopathy (7.1%)
- Izinhlobo zemiphumela
- 3 · izilimi ezingu-10
Izindlela Zokunamathela
n = 3,045- Ovame kakhulu
- Onovalo (38.7%)
- Ongavamile kakhulu
- Owesabayo Nogwemayo (10.6%)
- Izinhlobo zemiphumela
- 4 · izilimi ezingu-6
Izindlela Zokubhekana Nezingxabano
n = 2,988- Ovame kakhulu
- Ukuxazulula Ndawonye (49.5%)
- Ongavamile kakhulu
- Ukugwema Ingxabano (5.9%)
- Izinhlobo zemiphumela
- 5 · izilimi ezingu-4
Ukuhlolwa Kwamagugu
n = 2,098- Ovame kakhulu
- Ukuvikeleka (22.6%)
- Ongavamile kakhulu
- Ukuqashelwa (1.0%)
- Izinhlobo zemiphumela
- 10 · izilimi ezingu-4
Iqoqo ledatha elingakacutshungulwa
Izimpendulo ezingaziwa ukuthi ngezikabani, ezingeni lombuzo ngamunye — yonke impendulo, amaphuzu esici ngasinye, nohlobo lomphumela, ngaphandle kwamagama, ama-imeyili, noma yiluphi uhlobo lokuhlonza umuntu. Zikhishwe ngaphansi kwe-CC BY 4.0 zenzelwe abacwaningi, othisha, kanye nokuqhathanisa amazinga, futhi zifakwe ezinsizakalweni ezingu-7 ukuze iseva engasasebenzi ingalokothi ihambe nengcaphuno — ezingu-7 kuzo sezivele zinenguqulo yamanje.
Okulandwayo yikhophi engashintshi yenguqulo engu-v3, eyakhishwa ngomhla ka-2026-08-15: izimpendulo ezingu-54,431 ezivela emathuluzini angu-9, kanti phakathi kwazo ezingu-16,112 azikho ngesiNgisi, futhi zisezilimini ezingu-24 — imibuzo efanayo ngendlela efanayo yokubala amaphuzu, okuyinto amaqoqo avulekile edatha yezivivinyo zengqondo acishe angabi nayo. Ngamabomu, leli qoqo lehlukile kwelamanani ahlanganisiwe angenhla, ahlanganisa izivivinyo ezingu-18 futhi ahlala eshintsha — ingcaphuno idinga into ezosho okufanayo nangonyaka ozayo, futhi iphesenti elisekhasini elihlala livuselelwa alikwazi ukuthembisa lokho.
| I-MBTI | 17,761 |
| Ukufanelana Nomsebenzi Okusheshayo | 8,445 |
| Isivivinyo Somsebenzi se-RIASEC | 5,891 |
| I-DISC | 5,444 |
| I-Enneagram | 4,412 |
| Izindlela Ezi-8 Zokucabanga (Ukuhlakanipha Okuningi) | 4,161 |
| I-Big Five | 3,997 |
| Isivivinyo se-EQ | 3,100 |
| Izici Ezintathu Ezimnyama | 1,220 |
| Isamba | 54,431 |
Lokho le datha engeyikho
Wonke umuntu obalwe lapha wakhetha ukwenza isivivinyo sobuntu ku-inthanethi. Leli yiqembu labantu langempela, futhi elithakazelisayo, kodwa akuyona isampula ekhethwe ngokungahleliwe yanoma yiliphi izwe, iqembu labasebenzi, noma iqembu leminyaka. Funda yonke ingxenye njengokuthi imiphumela isatshalaliswe kanjani phakathi kwabantu abenza lezi zivivinyo, okuyikho okungashiwo ngokwethembeka, kunokuba uyifunde njengokuvama kukazwelonke — ukufunda ngendlela yesibili yilapho izibalo zezinhlobo ezazuzwa ngefa zazivame ukwenza iphutha khona kwasekuqaleni.
Akukho ukuhlukaniswa ngokwemininingwane yabantu lapha ngoba asiyiqoqi leyo mininingwane. Abukho ubudala, abukho ubulili, alikho izwe, awukho umsebenzi — ngakho asihlukanisi ngalutho kulokhu, futhi sikhetha ukungashicileli lutho ngalokho kunokuba sikuqagele egameni noma ekhelini le-IP. Amakholomu olimi abonisa ulimi lwesayithi umuntu aphendula ngalo, oluhambisana nezwe kodwa akuyona into efanayo.
Akukho kulokhu okuyithuluzi lezokwelapha noma lokuxilonga, futhi akukho lapha okuyisincomo sokuqasha. Izibalo zokwethembeka zezivivinyo ezinazo zitholakala ekhasini lokwethembeka — ukusatshalaliswa okubukeka kahle ngokwako akusho lutho mayelana nokuthi ithuluzi lilinganisa yini lokho elithi liyakulinganisa.
Indlela yokucaphuna leli khasi
Ukusatshalaliswa okuhlanganisiwe kushicilelwe ngaphansi kwe-CC BY 4.0. Ungakusebenzisa kabusha noma kuphi, uma nje ubalula umthombo. Caphuna leli khasi lapho usebenzisa amanani ahlanganisiwe, bese ucaphuna i-DOI lapho usebenzisa ifayela elingakacutshungulwa — kokubili kuhlanganisa amaqoqo ahlukene, futhi umfundi olandela okungalungile ngeke alithole inani olicaphunile.
JobCannon (2026). Ukusatshalaliswa kwangempela kwemiphumela yezivivinyo zobuntu ezinhlolweni ezingu-18 (n = 244,673) [Iqoqo ledatha]. Ucwaningo lwe-JobCannon. Kutholwe ngomhla ka-2026-09-29, ku-https://jobcannon.io/zu/research/distributions
Izinhlolo eziqediwe ezingu-244,673 ezivivinyweni ezingu-18, idatha ithathwe ngomhla ka-2026-09-29. Isivivinyo esisodwa esikhulu kunazo zonke yi-I-Jungian Archetype, esinababambiqhaza abangu-44,258. Konke okushicilelwe lapha kuyidatha ehlanganisiwe — izinhlobo zemiphumela namaphuzu ezici kuphela, hhayi neze impendulo yomuntu ngamunye, igama, noma i-imeyili. Isivivinyo sivela uma sesifinyelele imiphumela eqediwe engu-100, futhi ikholomu yolimi ivela uma lolo limi ngokwalo selufinyelele imiphumela engu-100, ngakho iseli elincane liyashiywa kunokuba lishicilelwe njengephesenti lento ecishe ingabi yilutho.
Iningi lamanani ashicilelwe okuvama kwezinhlobo libuyela emuva emasampuleni ambalwa okulinganisa aqoqwa maphakathi nekhulu leminyaka elidlule, aphinde ashicilelwa amashumi eminyaka kungaqoqwanga datha entsha. Lawa abalwe ngqo kubantu abangu-244,673 abenza isivivinyo enkundleni eyodwa, kusetshenziswa indlela eyodwa yokubala amaphuzu, futhi abalwa kabusha njengoba inani lababambiqhaza likhula. Lapho lokhu kokubili kungavumelani khona, ngokuvamile lokho kuwumehluko wangempela phakathi kwamaqembu amabili abantu — izethameli ze-inthanethi ezizikhethele akuyona isampula kazwelonke ehlukaniswe ngezigaba — kunokuba kube ukulungiswa komunye umthombo.
Yebo, futhi le yingxenye yaleli qoqo okungekho omunye oyishicilelayo. Izivivinyo ezingu-18 kwezingu-18 zinokuhlukaniswa ngolimi ngalunye okuhlanganisa izilimi ezingu-22 — i-English, isi-Japanese, isi-Spanish, isi-Arabic, isi-Indonesian nezinye — ngemibuzo efanayo ncamashi nendlela efanayo ncamashi yokubala amaphuzu, ngakho amakholomu ayaqhathaniseka ngempela kunokuba abe yizifundo ezihlukene ezithungwe ndawonye. Ikhasi lesivivinyo ngasinye libonisa ukuthi umphumela waso ovame kakhulu uhluka kangakanani, kusukela olimini lapho ingxenye yawo iphezulu kakhulu kuya olimini lapho iphansi kakhulu.
Yebo. Izimpendulo ezingu-54,431 ezingaziwa ukuthi ngezikabani, ezingeni lombuzo ngamunye, ezivela emathuluzini angu-9, zishicilelwe ngaphansi kwe-CC BY 4.0; phakathi kwazo, ezingu-16,112 azikho ngesiNgisi, futhi zisezilimini ezingu-24 — imibuzo efanayo ncamashi, ukubalwa kwamaphuzu okufanayo ncamashi, ngakho izilimi ziyaqhathaniseka kunokuba zibe yizifundo ezihlukene. Lokho okulandwayo kuyikhophi engashintshi yenguqulo engu-v3 yangomhla ka-2026-08-15, etholakala manje ku-Hugging Face, Kaggle, GitHub, Zenodo (DOI), Harvard Dataverse (DOI), Figshare (DOI), OSF. Amaphesenti ahlanganisiwe akuleli khasi wona ahlanganisa iqoqo elikhulu kunaleyo khophi, elihlala livuselelwa, ngakho akukho nelilodwa kuwo elizohambisana nedatha engakacutshungulwa umugqa ngomugqa.
Yebo, ngaphansi kwe-CC BY 4.0, uma nje ubalula umthombo. Caphuna ikhasi lapho usebenzisa ukusatshalaliswa okuhlanganisiwe, bese ucaphuna i-DOI lapho usebenzisa ifayela elingakacutshungulwa — kungamaqoqo ahlukene. Yonke i-DOI esiyakhayo iholela ku-v3. Indlela ephakanyiswayo: JobCannon (2026). Ukusatshalaliswa kwangempela kwemiphumela yezivivinyo zobuntu ezinhlolweni ezingu-18 (n = 244,673) [Iqoqo ledatha]. Ucwaningo lwe-JobCannon. Kutholwe ngomhla ka-2026-09-29, ku-https://jobcannon.io/zu/research/distributions
Amanani ahlanganisiwe ayashintsha. Abalwa kabusha kusukela kuthebula lemiphumela elihlala livuselelwa futhi afakwa usuku lokuthathwa kwedatha — usuku olukuleli khasi ngu-2026-09-29. Izingxenye zishintsha ngezingxenyana zephesenti phakathi kokuthathwa kwedatha okukodwa nokulandelayo njengoba kwanda abantu abenza isivivinyo ngasinye, ngakho caphuna usuku lokuthathwa kwedatha kanye nesibalo. Ikhophi engashintshi enikezwe i-DOI yona iphambene nalokho: ayilokothi ishintshe, futhi yingakho kanye iyona okufanele uyicaphune ephepheni locwaningo.
Sonke isibalo siyidatha ehlanganisiwe kuphela — uhlobo lomphumela namaphuzu ezici, ngaphandle kwamagama, ama-imeyili, noma izimpendulo zomuntu ngamunye. Izibalo ziyavuselelwa njengoba kwanda abantu abenza isivivinyo ngasinye. Idatha ithathwe ngomhla ka-2026-09-29. Ukuze ubone indlela yethu yokwenza ucwaningo, bheka ikhasi lendlela yocwaningo.