{"id":896,"date":"2020-12-03T11:03:47","date_gmt":"2020-12-03T11:03:47","guid":{"rendered":"https:\/\/smartbo.lt\/?p=896"},"modified":"2020-12-03T11:03:48","modified_gmt":"2020-12-03T11:03:48","slug":"duomenys-ir-kaspinai-kas-tie-akordai","status":"publish","type":"post","link":"https:\/\/smartbo.lt\/en\/2020\/12\/03\/duomenys-ir-kaspinai-kas-tie-akordai\/","title":{"rendered":"Duomenys ir kaspinai; kas tie akordai?"},"content":{"rendered":"<p>Ar vizualus duomen\u0173 pateikimas yra svarbus? Gal tiesiog u\u017etenka skai\u010dius pateikti lentel\u0117je? Juk svarbiausia pati informacija, o ne jos forma.<br><\/p>\n\n\n\n<div class=\"wp-block-image is-style-default\"><figure class=\"alignleft size-large\"><a href=\"https:\/\/app.powerbi.com\/view?r=eyJrIjoiMmZhMDI5ZjctYWRjOC00ODY3LWJmMTQtMGQwMzc1YjkyMGYyIiwidCI6IjUxODM0YmFkLTkyMmQtNDEwOS04NTA5LTk3ZjhkMTdhNTgwNyIsImMiOjl9&amp;pageName=ReportSection\"><img loading=\"lazy\" width=\"1024\" height=\"578\" src=\"https:\/\/smartbo.lt\/wp-content\/uploads\/2020\/12\/Staff_Aging-1024x578.jpg\" alt=\"\" class=\"wp-image-900\" srcset=\"https:\/\/smartbo.lt\/wp-content\/uploads\/2020\/12\/Staff_Aging-1024x578.jpg 1024w, https:\/\/smartbo.lt\/wp-content\/uploads\/2020\/12\/Staff_Aging-300x169.jpg 300w, https:\/\/smartbo.lt\/wp-content\/uploads\/2020\/12\/Staff_Aging-768x433.jpg 768w, https:\/\/smartbo.lt\/wp-content\/uploads\/2020\/12\/Staff_Aging.jpg 1207w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption>       <\/figcaption><\/figure><\/div>\n\n\n\n<p><\/p>\n\n\n\n<p>Mes laikom\u0117s nuomon\u0117s, jog duomen\u0173 pateikimo forma yra taip pat svarbu. Taip yra tod\u0117l, jog mes, priimdami informacij\u0105, nesame tik racional\u016bs, daug \u012ftakos jos suvokimui ir vertinimui turi emocijos, stereotipai ir \u012fgyta patirtis. Be iracionalumo dar reik\u0117t\u0173 pamin\u0117ti ir ribotas tekstin\u0117s informacijos apdorojimo galimybes &#8211; \u017emogus, pasirodo, daug grei\u010diau \u012fsisavina vaizd\u0105.<br><\/p>\n\n\n\n<p>Jeigu visa tai skamba kiek ne\u012ftik\u0117tinai, elgsenos ekonomikos teorija (<em>behavioral economics<\/em>) tur\u0117t\u0173 i\u0161sklaidyti abejones. Yra atlikta nema\u017eai genialiai paprast\u0173 tyrim\u0173, kuri\u0173 rezultatai patvirtina, jog labai da\u017enai sprendimai priimami vadovaujantis neb\u016btinai tik racionalumo kriterijumi. Daniel Kahneman knyga \u201eGreitas ir l\u0117tas m\u0105stymas\u201c bei Hans Rosling knyga \u201eFakt\u0173 galia\u201c yra bestseleriai \u0161iomis temomis.<br><\/p>\n\n\n\n<p>Kadangi jau turime atsakym\u0105, kod\u0117l duomen\u0173 vizualizacija yra svarbu, kitas klausimas \u2013 \u201ekaip?\u201c. Duomen\u0173 vizualizacijai skirt\u0173 \u012franki\u0173 yra daug, absoliuti dauguma j\u0173 leid\u017eia kurti vizualiai patraukl\u0173 turin\u012f, o skirtumai slypi technin\u0117se detal\u0117se: galimyb\u0117 integruoti ir atnaujinti duomenis realiu laiku, kurti duomen\u0173 model\u012f, apdoroti didelius duomen\u0173 kiekius, palaikyti skirtingas duomen\u0173 prieigos grupes ir t.t. Tod\u0117l i\u0161sirinkti tinkamiausi\u0105 \u012frank\u012f turb\u016bt pad\u0117t\u0173 atskiras projektas, kurio tikslas \u012fvertinti savuosius poreikius.<br><\/p>\n\n\n\n<p>Microsoft Power BI yra vienas populiaresni\u0173 \u012franki\u0173 d\u0117l pla\u010di\u0173 duomen\u0173 vizualizacijos galimybi\u0173, patrauklios kainodaros ir d\u0117l to, jog jis yra Microsoft Office paketo dalis. Pastarasis faktas yra pagrindin\u0117 prie\u017eastis, kod\u0117l su bendramin\u010diais bei klientais tenka kur kas da\u017eniau padiskutuoti apie \u0161\u012f produkt\u0105 nei apie kitus. Da\u017ena diskusija yra susijusi ne su techniniais, bet labiau k\u016brybiniais aspektais. K\u0105 dar galima panaudoti vietoje stulpelini\u0173 ar skritulini\u0173 diagram\u0173? Tod\u0117l dalinam\u0117s vienu i\u0161 savo darb\u0173 pavyzd\u017ei\u0173. Gal tai kam nors taps \u012fkv\u0117pimo \u0161altiniu?<br><\/p>\n\n\n\n<p>Pirmiausia apie objekt\u0105 ir duomenis. Pasirinkome aktuali\u0105 tem\u0105 &#8211; Lietuvos \u0161vietimo sistem\u0105 bei intelektualin\u012f jos turt\u0105 \u2013 darbuotojus, kurie, pasirodo, sensta. Lietuvos atvir\u0173 duomen\u0173 portalas teikia duomenis apie \u0161vietimo sistemoje dirban\u010di\u0173 asmen\u0173 am\u017ei\u0173. Duomen\u0173 rinkin\u012f sudaro darbuotoj\u0173 skai\u010dius nustatytose am\u017eiaus grup\u0117se, kur\u012f galima \u201epjaustyti\u201c pagal savivaldyb\u0119, \u0161vietimo \u012fstaigos tip\u0105 bei pareigyb\u0119. Duomenys teikiami nuo 2012 met\u0173.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>Buvo \u012fdomu pa\u017evelgti \u012f duomenis i\u0161 dviej\u0173 perspektyv\u0173. Vis\u0173 pirma, \u012fvertinti, kaip viena am\u017eiaus grup\u0117 atrodo kit\u0173 am\u017eiaus grupi\u0173 kontekste, o tada steb\u0117ti am\u017eiaus grupi\u0173 dyd\u017eio dinamik\u0105 laike. Abi \u0161ias perspekyvas galima suderinti vienoje diagramoje \u201eRibbon\u201c. Tai stulpelin\u0117s ir linijin\u0117s diagramos derinys. Nustatytame laiko ta\u0161ke duomen\u0173 stulpelis padalintas \u012f am\u017eiaus grupi\u0173 dyd\u017eiui proporcingas dalis, kurios yra i\u0161d\u0117stytos ma\u017e\u0117jimo tvarka nuo did\u017eiausi\u0105 dal\u012f sudaran\u010dios dalies vir\u0161uje. Dviejose laiko ta\u0161kuose esan\u010di\u0105 am\u017eiaus grup\u0119 jungia linija (arba kaspinas &#8211; i\u0161 \u010dia turb\u016bt ir kilo diagramos pavadinimas), kuri \u017eymi pokyt\u012f, kaip am\u017eiaus grup\u0117s dydis kito kit\u0173 am\u017eiaus grupi\u0173 at\u017evilgiu per min\u0117t\u0105 laikotarp\u012f. Per 2012 \u2013 2020 met\u0173 laikotarp\u012f did\u017eiausia darbuotoj\u0173 am\u017eiaus grup\u0117 i\u0161liko nepakitusi \u2013 tai buvo 50 \u2013 54 met\u0173 am\u017eiaus darbuotojai, tuo tarpu 55 \u2013 59 met\u0173 am\u017eiaus grup\u0117 tapo antra, o 60 \u2013 64 met\u0173 am\u017eiaus grup\u0117 &#8211; pagal dyd\u012f tre\u010dia.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>Kitas aspektas, kuriuo galima tyrin\u0117ti duomenis, kelti klausimus, ar yra ry\u0161kesni\u0173 sen\u0117jimo tendencij\u0173 tam tikrose \u0161vietimo \u012fstaigose ar savivaldyb\u0117se. \u201eChord\u201c [akordo] diagrama rodo duomen\u0173 ry\u0161ius, esan\u010dius viename duomen\u0173 rinkinyje. \u0160i diagrama pana\u0161i \u012f skritulin\u0119, kadangi proporcingai suskirsto fig\u016bros plot\u0105 pagal duomen\u0173 dyd\u012f. Ta\u010diau kitaip nei skritulin\u0117 diagrama, fig\u016bra turi kelet\u0105 sluoksni\u0173. Pirmasis ir stambiausias sluoksnis fig\u016br\u0105 padalina \u012f kelet\u0105 stambi\u0173 dali\u0173, kurios \u017eymi duomen\u0173 pasiskirstym\u0105 dviej\u0173 kriterij\u0173 viduje. M\u016bs\u0173 atveju tai b\u016bt\u0173 mokytoj\u0173 skai\u010dius pagal am\u017eiaus grupes ir mokytoj\u0173 skai\u010dius pagal \u0161vietimo \u012fstaigos tip\u0105 arba mokytoj\u0173 skai\u010dius pagal am\u017eiaus grupes ir mokytoj\u0173 skai\u010dius pagal savivaldyb\u0119. Antrasis, daug smulkesnis sluoksnis yra stygos, \u017eymin\u010dios ry\u0161\u012f tarp dviej\u0173 kriterij\u0173. \u0160i\u0173 styg\u0173 storumas yra proporcingas vaizduojamam duomen\u0173 dyd\u017eiui. Toks vaizdavimas leid\u017eia \u012fvertinti, kaip tam tikros am\u017eiaus grup\u0117s darbuotojai pasiskirsto tarp skirting\u0173 \u0161vietimo \u012fstaig\u0173 arba tarp skirting\u0173 savivaldybi\u0173. Jeigu \u017ei\u016br\u0117tume \u012f 2020 met\u0173 duomenis, matytume, jog n\u0117ra ry\u0161kios ar kontrastingos darbuotoj\u0173 am\u017eiaus tendencijos kurioje nors i\u0161 \u0161vietimo \u012fstaig\u0173. Ta\u010diau t\u0105 pat\u012f padarius su savivaldyb\u0117mis, matyti, jog \u0161vietimo sistemos darbuotojai am\u017eiaus grup\u0117se iki 50 met\u0173 reik\u0161mingai susikoncentrav\u0119 de\u0161imtyje did\u017eiausi\u0173 Lietuvos savivaldybi\u0173.<br><\/p>\n\n\n\n<p>Toks b\u016bt\u0173 m\u016bs\u0173 pasi\u016blymas pa\u012fvairinti ataskaitas naujesniais diagram\u0173 tipais, kurie neabejojame atkreips d\u0117mes\u012f ir pasi\u016blys situacij\u0105 matyti pla\u010diau. Vis d\u0117lto reik\u0117t\u0173 \u012fsp\u0117ti, jog naujesn\u0117s ir kompleksi\u0161kesn\u0117s diagram\u0173 formos ne visada priimtinos auditorijai d\u0117l j\u0173 ne\u012fprastumo. Juk reikia skirti papildomai laiko ai\u0161kinantis, kas yra pavaizduota. Tod\u0117l patarimas b\u016bt\u0173 supa\u017eindinti auditorij\u0105 su nauja diagrama, pridedant apra\u0161ym\u0105, kaip j\u0105 skaityti ir k\u0105 ji turi parodyti.<\/p>\n\n\n\n<p><strong>Nuorodos:<\/strong><\/p>\n\n\n\n<ul><li>Greitas ir l\u0117tas m\u0105stymas, Daniel Kahneman, 2016<\/li><li>Fakt\u0173 galia, Hans Rosling, 2018<\/li><li><a href=\"https:\/\/data.gov.lt\/\">Lietuvos atvir\u0173 duomen\u0173 portalas<\/a><\/li><li><a href=\"https:\/\/www.geeksforgeeks.org\/10-best-data-visualization-tools-in-2020\/\">10 Best Data Visualization Tools in 2020<\/a><\/li><\/ul>","protected":false},"excerpt":{"rendered":"<p class=\"excerpt\">Ar vizualus duomen\u0173 pateikimas yra svarbus? Gal tiesiog u\u017etenka skai\u010dius pateikti lentel\u0117je? Juk svarbiausia pati informacija, o ne jos forma. Mes laikom\u0117s nuomon\u0117s, jog duomen\u0173 pateikimo forma yra taip pat svarbu. Taip yra tod\u0117l, jog mes, priimdami informacij\u0105, nesame tik racional\u016bs, daug \u012ftakos jos suvokimui ir vertinimui turi emocijos, stereotipai ir \u012fgyta patirtis. Be iracionalumo [&hellip;]<\/p>","protected":false},"author":1,"featured_media":900,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0},"categories":[9],"tags":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v18.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Duomenys ir kaspinai; kas tie akordai? - smartbo<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/smartbo.lt\/en\/2020\/12\/03\/duomenys-ir-kaspinai-kas-tie-akordai\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Duomenys ir kaspinai; kas tie akordai? - smartbo\" \/>\n<meta property=\"og:description\" content=\"Ar vizualus duomen\u0173 pateikimas yra svarbus? 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