{"id":25030,"date":"2025-09-15T13:23:03","date_gmt":"2025-09-15T11:23:03","guid":{"rendered":"https:\/\/insummit.pl\/2022-2025\/?page_id=25030"},"modified":"2025-10-01T13:18:23","modified_gmt":"2025-10-01T11:18:23","slug":"od-badan-ankietowych-do-data-science","status":"publish","type":"page","link":"https:\/\/insummit.pl\/2022-2025\/program-insummit-2025\/od-badan-ankietowych-do-data-science\/","title":{"rendered":"Od bada\u0144 ankietowych do data science"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"25030\" class=\"elementor elementor-25030\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6aee662 elementor-section-full_width elementor-section-height-min-height elementor-section-height-default elementor-section-items-middle\" data-id=\"6aee662\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1afe9a0\" data-id=\"1afe9a0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-e30a696 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e30a696\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-c1c8baa\" data-id=\"c1c8baa\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2274559 giz_program_tytul elementor-widget elementor-widget-text-editor\" data-id=\"2274559\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tOd bada\u0144 ankietowych do data science\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-998b7d7\" data-id=\"998b7d7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5e961b7 elementor-widget elementor-widget-text-editor\" data-id=\"5e961b7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tSCENA PARTNERSKA\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e2bc11b elementor-widget elementor-widget-text-editor\" data-id=\"e2bc11b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<span class=\"giz_program_godzina\">13:40 <\/span> WTOREK, 23 WRZE\u015aNIA\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-40131e6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"40131e6\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5ef620d\" data-id=\"5ef620d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0652783 elementor-widget elementor-widget-html\" data-id=\"0652783\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div style=\"padding:56.25% 0 0 0;position:relative;\"><iframe src=\"https:\/\/player.vimeo.com\/video\/1123487537?badge=0&amp;autopause=0&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture; clipboard-write; encrypted-media; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;\" title=\"D1_partnerska_1_1_BIK\"><\/iframe><\/div><script src=\"https:\/\/player.vimeo.com\/api\/player.js\"><\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5e3b1f5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5e3b1f5\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2a21321\" data-id=\"2a21321\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-0fec380 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0fec380\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-bc1eb2c\" data-id=\"bc1eb2c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-faa0e69 elementor-widget elementor-widget-text-editor\" data-id=\"faa0e69\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\u015awiat bada\u0144 zmienia si\u0119 na naszych oczach. Ju\u017c nie tylko gromadzimy dane, by jednorazowo opisa\u0107 grupy klient\u00f3w, ale coraz cz\u0119\u015bciej obserwujemy ich w spos\u00f3b ci\u0105g\u0142y, \u0142\u0105cz\u0105c klasyczne ankiety czy wywiady z informacjami z baz transakcyjnych, system\u00f3w CRM czy medi\u00f3w spo\u0142eczno\u015bciowych. Coraz wi\u0119ksz\u0105 rol\u0119 odgrywa te\u017c analiza zachowa\u0144 online i szybki feedback zbierany w czasie rzeczywistym. To podej\u015bcie otwiera nowe mo\u017cliwo\u015bci, ale \u0142atwo w nim zagubi\u0107 si\u0119 w ogromie dora\u017anych analiz, g\u0105szczu plik\u00f3w i narz\u0119dzi. Dlatego tak wa\u017cne jest tworzenie sp\u00f3jnych proces\u00f3w, kt\u00f3re porz\u0105dkuj\u0105 prac\u0119 badacza, u\u0142atwiaj\u0105 opisanie klienta i pozwalaj\u0105 kierowa\u0107 do niego trafniejsze, dedykowane komunikaty. O tym, \u017ce takie podej\u015bcie jest w zasi\u0119gu r\u0119ki ka\u017cdego badacza, postaram si\u0119 przekona\u0107 Pa\u0144stwa podczas mojego wyst\u0105pienia.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-0335dcc\" data-id=\"0335dcc\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d564018 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"d564018\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img fetchpriority=\"high\" decoding=\"async\" width=\"250\" height=\"250\" src=\"https:\/\/insummit.pl\/2022-2025\/wp-content\/uploads\/2025\/09\/afek.jpg\" class=\"attachment-full size-full wp-image-25034\" alt=\"\" srcset=\"https:\/\/insummit.pl\/2022-2025\/wp-content\/uploads\/2025\/09\/afek.jpg 250w, https:\/\/insummit.pl\/2022-2025\/wp-content\/uploads\/2025\/09\/afek-150x150.jpg 150w\" sizes=\"(max-width: 250px) 100vw, 250px\" \/><\/figure><div class=\"elementor-image-box-content\"><span class=\"elementor-image-box-title\">Natalia Afek<\/span><p class=\"elementor-image-box-description\">starsza konsultantka ds. statystycznej analizy danych<br>\n<strong>Predictive Solutions<\/strong><\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7ab4eb5 elementor-widget elementor-widget-text-editor\" data-id=\"7ab4eb5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tAbsolwentka Uniwersytetu Jagiello\u0144skiego \u2013 kierunku psychologia o profilu praktycznym oraz Szko\u0142y Doktorskiej Nauk Spo\u0142ecznych. Interesuje si\u0119 badaniami empirycznymi, szczeg\u00f3lnie w zakresie metod neuroobrazowania m\u00f3zgu. W Predictive Solutions pracuje na stanowisku Starszej Konsultantki ds. statystycznej analizy danych. Prowadzi szkolenia oraz seminaria z zakresu obs\u0142ugi narz\u0119dzi PS IMAGO PRO, PS CLEMENTINE PRO oraz analiz statystycznych. Swoj\u0105 wiedz\u0105 dzieli si\u0119 poprzez artyku\u0142y publikowane na blogu Predictive Solutions oraz materia\u0142y wideo. \n\n \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Od bada\u0144 ankietowych do data scienceSCENA PARTNERSKA13:40 WTOREK, 23 WRZE\u015aNIA \u015awiat bada\u0144 zmienia si\u0119 na naszych oczach. Ju\u017c nie tylko gromadzimy dane, by jednorazowo opisa\u0107 grupy klient\u00f3w, ale coraz cz\u0119\u015bciej obserwujemy ich w spos\u00f3b ci\u0105g\u0142y, \u0142\u0105cz\u0105c klasyczne ankiety czy wywiady z informacjami z baz transakcyjnych, system\u00f3w CRM czy medi\u00f3w spo\u0142eczno\u015bciowych. Coraz wi\u0119ksz\u0105 rol\u0119 odgrywa te\u017c [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":23112,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"pmpro_default_level":"","site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-site-content-layout":"full-width-container","site-content-style":"unboxed","site-sidebar-style":"unboxed","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-25030","page","type-page","status-publish","hentry","pmpro-has-access"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.10 - aioseo.com -->\n\t<meta name=\"description\" content=\"Od bada\u0144 ankietowych do data science SCENA PARTNERSKA 13:40 WTOREK, 23 WRZE\u015aNIA \u015awiat bada\u0144 zmienia si\u0119 na naszych oczach. 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