{"id":8064,"date":"2026-10-21T07:28:01","date_gmt":"2026-10-21T07:28:01","guid":{"rendered":"https:\/\/opture.com\/?p=8064"},"modified":"2026-11-03T12:42:35","modified_gmt":"2026-11-03T12:42:35","slug":"top-thema-datenqualitaet-shit-in-shit-out-erste-hilfe-zur-erhoehung-der-datenqualitaet","status":"publish","type":"post","link":"https:\/\/opture.com\/pl\/blog\/top-thema-datenqualitaet-shit-in-shit-out-erste-hilfe-zur-erhoehung-der-datenqualitaet\/","title":{"rendered":"Wiod\u0105cy temat dotycz\u0105cy jako\u015bci danych: \u201eShit in \u2013 Shit out\u201c. Pierwsza pomoc w celu zwi\u0119kszenia jako\u015bci danych."},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"8064\" class=\"elementor elementor-8064\" data-elementor-settings=\"{&quot;element_pack_global_tooltip_width&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;element_pack_global_tooltip_width_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;element_pack_global_tooltip_width_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;element_pack_global_tooltip_padding&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_padding_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_padding_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_border_radius&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_border_radius_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;element_pack_global_tooltip_border_radius_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true}}\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-13bde31 e-con-full e-flex e-con e-parent\" data-id=\"13bde31\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-8572f7e e-con-full e-flex e-con e-child\" data-id=\"8572f7e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e151c82 elementor-widget elementor-widget-heading\" data-id=\"e151c82\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">ZARZ\u0104DZAJEMY JAKO\u015a\u0106 DANYCH<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-67ca04c elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"67ca04c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Dlaczego z\u0142e dane niszcz\u0105 wszelkie zarz\u0105dzanie ryzykiem<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-22d525d elementor-widget__width-initial elementor-widget-mobile__width-inherit elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"22d525d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Z\u0142e <a href=\"https:\/\/opture.com\/pl\/glossar\/#datenqualitaet\">Jako\u015b\u0107 danych<\/a> nie prowadzi ona po prostu do niewielkich nie\u015bcis\u0142o\u015bci \u2013 prowadzi ona do b\u0142\u0119dnych decyzji, pozornej pewno\u015bci, b\u0142\u0119dnych priorytet\u00f3w i kosztownych dzia\u0142a\u0144, kt\u00f3re kosztuj\u0105 wi\u0119cej ni\u017c oczekiwano. <a href=\"https:\/\/opture.com\/pl\/loesungen\/risikomanagement\/\">Ryzyko<\/a> przebiega\u0107 w pobli\u017cu<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b1e9c62 elementor-widget__width-initial elementor-widget-mobile__width-inherit elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"b1e9c62\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>Typowe konsekwencje z\u0142ej jako\u015bci danych<\/strong>:<\/p>\n<ul>\n<li>B\u0142\u0119dy w zarz\u0105dzaniu<\/li>\n<li>ma\u0142a akceptacja w firmie<\/li>\n<li>nieefektywne i kosztowne <a href=\"https:\/\/opture.com\/pl\/glossar\/#risikosteuerung\">\u015arodki kontrolne<\/a><\/li>\n<li>zak\u0142\u00f3cony <a href=\"https:\/\/opture.com\/pl\/glossar\/#risikobewertung-methodik\">Szacunki nara\u017cenia<\/a><\/li>\n<li>fa\u0142szywe <a href=\"https:\/\/opture.com\/pl\/glossar\/#risikokategorien\">Kategorie ryzyka<\/a><\/li>\n<li>brak przejrzysto\u015bci<\/li>\n<\/ul>\n<p><strong>Kr\u00f3tko:<\/strong> Z\u0142e <a href=\"https:\/\/opture.com\/pl\/glossar\/#datenqualitaet\">Jako\u015b\u0107 danych<\/a> jest to ryzyko zwi\u0105zane z zarz\u0105dzaniem ryzykiem.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3425097 e-grid e-con-full e-con e-child\" data-id=\"3425097\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ab67ab6 ui-e-align-left ui-e-align-tablet-left ui-e-left ui-e-align-mobile-left elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-uicore-icon-box\" data-id=\"ab67ab6\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;position&quot;:&quot;left&quot;,&quot;content_padding&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;content_padding_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;content_padding_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true}}\" data-widget_type=\"uicore-icon-box.default\">\n\t\t\t\t\t\n        <div class=\"ui-e-ico-box\" >\n\n            \n            <div class='ui-e-flex-wrp'>\n\n                                    <div class=\"ui-e-icon-wrp\">\n\n                        <img fetchpriority=\"high\" decoding=\"async\" width=\"1000\" height=\"1000\" src=\"https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Kristallklare-Zahnrad-Glas-Taste-1024x1024.webp\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Kristallklare-Zahnrad-Glas-Taste-1024x1024.webp 1024w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Kristallklare-Zahnrad-Glas-Taste-300x300.webp 300w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Kristallklare-Zahnrad-Glas-Taste-150x150.webp 150w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Kristallklare-Zahnrad-Glas-Taste-768x768.webp 768w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Kristallklare-Zahnrad-Glas-Taste-12x12.webp 12w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Kristallklare-Zahnrad-Glas-Taste-650x650.webp 650w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Kristallklare-Zahnrad-Glas-Taste.webp 1254w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/>\n                    <\/div>\n                \n                \n            <\/div>\n\n            <div class=\"ui-e-box-content\">\n                <div class=\"ui-e-title-wrp\"><h5 class=\"ui-e-title\">Problem nr 1: nazwy ryzyka<\/h5><div class=\"ui-e-subtitle\"> Wiele nazw ryzyka to: <\/div><\/div>\n                <div class=\"ui-e-description\">\n                    <ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">za d\u0142ugi<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">by\u0142 zbyt nieprecyzyjny i tw\u00f3rczy<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">nie jednoznaczne<\/span><\/li><li>dwukrotnie (w r\u00f3\u017cnych j\u0119zykach)<\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">ca\u0142e zdania zamiast poj\u0119\u0107<\/span><\/li><\/ul><p>Roman nie jest ksi\u0105\u017ck\u0105 o ryzyku. Jest to historia <strong>Pierwsza linia obrony przed chaosem<\/strong>.<\/p>                <\/div>\n\n                \n            <\/div>\n        <\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-33f5ab9 ui-e-align-left ui-e-align-tablet-left ui-e-left ui-e-align-mobile-left elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-uicore-icon-box\" data-id=\"33f5ab9\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;position&quot;:&quot;left&quot;,&quot;content_padding&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;content_padding_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;content_padding_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true}}\" data-widget_type=\"uicore-icon-box.default\">\n\t\t\t\t\t\n        <div class=\"ui-e-ico-box\" >\n\n            \n            <div class='ui-e-flex-wrp'>\n\n                                    <div class=\"ui-e-icon-wrp\">\n\n                        <img decoding=\"async\" width=\"1000\" height=\"1000\" src=\"https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaeserne-Molekuel-Icon-Kachel-1024x1024.webp\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaeserne-Molekuel-Icon-Kachel-1024x1024.webp 1024w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaeserne-Molekuel-Icon-Kachel-300x300.webp 300w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaeserne-Molekuel-Icon-Kachel-150x150.webp 150w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaeserne-Molekuel-Icon-Kachel-768x768.webp 768w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaeserne-Molekuel-Icon-Kachel-12x12.webp 12w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaeserne-Molekuel-Icon-Kachel-650x650.webp 650w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaeserne-Molekuel-Icon-Kachel.webp 1254w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/>\n                    <\/div>\n                \n                \n            <\/div>\n\n            <div class=\"ui-e-box-content\">\n                <div class=\"ui-e-title-wrp\"><h5 class=\"ui-e-title\">Problem nr 2: Opis ryzyka<\/h5><div class=\"ui-e-subtitle\"> Wiele opis\u00f3w ryzyka to: <\/div><\/div>\n                <div class=\"ui-e-description\">\n                    <ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">za techniczne<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">za zbyt abstrakcyjny<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">niekompletny<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">nie do ko\u0144ca zrozumia\u0142e<\/span><\/li><\/ul><p>Je\u015bli jeden <a href=\"https:\/\/opture.com\/pl\/glossar\/#risikoidentifikation\">W\u0142adca ryzyka<\/a> nie potrafi wyja\u015bni\u0107 w\u0142asnego tekstu, to jest <strong>Opis niemal bezu\u017cyteczny<\/strong>.<\/p>                <\/div>\n\n                \n            <\/div>\n        <\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3846b39 ui-e-align-left ui-e-align-tablet-left ui-e-left ui-e-align-mobile-left elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-uicore-icon-box\" data-id=\"3846b39\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;position&quot;:&quot;left&quot;,&quot;content_padding&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;content_padding_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;content_padding_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true}}\" data-widget_type=\"uicore-icon-box.default\">\n\t\t\t\t\t\n        <div class=\"ui-e-ico-box\" >\n\n            \n            <div class='ui-e-flex-wrp'>\n\n                                    <div class=\"ui-e-icon-wrp\">\n\n                        <img decoding=\"async\" width=\"1000\" height=\"1000\" src=\"https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaesernes-Diagramm-mit-Abwaertspfeil-1024x1024.webp\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaesernes-Diagramm-mit-Abwaertspfeil-1024x1024.webp 1024w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaesernes-Diagramm-mit-Abwaertspfeil-300x300.webp 300w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaesernes-Diagramm-mit-Abwaertspfeil-150x150.webp 150w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaesernes-Diagramm-mit-Abwaertspfeil-768x768.webp 768w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaesernes-Diagramm-mit-Abwaertspfeil-12x12.webp 12w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaesernes-Diagramm-mit-Abwaertspfeil-650x650.webp 650w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaesernes-Diagramm-mit-Abwaertspfeil.webp 1254w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/>\n                    <\/div>\n                \n                \n            <\/div>\n\n            <div class=\"ui-e-box-content\">\n                <div class=\"ui-e-title-wrp\"><h5 class=\"ui-e-title\">Problem nr 3: Ocena ryzyka (metodologia)<\/h5><div class=\"ui-e-subtitle\"> Wiele firm stosuje nieprawid\u0142owe i skomplikowane metody oceny: <\/div><\/div>\n                <div class=\"ui-e-description\">\n                    <ul><li>Definiowanie b\u0142\u0119dnych funkcji dystrybucji<\/li><li>Modele zale\u017c\u0105 od u\u017cywanego symulatora MC<\/li><li>Przej\u0119cie oceny przez mened\u017cer\u00f3w ryzyka<\/li><\/ul><p>Cz\u0119sto si\u0119 zdarza, \u017ce <strong>falsze funkcje rozk\u0142adu<\/strong> stosowany w przypadku ryzyka (np. <a href=\"https:\/\/opture.com\/pl\/glossar\/#dreiecksverteilung\">Dreieck<\/a>\u2013 zamiast <a href=\"https:\/\/opture.com\/pl\/glossar\/#risikoaggregation\">Rozk\u0142ad trzech punkt\u00f3w<\/a>). Wprowadza\u0142o to ogromne b\u0142\u0119dy w wynikach (wi\u0119ksze ni\u017c b\u0142\u0119dy systemu lub modelu).<\/p>                <\/div>\n\n                \n            <\/div>\n        <\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d74a170 ui-e-align-left ui-e-align-tablet-left ui-e-left ui-e-align-mobile-left elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-uicore-icon-box\" data-id=\"d74a170\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;position&quot;:&quot;left&quot;,&quot;content_padding&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;content_padding_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;content_padding_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true}}\" data-widget_type=\"uicore-icon-box.default\">\n\t\t\t\t\t\n        <div class=\"ui-e-ico-box\" >\n\n            \n            <div class='ui-e-flex-wrp'>\n\n                                    <div class=\"ui-e-icon-wrp\">\n\n                        <img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"1000\" src=\"https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaesernes-Warnschild-mit-rotem-Ausrufezeichen-1024x1024.webp\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaesernes-Warnschild-mit-rotem-Ausrufezeichen-1024x1024.webp 1024w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaesernes-Warnschild-mit-rotem-Ausrufezeichen-300x300.webp 300w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaesernes-Warnschild-mit-rotem-Ausrufezeichen-150x150.webp 150w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaesernes-Warnschild-mit-rotem-Ausrufezeichen-768x768.webp 768w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaesernes-Warnschild-mit-rotem-Ausrufezeichen-12x12.webp 12w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaesernes-Warnschild-mit-rotem-Ausrufezeichen-650x650.webp 650w, https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Glaesernes-Warnschild-mit-rotem-Ausrufezeichen.webp 1254w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/>\n                    <\/div>\n                \n                \n            <\/div>\n\n            <div class=\"ui-e-box-content\">\n                <div class=\"ui-e-title-wrp\"><h5 class=\"ui-e-title\">Problem nr 4: Ocena ryzyka (know-how)<\/h5><div class=\"ui-e-subtitle\"> Wiele firm oczekuje od os\u00f3b odpowiedzialnych za ryzyko: <\/div><\/div>\n                <div class=\"ui-e-description\">\n                    <ul><li>Wyb\u00f3r funkcji rozk\u0142adu<\/li><li>Definowanie\/oceny parametr\u00f3w i moment\u00f3w<\/li><li>rozumienie matematycznych modeli<\/li><\/ul><p>To nierealistyczne. <em>\u201eWyb\u00f3r <a href=\"https:\/\/opture.com\/pl\/glossar\/#verteilungsfunktion\">Funkcja dystrybucji<\/a> nie jest mo\u017cliwe, aby 90% os\u00f3b nieposiadaj\u0105cych \u017cadnego wykszta\u0142cenia (!) mog\u0142o to zrobi\u0107.\u201c<\/em><\/p><p>Odpowiedzialni za ryzyko to s\u0105 <strong>nie s\u0105 matematykami finansowymi<\/strong>. Powinni oni <strong>ocenia\u0107<\/strong>, Nie modelowa\u0107.<\/p>                <\/div>\n\n                \n            <\/div>\n        <\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9981e42 e-con-full e-flex e-con e-child\" data-id=\"9981e42\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2b39008 elementor-widget elementor-widget-heading\" data-id=\"2b39008\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Poprawna funkcja dystrybucji<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a0140c7 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"a0140c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Klasyk - uk\u0142ad trzech punkt\u00f3w vs. uk\u0142ad trzech punkt\u00f3w<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32ed58f elementor-widget__width-initial elementor-widget-mobile__width-inherit elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"32ed58f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Wyb\u00f3r w\u0142a\u015bciwego <a href=\"https:\/\/opture.com\/pl\/glossar\/#verteilungsfunktion\">Funkcja dystrybucji<\/a> ma ogromny wp\u0142yw na <a href=\"https:\/\/opture.com\/pl\/glossar\/#monte-carlo-simulation\">Wyniki symulacji<\/a> i obliczyli nara\u017cenia ryzyka.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d123ff3 elementor-widget__width-initial elementor-widget-mobile__width-inherit elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"d123ff3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>W praktyce jest to cz\u0119sto zauwa\u017calny <strong>B\u0142\u0119dy<\/strong> w procesie selekcji <a href=\"https:\/\/opture.com\/pl\/glossar\/#verteilungsfunktion\">Funkcja dystrybucji<\/a>, \u017ce ryzyka s\u0105 b\u0142\u0119dnie kojarzone <a href=\"https:\/\/opture.com\/pl\/glossar\/#dreiecksverteilung\"><strong>Rozgryzki w trzech kierunkach<\/strong> <\/a>charakteryzowane\/oceniane, chocia\u017c:<\/p>\n<ul>\n<li>rozsypane dyskretnie,<\/li>\n<li>asymetryczny,<\/li>\n<li>ci\u0119\u017cko ogonkowaty<\/li>\n<\/ul>\n<p>s\u0105. <strong>Przyk\u0142ady ryzyka<\/strong> to cyberataki, po\u017cary fabryk, naruszenia przepis\u00f3w, kl\u0119ski \u017cywio\u0142owe itp.<\/p>\n<p><strong>Kr\u00f3tko:<\/strong> Te ryzyka nale\u017cy <a href=\"https:\/\/opture.com\/pl\/glossar\/#risikobewertung-methodik\"><strong>Szacunki na podstawie trzech punkt\u00f3w<\/strong><\/a> (Najlepszy, Standardowy, Najgorszy), \u017cadne <a href=\"https:\/\/opture.com\/pl\/glossar\/#dreiecksverteilung\">Rozgryzki w trzech kierunkach<\/a>.<\/p>\n<p>Dlaczego?<\/p>\n<p>Jedna <a href=\"https:\/\/opture.com\/pl\/glossar\/#dreiecksverteilung\">Podzia\u0142 tr\u00f3jk\u0105ta<\/a> Tworzy:<\/p>\n<ul>\n<li>sfa\u0142szowane prawdopodobie\u0144stwa<\/li>\n<li>Nadmierne uwzgl\u0119dnianie prawdopodobnego szkody<\/li>\n<li>masowa niedoceniana ryzyka zwi\u0105zanego z ogonami<\/li>\n<li>Umieszcza\u0107 ograniczenia w dystrybucji\u00a0<\/li>\n<\/ul>\n<p><strong>Kr\u00f3tko:<\/strong> Jedna <a href=\"https:\/\/opture.com\/pl\/glossar\/#dreiecksverteilung\">Podzia\u0142 tr\u00f3jk\u0105ta<\/a> Jest to zbyt proste i metodicznie b\u0142\u0119dne w odniesieniu do tych typ\u00f3w ryzyka.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-052c5a0 elementor-widget__width-initial elementor-widget-mobile__width-inherit elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"052c5a0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>W ocenie ryzyka stosuje si\u0119 funkcje rozk\u0142adu <strong>3 powa\u017cne zagro\u017cenia<\/strong>:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-89c23b2 e-grid e-con-full e-con e-child\" data-id=\"89c23b2\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;shape_divider_top&quot;:&quot;triangle&quot;}\">\n\t\t\t\t<div class=\"elementor-shape elementor-shape-top\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 1000 100\" preserveaspectratio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M500,98.9L0,6.1V0h1000v6.1L500,98.9z\"\/>\n<\/svg>\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7759ecd e-con-full e-flex e-con e-child\" data-id=\"7759ecd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-633589e ui-e-align-left ui-e-align-tablet-left ui-e-align-mobile-left elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-uicore-icon-box\" data-id=\"633589e\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;content_padding&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;content_padding_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;content_padding_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true}}\" data-widget_type=\"uicore-icon-box.default\">\n\t\t\t\t\t\n        <div class=\"ui-e-ico-box\" >\n\n            \n            <div class='ui-e-flex-wrp'>\n\n                                    <div class=\"ui-e-icon-wrp\">\n\n                        \n                    <\/div>\n                \n                \n            <\/div>\n\n            <div class=\"ui-e-box-content\">\n                <div class=\"ui-e-title-wrp\"><h5 class=\"ui-e-title\">80%<\/h5><\/div>\n                <div class=\"ui-e-description\">\n                    <p><span style=\"font-weight: 400\">ten <a href=\"https:\/\/opture.com\/pl\/glossar\/#risikoeigner\">Wodzu odpowiedzialnemu za ryzyko<\/a> s\u0105 zaanga\u017cowani w proces wyboru <a href=\"https:\/\/opture.com\/pl\/glossar\/#verteilungsfunktion\">Funkcje dystrybucji<\/a> a ich ocena jest zbyt wyg\u00f3rowana.<\/span><\/p>                <\/div>\n\n                \n            <\/div>\n        <\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bbf0c5e e-con-full e-flex e-con e-child\" data-id=\"bbf0c5e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-07c98c8 ui-e-align-left ui-e-align-tablet-left ui-e-align-mobile-left elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-uicore-icon-box\" data-id=\"07c98c8\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;content_padding&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;content_padding_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;content_padding_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true}}\" data-widget_type=\"uicore-icon-box.default\">\n\t\t\t\t\t\n        <div class=\"ui-e-ico-box\" >\n\n            \n            <div class='ui-e-flex-wrp'>\n\n                                    <div class=\"ui-e-icon-wrp\">\n\n                        \n                    <\/div>\n                \n                \n            <\/div>\n\n            <div class=\"ui-e-box-content\">\n                <div class=\"ui-e-title-wrp\"><h5 class=\"ui-e-title\">70%<\/h5><\/div>\n                <div class=\"ui-e-description\">\n                    <p><span style=\"font-weight: 400\">zarz\u0105dzaj\u0105cy ryzykiem centralni podaj\u0105 <a href=\"https:\/\/opture.com\/pl\/glossar\/#verteilungsfunktion\">Funkcje VT<\/a> przed tym i przeprowadzaj\u0105 r\u00f3wnie\u017c oceny.<\/span><\/p>                <\/div>\n\n                \n            <\/div>\n        <\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-64d9d5f e-con-full e-flex e-con e-child\" data-id=\"64d9d5f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2422a4c ui-e-align-left ui-e-align-tablet-left ui-e-align-mobile-left elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-uicore-icon-box\" data-id=\"2422a4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;content_padding&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;content_padding_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;content_padding_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true}}\" data-widget_type=\"uicore-icon-box.default\">\n\t\t\t\t\t\n        <div class=\"ui-e-ico-box\" >\n\n            \n            <div class='ui-e-flex-wrp'>\n\n                                    <div class=\"ui-e-icon-wrp\">\n\n                        \n                    <\/div>\n                \n                \n            <\/div>\n\n            <div class=\"ui-e-box-content\">\n                <div class=\"ui-e-title-wrp\"><h5 class=\"ui-e-title\">60-80%<\/h5><\/div>\n                <div class=\"ui-e-description\">\n                    <p>wyniki s\u0105 zniekszta\u0142cone, poniewa\u017c s\u0105 nieodpowiednie <a href=\"https:\/\/opture.com\/pl\/glossar\/#verteilungsfunktion\">Przyjmuj\u0105ce za\u0142o\u017cenia<\/a> a parametry wywo\u0142uj\u0105 wi\u0119cej b\u0142\u0119d\u00f3w ni\u017c sam model.<\/p>                <\/div>\n\n                \n            <\/div>\n        <\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2e20b76 e-con-full e-flex e-con e-child\" data-id=\"2e20b76\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cc0a2b7 elementor-widget elementor-widget-heading\" data-id=\"cc0a2b7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Lista kontrolna dla odpowiedzialnych za ryzyko<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0d01ccc elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"0d01ccc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Lista kontrolna dla os\u00f3b odpowiedzialnych za zarz\u0105dzanie ryzykiem<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b95385 elementor-widget__width-initial elementor-widget-mobile__width-inherit elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"7b95385\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Poni\u017cej kr\u00f3tka lista sprawdzi\u0107 <strong>Wodoodporny<\/strong>, Aby zwi\u0119kszy\u0107 jako\u015b\u0107 danych.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0d9172e ui-e-icon-left ui-e-left elementor-align-left elementor-widget elementor-widget-uicore-icon-list\" data-id=\"0d9172e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"uicore-icon-list.default\">\n\t\t\t\t\t        <ul>\n                            <li >\n\n                    <div class=\"ui-e-wrap\">\n                    \n                    \n                    <div class=\"ui-e-content\">\n                        <span class=\"ui-e-title\">\n                            Jednostajne i kr\u00f3tkie nazwy ryzyka (maksymalnie 3-5 s\u0142\u00f3w; nazwy rzeczowe na pocz\u0105tku)                        <\/span>\n                        <p class=\"ui-e-text\">  <\/p>\n                    <\/div>\n\n                                            <div class=\"ui-e-icon\">\n                            <i aria-hidden=\"true\" class=\"ti ti-check\"><\/i>                        <\/div>\n                    \n                    <\/div>\n                <\/li>\n                            <li >\n\n                    <div class=\"ui-e-wrap\">\n                    \n                    \n                    <div class=\"ui-e-content\">\n                        <span class=\"ui-e-title\">\n                            Wyra\u017ane opisy (przyczyn, przyczyny, skutki)                        <\/span>\n                        <p class=\"ui-e-text\">  <\/p>\n                    <\/div>\n\n                                            <div class=\"ui-e-icon\">\n                            <i aria-hidden=\"true\" class=\"ti ti-check\"><\/i>                        <\/div>\n                    \n                    <\/div>\n                <\/li>\n                            <li >\n\n                    <div class=\"ui-e-wrap\">\n                    \n                    \n                    <div class=\"ui-e-content\">\n                        <span class=\"ui-e-title\">\n                            Redukcja b\u0142\u0119d\u00f3w szacunkowych (\u015bwiadectwa empiryczne, plauzibilno\u015bci, unikanie ekstremalnych oszacowa\u0144)                        <\/span>\n                        <p class=\"ui-e-text\">  <\/p>\n                    <\/div>\n\n                                            <div class=\"ui-e-icon\">\n                            <i aria-hidden=\"true\" class=\"ti ti-check\"><\/i>                        <\/div>\n                    \n                    <\/div>\n                <\/li>\n                            <li >\n\n                    <div class=\"ui-e-wrap\">\n                    \n                    \n                    <div class=\"ui-e-content\">\n                        <span class=\"ui-e-title\">\n                            Realistyczne i zrozumia\u0142e oszacowanie                         <\/span>\n                        <p class=\"ui-e-text\">  <\/p>\n                    <\/div>\n\n                                            <div class=\"ui-e-icon\">\n                            <i aria-hidden=\"true\" class=\"ti ti-check\"><\/i>                        <\/div>\n                    \n                    <\/div>\n                <\/li>\n                            <li >\n\n                    <div class=\"ui-e-wrap\">\n                    \n                    \n                    <div class=\"ui-e-content\">\n                        <span class=\"ui-e-title\">\n                            Dobre udokumentowane informacje (wyci\u0105gni\u0119cie wniosk\u00f3w i wyja\u015bnienie tre\u015bci)                        <\/span>\n                        <p class=\"ui-e-text\">  <\/p>\n                    <\/div>\n\n                                            <div class=\"ui-e-icon\">\n                            <i aria-hidden=\"true\" class=\"ti ti-check\"><\/i>                        <\/div>\n                    \n                    <\/div>\n                <\/li>\n                    <\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd44ace elementor-widget elementor-widget-html\" data-id=\"cd44ace\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<div class=\"opture-fazit-box\">\n  <div class=\"opture-fazit-accent\" aria-hidden=\"true\"><\/div>\n\n  <div class=\"opture-fazit-icon\" aria-hidden=\"true\">\n    \u2713\n  <\/div>\n\n  <div class=\"opture-fazit-content\">\n    <span class=\"opture-fazit-label\">WYNIKI<\/span>\n\n    <h3>Jako\u015b\u0107 danych decyduje o akceptacji zarz\u0105dzania ryzykiem<\/h3>\n\n    <p>\n      Jako\u015b\u0107 danych decyduje o tym, czy zarz\u0105dzanie ryzykiem jest skuteczne <b>Instrument sterowania<\/b> lub jeden <b>Instrument dokumentacji<\/b> To jest problem. Nieprawid\u0142owe lub niesp\u00f3jne dane bardziej zak\u0142\u00f3caj\u0105 wyniki ni\u017c jakakolwiek metodologia, podczas gdy wysokiej jako\u015bci dane stabilizuj\u0105 ocen\u0119, minimalizuj\u0105 b\u0142\u0119dy szacunkowe i dopiero wtedy staj\u0105 si\u0119 wiarygodne w zarz\u0105dzaniu ryzykiem. Jako\u015b\u0107 danych jest zatem kluczem do sukcesu. <b>najwa\u017cniejszy czynnik sukcesu<\/b> w ca\u0142ym procesie zarz\u0105dzania ryzykiem.\n    <\/p>\n\n    <div class=\"opture-fazit-points\">\n      <span>Jednostronne kr\u00f3tkie nazwy ryzyka<\/span>\n      <span>Dok\u0142adna charakterystyka ryzyka<\/span>\n      <span>Poprawna ocena ryzyka<\/span>\n    <\/div>\n  <\/div>\n\n  <div class=\"opture-fazit-visual\" aria-hidden=\"true\">\n    <span class=\"opture-bar opture-bar-1\"><\/span>\n    <span class=\"opture-bar opture-bar-2\"><\/span>\n    <span class=\"opture-bar opture-bar-3\"><\/span>\n    <span class=\"opture-bar opture-bar-4\"><\/span>\n    <span class=\"opture-bar opture-bar-5\"><\/span>\n  <\/div>\n<\/div>\n\n<style>\n.opture-fazit-box {\n  position: relative;\n  display: grid;\n  grid-template-columns: auto minmax(0, 1fr) 170px;\n  align-items: center;\n  gap: 24px;\n  padding: 34px 36px;\n  margin-top: 34px;\n  overflow: hidden;\n\n  background:\n    radial-gradient(\n      circle at 92% 50%,\n      rgba(181, 9, 16, 0.08) 0%,\n      rgba(181, 9, 16, 0) 34%\n    ),\n    linear-gradient(135deg, #ffffff 0%, #fafbfc 100%);\n\n  border: 1px solid #e5e8ee;\n  border-radius: 20px;\n  box-shadow:\n    0 18px 45px rgba(10, 16, 35, 0.07),\n    0 2px 8px rgba(10, 16, 35, 0.03);\n}\n\n.opture-fazit-accent {\n  position: absolute;\n  top: 0;\n  left: 36px;\n  width: 74px;\n  height: 4px;\n  border-radius: 0 0 999px 999px;\n  background: linear-gradient(90deg, #8d0910, #d01922);\n}\n\n.opture-fazit-box::after {\n  content: \"\";\n  position: absolute;\n  right: -70px;\n  bottom: -90px;\n  width: 260px;\n  height: 260px;\n  border-radius: 50%;\n  background: radial-gradient(\n    circle,\n    rgba(181, 9, 16, 0.10) 0%,\n    rgba(181, 9, 16, 0) 68%\n  );\n  pointer-events: none;\n}\n\n.opture-fazit-icon {\n  position: relative;\n  z-index: 2;\n\n  display: flex;\n  align-items: center;\n  justify-content: center;\n\n  width: 54px;\n  height: 54px;\n  flex: 0 0 54px;\n\n  color: #ffffff;\n  background: linear-gradient(145deg, #85090f, #c9121a);\n  border: 1px solid rgba(255, 255, 255, 0.18);\n  border-radius: 15px;\n\n  font-size: 25px;\n  font-weight: 700;\n\n  box-shadow:\n    0 10px 24px rgba(181, 9, 16, 0.24),\n    inset 0 1px 0 rgba(255, 255, 255, 0.18);\n}\n\n.opture-fazit-content {\n  position: relative;\n  z-index: 2;\n  min-width: 0;\n}\n\n.opture-fazit-label {\n  display: block;\n  margin-bottom: 7px;\n\n  color: #b50910;\n  font-size: 12px;\n  line-height: 1.2;\n  font-weight: 800;\n  letter-spacing: 0.10em;\n}\n\n.opture-fazit-content h3 {\n  margin: 0 0 11px;\n\n  color: #080d20;\n  font-size: 25px;\n  line-height: 1.25;\n  font-weight: 700;\n}\n\n.opture-fazit-content p {\n  max-width: 920px;\n  margin: 0;\n\n  color: #4e586f;\n  font-size: 16px;\n  line-height: 1.7;\n}\n\n.opture-fazit-points {\n  display: flex;\n  flex-wrap: wrap;\n  gap: 10px 24px;\n  margin-top: 18px;\n}\n\n.opture-fazit-points span {\n  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height: 63px;\n}\n\n.opture-bar-4 {\n  height: 82px;\n}\n\n.opture-bar-5 {\n  height: 104px;\n\n  border-color: rgba(181, 9, 16, 0.25);\n  background: linear-gradient(180deg, #d91b24 0%, #a90810 100%);\n\n  box-shadow:\n    0 8px 20px rgba(181, 9, 16, 0.20),\n    inset 0 1px 0 rgba(255, 255, 255, 0.22);\n}\n\n@media (max-width: 1024px) {\n  .opture-fazit-box {\n    grid-template-columns: auto minmax(0, 1fr);\n  }\n\n  .opture-fazit-visual {\n    display: none;\n  }\n}\n\n@media (max-width: 767px) {\n  .opture-fazit-box {\n    grid-template-columns: 1fr;\n    gap: 16px;\n\n    padding: 26px 22px;\n    border-radius: 17px;\n  }\n\n  .opture-fazit-accent {\n    left: 22px;\n  }\n\n  .opture-fazit-icon {\n    width: 46px;\n    height: 46px;\n    flex-basis: 46px;\n\n    border-radius: 13px;\n    font-size: 21px;\n  }\n\n  .opture-fazit-content h3 {\n    font-size: 21px;\n  }\n\n  .opture-fazit-content p {\n    font-size: 15px;\n    line-height: 1.65;\n  }\n\n  .opture-fazit-points {\n    display: grid;\n    gap: 8px;\n    margin-top: 16px;\n  }\n\n  .opture-fazit-points span {\n    font-size: 14px;\n  }\n}\n<\/style>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Jako\u015b\u0107 danych nie jest szczeg\u00f3\u0142em technicznym, nie stanowi uci\u0105\u017cliwego punktu kontrolnego i w og\u00f3le nie jest czym\u015b \u201epo\u017cyczkowym\u201c. Jest to \u017cywotne \u017ar\u00f3d\u0142o ka\u017cdego nowoczesnego zarz\u0105dzania ryzykiem. Je\u015bli dane s\u0105 z\u0142e, ca\u0142e zarz\u0105dzanie ryzykiem staje si\u0119 nieudolne, co prowadzi do braku akceptacji i zniekszta\u0142conej kontroli ryzyka.<\/p>","protected":false},"author":2,"featured_media":8196,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8,7,29,28,25],"tags":[],"class_list":["post-8064","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-blog","category-datenqualitaet","category-risikosteuerung","category-simulation"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Datenqualit\u00e4t im Risikomanagement verbessern | OPTURE<\/title>\n<meta name=\"description\" content=\"Datenqualit\u00e4t im Risikomanagement verbessern: Erfahren Sie, wie klare Risikobeschreibungen und fundierte Bewertungen Fehler vermeiden.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/opture.com\/pl\/blog\/top-thema-datenqualitaet-shit-in-shit-out-erste-hilfe-zur-erhoehung-der-datenqualitaet\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Datenqualit\u00e4t im Risikomanagement verbessern | OPTURE\" \/>\n<meta property=\"og:description\" content=\"Datenqualit\u00e4t im Risikomanagement verbessern: Erfahren Sie, wie klare Risikobeschreibungen und fundierte Bewertungen Fehler vermeiden.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/opture.com\/pl\/blog\/top-thema-datenqualitaet-shit-in-shit-out-erste-hilfe-zur-erhoehung-der-datenqualitaet\/\" \/>\n<meta property=\"og:site_name\" content=\"Opture\" \/>\n<meta property=\"article:published_time\" content=\"2026-10-21T07:28:01+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-11-03T12:42:35+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/opture.com\/wp-content\/uploads\/2026\/10\/Neon-Netzwerkzentrale-im-Cyberraum-1.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1961\" \/>\n\t<meta property=\"og:image:height\" content=\"802\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"eleni\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Napisane przez\" \/>\n\t<meta name=\"twitter:data1\" content=\"eleni\" \/>\n\t<meta name=\"twitter:label2\" content=\"Szacowany czas czytania\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minuty\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/opture.com\\\/blog\\\/top-thema-datenqualitaet-shit-in-shit-out-erste-hilfe-zur-erhoehung-der-datenqualitaet\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/opture.com\\\/blog\\\/top-thema-datenqualitaet-shit-in-shit-out-erste-hilfe-zur-erhoehung-der-datenqualitaet\\\/\"},\"author\":{\"name\":\"eleni\",\"@id\":\"https:\\\/\\\/opture.com\\\/#\\\/schema\\\/person\\\/cdeeb3e46dd02ec81a514acc4fe38e25\"},\"headline\":\"Top-Thema Datenqualit\u00e4t: \u201eShit in \u2013 Shit out\u201c. 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