{"id":8064,"date":"2026-10-21T07:28:01","date_gmt":"2026-10-21T07:28:01","guid":{"rendered":"https:\/\/opture.com\/?p=8064"},"modified":"2026-10-21T08:30:04","modified_gmt":"2026-10-21T08:30:04","slug":"top-thema-datenqualitaet-shit-in-shit-out-erste-hilfe-zur-erhoehung-der-datenqualitaet","status":"publish","type":"post","link":"https:\/\/opture.com\/it\/blog\/top-thema-datenqualitaet-shit-in-shit-out-erste-hilfe-zur-erhoehung-der-datenqualitaet\/","title":{"rendered":"Top-Thema Datenqualit\u00e4t: \u201eShit in \u2013 Shit out\u201c. Erste Hilfe zur Erh\u00f6hung der Datenqualit\u00e4t."},"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\">DATENQUALIT\u00c4T ERH\u00d6HEN<\/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\">Warum schlechte Daten jedes Risikomanagement zerst\u00f6ren<\/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>Schlechte <a href=\"https:\/\/opture.com\/it\/glossar\/#datenqualitaet\">Datenqualit\u00e4t<\/a> f\u00fchrt nicht einfach zu kleinen Ungenauigkeiten \u2013 sie f\u00fchrt zu Fehlentscheidungen, Scheinsicherheit, falschen Priorit\u00e4ten und teuren Ma\u00dfnahmen, die am <a href=\"https:\/\/opture.com\/it\/loesungen\/risikomanagement\/\">Risiko<\/a> vorbeisteuern<\/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>Typische Folgen schlechter Datenqualit\u00e4t<\/strong>:<\/p>\n<ul>\n<li>Fehlentscheidungen im Management<\/li>\n<li>geringe Akzeptanz im Unternehmen<\/li>\n<li>ineffiziente und teure <a href=\"https:\/\/opture.com\/it\/glossar\/#risikosteuerung\">Steuerungsma\u00dfnahmen<\/a><\/li>\n<li>verzerrte <a href=\"https:\/\/opture.com\/it\/glossar\/#risikobewertung-methodik\">Exposure\u2011Berechnungen<\/a><\/li>\n<li>falsche <a href=\"https:\/\/opture.com\/it\/glossar\/#risikokategorien\">Risikoklassen<\/a><\/li>\n<li>mangelnde Transparenz<\/li>\n<\/ul>\n<p><strong>Kurz:<\/strong> Schlechte <a href=\"https:\/\/opture.com\/it\/glossar\/#datenqualitaet\">Datenqualit\u00e4t<\/a> ist ein eigenes Risiko im Risikomanagement.<\/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: Risikonamen<\/h5><div class=\"ui-e-subtitle\"> Viele Risikonamen sind: <\/div><\/div>\n                <div class=\"ui-e-description\">\n                    <ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">zu lang<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">zu vage und kreativ<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">nicht ein-eindeutig<\/span><\/li><li>doppelt (in verschiedenen Sprachen)<\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">ganze S\u00e4tze statt Begriffe<\/span><\/li><\/ul><p>Ein Risikoname ist kein Roman. Er ist die <strong>erste Verteidigungslinie gegen Chaos<\/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: Risikobeschreibung<\/h5><div class=\"ui-e-subtitle\"> Viele Risikobeschreibungen sind: <\/div><\/div>\n                <div class=\"ui-e-description\">\n                    <ul><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">zu technisch<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">zu abstrakt<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">unvollst\u00e4ndig<\/span><\/li><li style=\"font-weight: 400\"><span style=\"font-weight: 400\">unverst\u00e4ndlich<\/span><\/li><\/ul><p>Wenn ein <a href=\"https:\/\/opture.com\/it\/glossar\/#risikoidentifikation\">Risikoverantwortlicher<\/a> seinen eigenen Text nicht erkl\u00e4ren kann, ist die <strong>Beschreibung nahezu wertlos<\/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: Risikobewertung (Methodik)<\/h5><div class=\"ui-e-subtitle\"> Viele Unternehmen verwenden falsche und komplexe Bewertungsmethoden: <\/div><\/div>\n                <div class=\"ui-e-description\">\n                    <ul><li>Vorgabe falscher Verteilungsfunktionen<\/li><li>Modelle abh\u00e4ngig vom verwendeten MC-Simulator<\/li><li>\u00dcbernahme der Bewertung durch Risikomanager<\/li><\/ul><p>H\u00e4ufig werden <strong>falsche Verteilungsfunktionen<\/strong> f\u00fcr Risiken verwendet (z.B. <a href=\"https:\/\/opture.com\/it\/glossar\/#dreiecksverteilung\">Dreiecks<\/a>&#8211; anstatt <a href=\"https:\/\/opture.com\/it\/glossar\/#risikoaggregation\">Drei-Punkt-Verteilung<\/a>). Das f\u00fchr zu massiven Ergebnisfehlern (gr\u00f6sser als System- oder Modellfehler).<\/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: Risikobewertung (Know How)<\/h5><div class=\"ui-e-subtitle\"> Viele Unternehmen erwarten von Risikoverantwortlichen: <\/div><\/div>\n                <div class=\"ui-e-description\">\n                    <ul><li>Verteilungsfunktionen auszuw\u00e4hlen<\/li><li>Parameter und Momente zu definieren \/ sch\u00e4tzen<\/li><li>mathematische Modelle zu verstehen<\/li><\/ul><p>Das ist unrealistisch. <em>\u201eDie Wahl der <a href=\"https:\/\/opture.com\/it\/glossar\/#verteilungsfunktion\">Verteilungsfunktion<\/a> ist f\u00fcr 90% ungeschulter (!) RV nicht korrekt machbar.\u201c<\/em><\/p><p>Risikoverantwortliche sind <strong>keine Finanzmathematiker<\/strong>. Sie sollen <strong>sch\u00e4tzen<\/strong>, nicht modellieren.<\/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\">kORREKTE verteilungsfunktionen<\/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\">Der Klassiker - Dreiecksverteilung vs. Dreipunktverteilung<\/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>Die Wahl der richtigen <a href=\"https:\/\/opture.com\/it\/glossar\/#verteilungsfunktion\">Verteilungsfunktion<\/a> hat massiven Einfluss auf die <a href=\"https:\/\/opture.com\/it\/glossar\/#monte-carlo-simulation\">Simulationsergebnisse<\/a> und berechneten Risiko-Exposures.\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>In der Praxis ist ein h\u00e4ufig erkennbarer <strong>Fehler<\/strong> bei der Auswahl der <a href=\"https:\/\/opture.com\/it\/glossar\/#verteilungsfunktion\">Verteilungsfunktion<\/a>, dass Risiken f\u00e4lschlicherweise mit <a href=\"https:\/\/opture.com\/it\/glossar\/#dreiecksverteilung\"><strong>Dreiecksverteilungen<\/strong> <\/a>charakterisiert \/ bewertet werden, obwohl sie:<\/p>\n<ul>\n<li>diskret verteilt,<\/li>\n<li>asymetrisch,<\/li>\n<li>heavy-tailed<\/li>\n<\/ul>\n<p>sind. <strong>Risikobeispiele<\/strong> sind Cyber-Attacks, Werksbrand, Compliance-Verst\u00f6sse, Naturkatastrophen, etc.<\/p>\n<p><strong>Kurz:<\/strong> Diese Risiken brauchen <a href=\"https:\/\/opture.com\/it\/glossar\/#risikobewertung-methodik\"><strong>Drei\u2011Punkt\u2011Sch\u00e4tzungen<\/strong><\/a> (Best\u2011, Normal\u2011, Worst\u2011Case), keine <a href=\"https:\/\/opture.com\/it\/glossar\/#dreiecksverteilung\">Dreiecksverteilungen<\/a>.<\/p>\n<p>WARUM?<\/p>\n<p>Eine <a href=\"https:\/\/opture.com\/it\/glossar\/#dreiecksverteilung\">Dreiecksverteilung<\/a> erzeugt:<\/p>\n<ul>\n<li>erfundene Wahrscheinlichkeiten<\/li>\n<li>\u00dcbergewichtung des Most\u2011Likely\u2011Schadens<\/li>\n<li>massive Untersch\u00e4tzung von Tail\u2011Risiken<\/li>\n<li>k\u00fcnstliche Begrenzung der Verteilung\u00a0<\/li>\n<\/ul>\n<p><strong>Kurz:<\/strong> Eine <a href=\"https:\/\/opture.com\/it\/glossar\/#dreiecksverteilung\">Dreiecksverteilung<\/a> ist f\u00fcr diese Risikotypen zu simpel und methodisch falsch.<\/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>Bei der Risikobewertung mit Verteilungsfunktionen bestehen <strong>3 gravierende Risiken<\/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\">der <a href=\"https:\/\/opture.com\/it\/glossar\/#risikoeigner\">Risikoverantwortlichen<\/a> sind mit der Auswahl von <a href=\"https:\/\/opture.com\/it\/glossar\/#verteilungsfunktion\">Verteilungsfunktionen<\/a> und deren Bewertung \u00fcberfordert.<\/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\">der zentralen Risikomanager geben die <a href=\"https:\/\/opture.com\/it\/glossar\/#verteilungsfunktion\">VT-Funktionen<\/a> vor und f\u00fchren auch die Bewertungen durch.<\/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>der Ergebnisse sind verzerrt,\u00a0weil ungeeignete <a href=\"https:\/\/opture.com\/it\/glossar\/#verteilungsfunktion\">Verteilungsannahmen<\/a> und Parameter die Fehler st\u00e4rker treiben als das Modell selbst.<\/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\">Checkliste Risikoverantwortliche\u200b<\/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\">Checkliste f\u00fcr Risikoverantwortliche<\/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>Nachstehend eine kurze Checkliste f\u00fcr <strong>Risikoverantwortliche<\/strong>, um die Datenqualit\u00e4t zu erh\u00f6hen.<\/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                            Eindeutige und kurze Risikonamen (max. 3-5 Worte; Substantive an den Anfang)                        <\/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                            Verst\u00e4ndliche Beschreibungen (Ausl\u00f6ser, Ursache, Auswirkung)                        <\/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                            Sch\u00e4tzfehlerreduktion (Erfahrungswerte, Plausibilit\u00e4ten, Vermeidung Extrembewertzungen)                        <\/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                            Realistische und nachvollziehbare Sch\u00e4tzung                         <\/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                            Auditfeste Angaben (Ableitung und Erl\u00e4uterung der Inhalte)                        <\/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\">FAZIT<\/span>\n\n    <h3>Datenqualit\u00e4t entscheidet \u00fcber die Akzeptanz des Risikomanagements<\/h3>\n\n    <p>\n      Datenqualit\u00e4t entscheidet dar\u00fcber, ob Risikomanagement ein <b>Steuerungsinstrument<\/b> oder ein <b>Dokumentations-Tool<\/b> ist. Fehlerhafte oder inkonsistente Daten verzerren Ergebnisse st\u00e4rker als jede Methodik, w\u00e4hrend hochwertige Daten die Bewertung stabilisieren, Sch\u00e4tzfehler minimieren und die Risikosteuerung erst verl\u00e4sslich machen. Datenqualit\u00e4t ist damit der <b>wichtigste Erfolgsfaktor<\/b> im gesamten Risikoprozess.\n    <\/p>\n\n    <div class=\"opture-fazit-points\">\n      <span>Eindeutige kurz Risikonamen<\/span>\n      <span>Pr\u00e4zise Risikobeschreibung<\/span>\n      <span>Korrekte Risikobewertung<\/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 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