{"id":10909,"date":"2026-02-06T14:33:49","date_gmt":"2026-02-06T13:33:49","guid":{"rendered":"https:\/\/powerbi.pl\/?p=10909"},"modified":"2026-02-06T14:36:09","modified_gmt":"2026-02-06T13:36:09","slug":"advanced-analytics-and-data-science-in-power-bi","status":"publish","type":"post","link":"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi","title":{"rendered":"Advanced Analytics and Data Science in Power BI"},"content":{"rendered":"<p><span data-contrast=\"auto\">The\u00a0growing\u00a0complexity\u00a0of business\u00a0processes, the\u00a0increasing\u00a0number\u00a0of data\u00a0sources, and the\u00a0need\u00a0to\u00a0predict\u00a0future\u00a0events\u00a0are\u00a0pushing\u00a0companies\u00a0to\u00a0adopt\u00a0<\/span><b><span data-contrast=\"auto\">advanced\u00a0analytics\u00a0and data science in Power BI<\/span><\/b><span data-contrast=\"auto\">.\u00a0Instead\u00a0of\u00a0only\u00a0answering\u00a0questions\u00a0like\u00a0\u201cwhat\u00a0happened,\u201d\u00a0organizations\u00a0now\u00a0expect\u00a0insights\u00a0on:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">why\u00a0a\u00a0specific\u00a0trend\u00a0is\u00a0occurring,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">what\u00a0might\u00a0happen\u00a0in\u00a0upcoming\u00a0periods,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">which\u00a0actions\u00a0will\u00a0produce\u00a0the\u00a0best\u00a0business\u00a0outcomes.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">Power BI,\u00a0especially\u00a0when\u00a0combined\u00a0with Microsoft\u00a0Fabric,\u00a0enables\u00a0a\u00a0gradual\u00a0shift\u00a0from\u00a0descriptive\u00a0reporting\u00a0to\u00a0predictive\u00a0and\u00a0exploratory\u00a0analytics.\u00a0This\u00a0transition\u00a0transforms\u00a0Power BI from a\u00a0simple\u00a0data\u00a0visualization\u00a0tool\u00a0into\u00a0a\u00a0<\/span><b><span data-contrast=\"auto\">platform\u00a0that\u00a0actively\u00a0supports\u00a0data-driven\u00a0decision-making<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{&quot;335551550&quot;:0,&quot;335551620&quot;:0}\">\u00a0<\/span><\/p>\n<p aria-level=\"2\"><b><span data-contrast=\"none\">What\u00a0Is\u00a0Advanced Analytics and Data Science in Power BI<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:299,&quot;335559739&quot;:299}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Traditional\u00a0reporting\u00a0in Power BI\u00a0focuses\u00a0on\u00a0analyzing\u00a0historical\u00a0data. It\u00a0answers\u00a0questions\u00a0about\u00a0what\u00a0happened\u00a0in the past and\u00a0presents\u00a0results\u00a0through\u00a0tables,\u00a0charts, and\u00a0dashboards.\u00a0While\u00a0essential,\u00a0this\u00a0approach\u00a0alone\u00a0is\u00a0insufficient\u00a0for\u00a0organizations\u00a0aiming\u00a0for a\u00a0higher\u00a0level\u00a0of\u00a0analytical\u00a0maturity.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Advanced\u00a0analytics\u00a0and\u00a0<\/span><b><span data-contrast=\"auto\">data science in Power BI<\/span><\/b><span data-contrast=\"auto\">\u00a0go a step\u00a0further.\u00a0They\u00a0allow\u00a0organizations\u00a0to\u00a0analyze\u00a0relationships\u00a0between\u00a0variables,\u00a0identify\u00a0patterns, and\u00a0predict\u00a0future\u00a0events. In\u00a0practice,\u00a0this\u00a0means\u00a0moving\u00a0from\u00a0descriptive\u00a0reporting\u00a0to:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"11\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">diagnostic\u00a0analytics<\/span><\/b><span data-contrast=\"auto\">\u00a0(why\u00a0something\u00a0happened),<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"11\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><a href=\"https:\/\/powerbi.pl\/en\/blog\/from-the-bi-industry\/predictive-analytics-in-power-bi-a-trend-that-will-revolutionise-business\"><b><span data-contrast=\"none\">predictive\u00a0analytics<\/span><\/b><\/a><span data-contrast=\"auto\">\u00a0(what\u00a0may\u00a0happen),<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"11\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">prescriptive\u00a0analytics<\/span><\/b><span data-contrast=\"auto\">\u00a0(what\u00a0actions\u00a0to\u00a0take).<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">As a\u00a0result, Power BI\u00a0becomes\u00a0a\u00a0tool\u00a0that\u00a0supports\u00a0<\/span><b><span data-contrast=\"auto\">real business\u00a0decisions<\/span><\/b><span data-contrast=\"auto\">, not\u00a0just\u00a0summarizes\u00a0past\u00a0results.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{&quot;335551550&quot;:0,&quot;335551620&quot;:0}\">\u00a0<\/span><\/p>\n<p aria-level=\"2\"><b><span data-contrast=\"none\">The\u00a0Scope\u00a0of Data Science\u00a0Capabilities\u00a0in Power BI<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:299,&quot;335559739&quot;:299}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Power BI\u00a0offers\u00a0a\u00a0wide\u00a0range\u00a0of\u00a0features\u00a0supporting\u00a0data science,\u00a0both\u00a0natively\u00a0and\u00a0through\u00a0integration\u00a0with\u00a0other\u00a0Microsoft services.\u00a0Depending\u00a0on\u00a0organizational\u00a0needs,\u00a0it\u00a0enables:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"12\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">building\u00a0statistical\u00a0and\u00a0predictive\u00a0models,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"12\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">detecting\u00a0<\/span><a href=\"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/how-can-i-use-artificial-intelligence-in-power-bi-to-forecast-trends\"><span data-contrast=\"none\">trends<\/span><\/a><span data-contrast=\"auto\">\u00a0and\u00a0anomalies\u00a0in data,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"12\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">segmenting\u00a0business data,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"12\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"auto\">automating\u00a0recurring\u00a0analyses.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">Importantly,\u00a0advanced\u00a0analytics\u00a0in Power BI\u00a0does\u00a0not\u00a0always\u00a0require\u00a0separate\u00a0analytical\u00a0environments. Many\u00a0scenarios\u00a0can\u00a0be\u00a0executed\u00a0directly\u00a0within\u00a0reports\u00a0while\u00a0maintaining\u00a0<\/span><b><span data-contrast=\"auto\">data\u00a0consistency\u00a0and business\u00a0logic<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{&quot;335551550&quot;:0,&quot;335551620&quot;:0}\">\u00a0<\/span><\/p>\n<p aria-level=\"2\"><b><span data-contrast=\"none\">Power\u00a0BI\u2019s\u00a0Place in the Microsoft\u00a0Ecosystem\u00a0(Fabric,\u00a0Azure,\u00a0Python, R)<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:299,&quot;335559739&quot;:299}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Power BI\u00a0is\u00a0an\u00a0integral\u00a0part of the Microsoft\u00a0ecosystem,\u00a0significantly\u00a0expanding\u00a0its\u00a0capabilities\u00a0in data science.\u00a0When\u00a0combined\u00a0with Microsoft\u00a0Fabric\u00a0and\u00a0Azure\u00a0services,\u00a0it\u00a0is\u00a0possible\u00a0to\u00a0build\u00a0a\u00a0<\/span><b><span data-contrast=\"auto\">complete\u00a0analytics\u00a0architecture<\/span><\/b><span data-contrast=\"auto\">\u00a0that\u00a0includes:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"13\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">data\u00a0preparation\u00a0and\u00a0integration,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"13\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">advanced\u00a0processing\u00a0and modeling,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"13\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">visualization\u00a0and\u00a0sharing\u00a0of\u00a0results.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">Additionally, Power BI\u00a0supports\u00a0the\u00a0use\u00a0of\u00a0<\/span><b><span data-contrast=\"auto\">Python\u00a0and R<\/span><\/b><span data-contrast=\"auto\">,\u00a0allowing\u00a0data\u00a0analysts\u00a0and BI\u00a0teams\u00a0to\u00a0leverage\u00a0statistical\u00a0and\u00a0machine\u00a0learning\u00a0libraries\u00a0<\/span><b><span data-contrast=\"auto\">without\u00a0leaving\u00a0the\u00a0reporting\u00a0environment<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{&quot;335551550&quot;:0,&quot;335551620&quot;:0}\">\u00a0<\/span><\/p>\n<p aria-level=\"2\"><b><span data-contrast=\"none\">Example\u00a0Business\u00a0Scenarios<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:299,&quot;335559739&quot;:299}\">\u00a0<\/span><\/p>\n<p aria-level=\"3\"><b><span data-contrast=\"none\">Sales and\u00a0Demand\u00a0Forecasting<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:281,&quot;335559739&quot;:281}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">One of the most\u00a0common\u00a0applications\u00a0of\u00a0<\/span><b><span data-contrast=\"auto\">data science in Power BI<\/span><\/b><span data-contrast=\"auto\">\u00a0is\u00a0forecasting\u00a0<\/span><a href=\"https:\/\/powerbi.pl\/en\/areas-of-implementation\/power-bi-in-sales\"><span data-contrast=\"none\">sales<\/span><\/a><span data-contrast=\"auto\">\u00a0and\u00a0demand.\u00a0Organizations\u00a0with\u00a0historical\u00a0sales\u00a0data,\u00a0seasonality\u00a0trends,\u00a0or\u00a0customer\u00a0behavior\u00a0patterns\u00a0can\u00a0use\u00a0it\u00a0to\u00a0build\u00a0predictive\u00a0models\u00a0that\u00a0support\u00a0business\u00a0planning.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Power BI,\u00a0combined\u00a0with Microsoft\u00a0Fabric,\u00a0enables:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"14\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">analyzing\u00a0sales\u00a0trends\u00a0over\u00a0time,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"14\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">identifying\u00a0seasonality\u00a0and\u00a0cyclical\u00a0patterns,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"14\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">forecasting\u00a0sales\u00a0volumes\u00a0for\u00a0different\u00a0scenarios.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">This\u00a0allows\u00a0sales\u00a0and\u00a0operations\u00a0teams\u00a0to\u00a0make\u00a0decisions\u00a0based\u00a0not\u00a0only\u00a0on\u00a0historical\u00a0data but\u00a0also\u00a0on\u00a0predicted\u00a0future\u00a0outcomes.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p aria-level=\"3\"><b><span data-contrast=\"none\">Analysis of\u00a0Operational\u00a0Trends\u00a0and\u00a0Anomalies<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:281,&quot;335559739&quot;:281}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Advanced\u00a0analytics\u00a0in Power BI\u00a0also\u00a0enables\u00a0real-time\u00a0analysis\u00a0of\u00a0operational\u00a0data. Using data science\u00a0methods,\u00a0organizations\u00a0can\u00a0quickly\u00a0detect\u00a0unusual\u00a0deviations\u00a0or\u00a0trend\u00a0changes\u00a0that\u00a0may\u00a0indicate\u00a0potential\u00a0risks\u00a0or\u00a0new\u00a0business\u00a0opportunities.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">In\u00a0practice,\u00a0this\u00a0includes:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"15\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">identifying\u00a0anomalies\u00a0in\u00a0costs\u00a0or\u00a0process\u00a0efficiency,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"15\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">early\u00a0detection\u00a0of\u00a0operational\u00a0issues,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"15\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">monitoring\u00a0key\u00a0metrics\u00a0in real-time.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">This\u00a0approach\u00a0allows\u00a0organizations\u00a0to\u00a0respond\u00a0faster\u00a0and\u00a0minimize\u00a0the\u00a0impact\u00a0of\u00a0unwanted\u00a0events.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p aria-level=\"3\"><b><span data-contrast=\"none\">Customer\u00a0and Product\u00a0Segmentation<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:281,&quot;335559739&quot;:281}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Segmentation\u00a0is\u00a0another\u00a0area\u00a0where\u00a0<\/span><b><span data-contrast=\"auto\">data science in Power BI<\/span><\/b><span data-contrast=\"auto\">\u00a0delivers\u00a0measurable\u00a0business\u00a0value. Analysis of\u00a0sales, marketing, and\u00a0operational\u00a0data\u00a0allows\u00a0organizations\u00a0to\u00a0group\u00a0customers\u00a0and products\u00a0based\u00a0on\u00a0shared\u00a0characteristics\u00a0and\u00a0behaviors.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Power BI\u00a0supports:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"16\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">customer\u00a0segmentation\u00a0based\u00a0on\u00a0value,\u00a0purchase\u00a0frequency,\u00a0or\u00a0profitability,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"16\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">product\u00a0portfolio\u00a0analysis,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"16\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">identifying\u00a0segments\u00a0with the\u00a0highest\u00a0growth\u00a0potential.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">The\u00a0results\u00a0of\u00a0these\u00a0analyses\u00a0can\u00a0be\u00a0directly\u00a0presented\u00a0in Power BI\u00a0reports\u00a0and\u00a0used\u00a0by\u00a0sales, marketing, and management\u00a0teams.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p aria-level=\"3\"><b><span data-contrast=\"none\">Supporting\u00a0Financial and\u00a0Operational\u00a0Planning<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:281,&quot;335559739&quot;:281}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Advanced\u00a0analytics\u00a0and\u00a0<\/span><b><span data-contrast=\"auto\">data science in Power BI<\/span><\/b><span data-contrast=\"auto\">\u00a0increasingly\u00a0support\u00a0financial\u00a0and\u00a0operational\u00a0planning\u00a0processes.\u00a0Predictive\u00a0and\u00a0scenario\u00a0models\u00a0allow\u00a0organizations\u00a0to\u00a0evaluate\u00a0different\u00a0development\u00a0scenarios.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Examples\u00a0include:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"17\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">forecasting\u00a0costs\u00a0and\u00a0revenues,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"17\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">analyzing\u00a0the\u00a0impact\u00a0of market\u00a0changes\u00a0on\u00a0financial\u00a0results,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"17\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">supporting\u00a0budgeting\u00a0and\u00a0forecasting\u00a0processes.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">By\u00a0integrating\u00a0analytics\u00a0into\u00a0Power BI\u00a0reports,\u00a0planning\u00a0becomes\u00a0an\u00a0<\/span><b><span data-contrast=\"auto\">integral\u00a0part of the BI system<\/span><\/b><span data-contrast=\"auto\">,\u00a0rather\u00a0than\u00a0a\u00a0separate\u00a0process.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p aria-level=\"2\"><b><span data-contrast=\"none\">Data Science in Power BI and Microsoft Fabric<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:299,&quot;335559739&quot;:299}\">\u00a0<\/span><\/p>\n<p aria-level=\"3\"><b><span data-contrast=\"none\">The Role of Microsoft Fabric in Advanced Analytics<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:281,&quot;335559739&quot;:281}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Microsoft Fabric plays a\u00a0<\/span><b><span data-contrast=\"auto\">key role in the development of advanced analytics and data science in Power BI<\/span><\/b><span data-contrast=\"auto\">. The platform integrates data management, analytics, and machine learning into a single, cohesive environment.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Fabric enables:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"18\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">centralized management of data from multiple sources,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"18\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">elimination of data silos,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"18\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">building a scalable, cloud-based analytics architecture.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">As a result, Power BI no longer functions as a standalone reporting tool but becomes an\u00a0<\/span><b><span data-contrast=\"auto\">integral part of a larger data ecosystem<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{&quot;335551550&quot;:0,&quot;335551620&quot;:0}\">\u00a0<\/span><\/p>\n<p aria-level=\"3\"><b><span data-contrast=\"none\">A Unified Environment for Data, Analytics, and ML<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:281,&quot;335559739&quot;:281}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">One of Microsoft Fabric\u2019s greatest strengths is its ability to create a\u00a0<\/span><b><span data-contrast=\"auto\">shared environment<\/span><\/b><span data-contrast=\"auto\">\u00a0for BI teams, data analysts, and data science specialists. Data prepared in Fabric can be directly used in Power BI without the need for repeated processing.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">This approach:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"19\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">shortens the time\u00a0required\u00a0to deliver analyses,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"19\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">increases data and result consistency,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"19\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">facilitates collaboration between technical and business teams.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">In this model, Power BI acts as a\u00a0<\/span><b><span data-contrast=\"auto\">presentation layer<\/span><\/b><span data-contrast=\"auto\">\u00a0for advanced analyses and machine learning models.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{&quot;335551550&quot;:0,&quot;335551620&quot;:0}\">\u00a0<\/span><\/p>\n<p aria-level=\"3\"><b><span data-contrast=\"none\">Scalability and Automation of Advanced Analytics<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:281,&quot;335559739&quot;:281}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Microsoft Fabric provides the\u00a0<\/span><b><span data-contrast=\"auto\">scalability necessary for data science projects<\/span><\/b><span data-contrast=\"auto\">, where data volume and complexity grow alongside the organization. Automation of analytical processes allows for regular updates to models and reports\u00a0<\/span><b><span data-contrast=\"auto\">without manual intervention<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">As a result:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"20\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">predictive analyses can be run cyclically,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"20\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Power BI reports are always based on up-to-date data,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"20\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">organizations can expand analytics capabilities without redesigning their architecture.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-ccp-props=\"{&quot;335551550&quot;:0,&quot;335551620&quot;:0}\">\u00a0<\/span><\/p>\n<p aria-level=\"2\"><b><span data-contrast=\"none\">The Role of a BI Partner in Implementing Advanced Analytics<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:299,&quot;335559739&quot;:299}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Implementing\u00a0<\/span><b><span data-contrast=\"auto\">advanced analytics and data science in Power BI<\/span><\/b><span data-contrast=\"auto\">\u00a0is more than just configuring a tool. Project experience is critical for translating business needs into effective analytical solutions.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">An experienced BI partner:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"21\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">selects the\u00a0appropriate use\u00a0cases for data science,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"21\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">understands the limitations and capabilities of Power BI and Microsoft Fabric,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"21\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">avoids unnecessary complexity in analytical models.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">This ensures the organization receives a solution\u00a0<\/span><b><span data-contrast=\"auto\">aligned with\u00a0real business\u00a0needs<\/span><\/b><span data-contrast=\"auto\">, rather than a mere technical demonstration of platform capabilities.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{&quot;335551550&quot;:0,&quot;335551620&quot;:0}\">\u00a0<\/span><\/p>\n<p aria-level=\"3\"><b><span data-contrast=\"none\">Combining Business and Technical Competencies<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:281,&quot;335559739&quot;:281}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">One of the greatest challenges in analytics projects is\u00a0<\/span><b><span data-contrast=\"auto\">effectively bridging business and technical perspectives<\/span><\/b><span data-contrast=\"auto\">. Data science in Power BI requires an understanding of both the underlying data and the processes that generate it.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">A BI partner acts as a bridge between:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"22\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">business stakeholders,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"22\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">IT teams and data analysts,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"22\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">end-users of reports.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">This approach allows organizations to build analytical models that are both technically sophisticated and\u00a0<\/span><b><span data-contrast=\"auto\">understandable for business users<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{&quot;335551550&quot;:0,&quot;335551620&quot;:0}\">\u00a0<\/span><\/p>\n<p aria-level=\"3\"><b><span data-contrast=\"none\">Ensuring Scalability and Solution Maintenance<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:281,&quot;335559739&quot;:281}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Advanced analytics is an\u00a0<\/span><b><span data-contrast=\"auto\">ongoing process, not a one-time project<\/span><\/b><span data-contrast=\"auto\">. As organizations grow, data volumes, user numbers, and expectations for analyses increase.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">The\u00a0<\/span><a href=\"https:\/\/powerbi.pl\/en\/make-a-free-appointment\"><span data-contrast=\"none\">BI partner<\/span><\/a><span data-contrast=\"auto\">\u2019s role also includes:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"23\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">designing scalable architectures based on Power BI and Microsoft Fabric,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"23\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">automating analytical processes,<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"23\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">maintaining and developing existing data science models.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">This ensures that solutions\u00a0remain\u00a0<\/span><b><span data-contrast=\"auto\">current and valuable over time<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>In many organizations, Power BI still primarily serves as a tool for historical reporting, showing what has already happened. However, this type of data analysis is increasingly insufficient in environments where business decisions need to be made quickly, based on current and forecasted information. <\/p>\n","protected":false},"author":4,"featured_media":10906,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[30],"tags":[495],"class_list":["post-10909","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-microsoft-power-bi-en","tag-data-science"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Advanced Analytics and Data Science in Power BI | EBIS - Microsoft Power BI Partner<\/title>\n<meta name=\"description\" content=\"Advanced analytics and data science in Power BI support business decisions, forecasting, and process automation for organizations.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Advanced Analytics and Data Science in Power BI | EBIS - Microsoft Power BI Partner\" \/>\n<meta property=\"og:description\" content=\"Advanced analytics and data science in Power BI support business decisions, forecasting, and process automation for organizations.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi\" \/>\n<meta property=\"og:site_name\" content=\"EBIS - Microsoft Power BI Partner\" \/>\n<meta property=\"article:published_time\" content=\"2026-02-06T13:33:49+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-02-06T13:36:09+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/powerbi.pl\/wp-content\/uploads\/2026\/02\/6.02.26-power-bi.png\" \/>\n\t<meta property=\"og:image:width\" content=\"900\" \/>\n\t<meta property=\"og:image:height\" content=\"600\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Oliwia Nowak\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Oliwia Nowak\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":[\"Article\",\"BlogPosting\"],\"@id\":\"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi#article\",\"isPartOf\":{\"@id\":\"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi\"},\"author\":{\"name\":\"Oliwia Nowak\",\"@id\":\"https:\/\/powerbi.pl\/en#\/schema\/person\/0034e7801ff41c83ffd524fef6674d49\"},\"headline\":\"Advanced Analytics and Data Science in Power BI\",\"datePublished\":\"2026-02-06T13:33:49+00:00\",\"dateModified\":\"2026-02-06T13:36:09+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi\"},\"wordCount\":1193,\"publisher\":{\"@id\":\"https:\/\/powerbi.pl\/en#organization\"},\"image\":{\"@id\":\"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi#primaryimage\"},\"thumbnailUrl\":\"https:\/\/powerbi.pl\/wp-content\/uploads\/2026\/02\/6.02.26-power-bi.png\",\"keywords\":[\"data science\"],\"articleSection\":[\"Microsoft Power BI\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi\",\"url\":\"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi\",\"name\":\"Advanced Analytics and Data Science in Power BI | EBIS - Microsoft Power BI Partner\",\"isPartOf\":{\"@id\":\"https:\/\/powerbi.pl\/en#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi#primaryimage\"},\"image\":{\"@id\":\"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi#primaryimage\"},\"thumbnailUrl\":\"https:\/\/powerbi.pl\/wp-content\/uploads\/2026\/02\/6.02.26-power-bi.png\",\"datePublished\":\"2026-02-06T13:33:49+00:00\",\"dateModified\":\"2026-02-06T13:36:09+00:00\",\"description\":\"Advanced analytics and data science in Power BI support business decisions, forecasting, and process automation for organizations.\",\"breadcrumb\":{\"@id\":\"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi#primaryimage\",\"url\":\"https:\/\/powerbi.pl\/wp-content\/uploads\/2026\/02\/6.02.26-power-bi.png\",\"contentUrl\":\"https:\/\/powerbi.pl\/wp-content\/uploads\/2026\/02\/6.02.26-power-bi.png\",\"width\":900,\"height\":600,\"caption\":\"data science in power bi\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Strona g\u0142\u00f3wna\",\"item\":\"https:\/\/powerbi.pl\/en\/home-page\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Advanced Analytics and Data Science in Power BI\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/powerbi.pl\/en#website\",\"url\":\"https:\/\/powerbi.pl\/en\",\"name\":\"EBIS - Microsoft Power BI Partner\",\"description\":\"us\u0142ugi analityczne\",\"publisher\":{\"@id\":\"https:\/\/powerbi.pl\/en#organization\"},\"alternateName\":\"Microsoft Power BI\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/powerbi.pl\/en?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/powerbi.pl\/en#organization\",\"name\":\"EBIS\",\"alternateName\":\"EBIS\",\"url\":\"https:\/\/powerbi.pl\/en\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/powerbi.pl\/en#\/schema\/logo\/image\/\",\"url\":\"https:\/\/powerbi.pl\/wp-content\/uploads\/2025\/12\/favicon-ebis.png\",\"contentUrl\":\"https:\/\/powerbi.pl\/wp-content\/uploads\/2025\/12\/favicon-ebis.png\",\"width\":512,\"height\":512,\"caption\":\"EBIS\"},\"image\":{\"@id\":\"https:\/\/powerbi.pl\/en#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.linkedin.com\/company\/ebis-business-intelligence\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/powerbi.pl\/en#\/schema\/person\/0034e7801ff41c83ffd524fef6674d49\",\"name\":\"Oliwia Nowak\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/powerbi.pl\/en#\/schema\/person\/image\/\",\"url\":\"https:\/\/powerbi.pl\/wp-content\/uploads\/2025\/01\/Oliwia-Nowak-100x100.png\",\"contentUrl\":\"https:\/\/powerbi.pl\/wp-content\/uploads\/2025\/01\/Oliwia-Nowak-100x100.png\",\"caption\":\"Oliwia Nowak\"},\"url\":\"https:\/\/powerbi.pl\/en\/blog\/author\/oliwia-nowak\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Advanced Analytics and Data Science in Power BI | EBIS - Microsoft Power BI Partner","description":"Advanced analytics and data science in Power BI support business decisions, forecasting, and process automation for organizations.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi","og_locale":"en_US","og_type":"article","og_title":"Advanced Analytics and Data Science in Power BI | EBIS - Microsoft Power BI Partner","og_description":"Advanced analytics and data science in Power BI support business decisions, forecasting, and process automation for organizations.","og_url":"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi","og_site_name":"EBIS - Microsoft Power BI Partner","article_published_time":"2026-02-06T13:33:49+00:00","article_modified_time":"2026-02-06T13:36:09+00:00","og_image":[{"width":900,"height":600,"url":"https:\/\/powerbi.pl\/wp-content\/uploads\/2026\/02\/6.02.26-power-bi.png","type":"image\/png"}],"author":"Oliwia Nowak","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Oliwia Nowak","Est. reading time":"8 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":["Article","BlogPosting"],"@id":"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi#article","isPartOf":{"@id":"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi"},"author":{"name":"Oliwia Nowak","@id":"https:\/\/powerbi.pl\/en#\/schema\/person\/0034e7801ff41c83ffd524fef6674d49"},"headline":"Advanced Analytics and Data Science in Power BI","datePublished":"2026-02-06T13:33:49+00:00","dateModified":"2026-02-06T13:36:09+00:00","mainEntityOfPage":{"@id":"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi"},"wordCount":1193,"publisher":{"@id":"https:\/\/powerbi.pl\/en#organization"},"image":{"@id":"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi#primaryimage"},"thumbnailUrl":"https:\/\/powerbi.pl\/wp-content\/uploads\/2026\/02\/6.02.26-power-bi.png","keywords":["data science"],"articleSection":["Microsoft Power BI"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi","url":"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi","name":"Advanced Analytics and Data Science in Power BI | EBIS - Microsoft Power BI Partner","isPartOf":{"@id":"https:\/\/powerbi.pl\/en#website"},"primaryImageOfPage":{"@id":"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi#primaryimage"},"image":{"@id":"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi#primaryimage"},"thumbnailUrl":"https:\/\/powerbi.pl\/wp-content\/uploads\/2026\/02\/6.02.26-power-bi.png","datePublished":"2026-02-06T13:33:49+00:00","dateModified":"2026-02-06T13:36:09+00:00","description":"Advanced analytics and data science in Power BI support business decisions, forecasting, and process automation for organizations.","breadcrumb":{"@id":"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi#primaryimage","url":"https:\/\/powerbi.pl\/wp-content\/uploads\/2026\/02\/6.02.26-power-bi.png","contentUrl":"https:\/\/powerbi.pl\/wp-content\/uploads\/2026\/02\/6.02.26-power-bi.png","width":900,"height":600,"caption":"data science in power bi"},{"@type":"BreadcrumbList","@id":"https:\/\/powerbi.pl\/en\/blog\/microsoft-power-bi-en\/advanced-analytics-and-data-science-in-power-bi#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Strona g\u0142\u00f3wna","item":"https:\/\/powerbi.pl\/en\/home-page"},{"@type":"ListItem","position":2,"name":"Advanced Analytics and Data Science in Power BI"}]},{"@type":"WebSite","@id":"https:\/\/powerbi.pl\/en#website","url":"https:\/\/powerbi.pl\/en","name":"EBIS - Microsoft Power BI Partner","description":"us\u0142ugi analityczne","publisher":{"@id":"https:\/\/powerbi.pl\/en#organization"},"alternateName":"Microsoft Power BI","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/powerbi.pl\/en?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/powerbi.pl\/en#organization","name":"EBIS","alternateName":"EBIS","url":"https:\/\/powerbi.pl\/en","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/powerbi.pl\/en#\/schema\/logo\/image\/","url":"https:\/\/powerbi.pl\/wp-content\/uploads\/2025\/12\/favicon-ebis.png","contentUrl":"https:\/\/powerbi.pl\/wp-content\/uploads\/2025\/12\/favicon-ebis.png","width":512,"height":512,"caption":"EBIS"},"image":{"@id":"https:\/\/powerbi.pl\/en#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.linkedin.com\/company\/ebis-business-intelligence\/"]},{"@type":"Person","@id":"https:\/\/powerbi.pl\/en#\/schema\/person\/0034e7801ff41c83ffd524fef6674d49","name":"Oliwia Nowak","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/powerbi.pl\/en#\/schema\/person\/image\/","url":"https:\/\/powerbi.pl\/wp-content\/uploads\/2025\/01\/Oliwia-Nowak-100x100.png","contentUrl":"https:\/\/powerbi.pl\/wp-content\/uploads\/2025\/01\/Oliwia-Nowak-100x100.png","caption":"Oliwia Nowak"},"url":"https:\/\/powerbi.pl\/en\/blog\/author\/oliwia-nowak"}]}},"_links":{"self":[{"href":"https:\/\/powerbi.pl\/en\/wp-json\/wp\/v2\/posts\/10909","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/powerbi.pl\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/powerbi.pl\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/powerbi.pl\/en\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/powerbi.pl\/en\/wp-json\/wp\/v2\/comments?post=10909"}],"version-history":[{"count":2,"href":"https:\/\/powerbi.pl\/en\/wp-json\/wp\/v2\/posts\/10909\/revisions"}],"predecessor-version":[{"id":10911,"href":"https:\/\/powerbi.pl\/en\/wp-json\/wp\/v2\/posts\/10909\/revisions\/10911"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/powerbi.pl\/en\/wp-json\/wp\/v2\/media\/10906"}],"wp:attachment":[{"href":"https:\/\/powerbi.pl\/en\/wp-json\/wp\/v2\/media?parent=10909"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/powerbi.pl\/en\/wp-json\/wp\/v2\/categories?post=10909"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/powerbi.pl\/en\/wp-json\/wp\/v2\/tags?post=10909"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}