{
    "id": 2642,
    "date": "2026-02-28T13:06:39",
    "date_gmt": "2026-02-28T13:06:39",
    "guid": {
        "rendered": "https:\/\/mirekcerny.com\/?page_id=2642"
    },
    "modified": "2026-04-04T16:27:10",
    "modified_gmt": "2026-04-04T16:27:10",
    "slug": "bi-data-assurance",
    "status": "publish",
    "type": "page",
    "link": "https:\/\/mirekcerny.com\/en\/bi-data-assurance\/",
    "title": {
        "rendered": "BI & Data Assurance"
    },
    "content": {
        "rendered": "<div data-elementor-type=\"wp-page\" data-elementor-id=\"2642\" class=\"elementor elementor-2642\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fd36d7f elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"fd36d7f\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9138884\" data-id=\"9138884\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bbccac3 animated-slow elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"bbccac3\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">BI &amp; Data Assurance<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d246ad0 elementor-widget-tablet__width-initial elementor-widget elementor-widget-spacer\" data-id=\"d246ad0\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-25cee67 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"25cee67\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-ca5504a\" data-id=\"ca5504a\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d672ad6 elementor-widget elementor-widget-text-editor\" data-id=\"d672ad6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Ongoing senior support for companies that want greater confidence that their BI, reporting, and data are moving in the right direction.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-cd25328 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cd25328\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-db64487\" data-id=\"db64487\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6c1a0fe elementor-widget elementor-widget-text-editor\" data-id=\"6c1a0fe\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"276\" data-end=\"547\">Many companies already have reporting, modern data tools, a data hub, an internal BI team, or external delivery partners. That still does not automatically mean their BI and data environment is evolving in a healthy, sustainable way or with future business needs in mind.<\/p><p data-start=\"549\" data-end=\"901\">In many cases, the problem is not that a solution does not exist. The problem is that the data model gradually becomes harder to manage, reporting loses clarity, implementation drifts away from its original purpose, data quality is addressed only partially, and technology decisions are made more for short-term pragmatism than for long-term usability.<\/p><p data-start=\"903\" data-end=\"1064\">The result is often similar:<br data-start=\"931\" data-end=\"934\" \/>something already works, but confidence is growing weaker as to whether the whole setup will remain safe to rely on in the future.<\/p><p data-start=\"1066\" data-end=\"1144\">This is exactly the kind of situation <strong data-start=\"1104\" data-end=\"1127\">BI &amp; Data Assurance<\/strong> is designed for.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-afb3b36 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"afb3b36\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a4c3ed7\" data-id=\"a4c3ed7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-9b23d72 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9b23d72\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-cce89e2\" data-id=\"cce89e2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-20da9c3 elementor-widget elementor-widget-heading\" data-id=\"20da9c3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">What BI &amp; Data Assurance is<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-344aa5b elementor-widget elementor-widget-text-editor\" data-id=\"344aa5b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"1178\" data-end=\"1358\">BI &amp; Data Assurance is a form of ongoing senior collaboration that helps companies maintain the quality, sustainability, and direction of their BI, reporting, and data environment.<\/p><p data-start=\"1360\" data-end=\"1522\">It is not delivery.<br data-start=\"1379\" data-end=\"1382\" \/>It is not an audit for the sake of an audit.<br data-start=\"1426\" data-end=\"1429\" \/>And it is not about finding problems just to open the door to another implementation project.<\/p><p data-start=\"1524\" data-end=\"1704\">It is an ongoing senior layer focused on whether BI, reporting, and data in the company are evolving in a usable, sustainable way and in line with what the business will need next.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4ad55a8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4ad55a8\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-3c00892\" data-id=\"3c00892\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-00f4cfe elementor-widget elementor-widget-heading\" data-id=\"00f4cfe\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Typical situations where this collaboration makes sense<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b1b2102 elementor-widget elementor-widget-text-editor\" data-id=\"b1b2102\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"1766\" data-end=\"1813\">BI &amp; Data Assurance typically makes sense when:<\/p><ul data-start=\"1815\" data-end=\"2615\"><li data-section-id=\"6rnb2\" data-start=\"1815\" data-end=\"1905\">a company already has BI, reporting, or a data environment, but complexity is increasing<\/li><li data-section-id=\"14u4hy\" data-start=\"1906\" data-end=\"2018\">the internal team and delivery partners are building things, but no one is holding the whole picture over time<\/li><li data-section-id=\"106ic6l\" data-start=\"2019\" data-end=\"2103\">reporting works, but is becoming less clear, less trustworthy, or harder to extend<\/li><li data-section-id=\"16orh4k\" data-start=\"2104\" data-end=\"2211\">the data model has grown gradually and it is no longer clear how well it will support further development<\/li><li data-section-id=\"xz9k9f\" data-start=\"2212\" data-end=\"2322\">technology decisions are pragmatic, but there is uncertainty whether they create a good long-term foundation<\/li><li data-section-id=\"1xg8bsj\" data-start=\"2323\" data-end=\"2401\">data quality \u201csomehow still works,\u201d but starts to undermine trust in outputs<\/li><li data-section-id=\"1rs6769\" data-start=\"2402\" data-end=\"2504\">the company wants to expand analytics, automation, or AI, but the foundation is not solid enough yet<\/li><li data-section-id=\"1xkx8ep\" data-start=\"2505\" data-end=\"2615\">no one wants to unnecessarily disrupt what already works, but ignoring real risk is not a good option either<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-fd70f7f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fd70f7f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-b3cedf1\" data-id=\"b3cedf1\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e4bdd5a elementor-widget elementor-widget-heading\" data-id=\"e4bdd5a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">What BI &amp; Data Assurance helps with<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c13a992 elementor-widget elementor-widget-text-editor\" data-id=\"c13a992\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"2657\" data-end=\"2701\">It typically helps where a company needs to:<\/p><ul data-start=\"2703\" data-end=\"3416\"><li data-section-id=\"16xcgwk\" data-start=\"2703\" data-end=\"2766\">identify architectural, model, and implementation risks early<\/li><li data-section-id=\"1it6da6\" data-start=\"2767\" data-end=\"2883\">assess whether BI and the data environment are evolving sustainably rather than only through short-term pragmatism<\/li><li data-section-id=\"3hurmu\" data-start=\"2884\" data-end=\"2962\">correct blind spots in the data model, reporting, or implementation approach<\/li><li data-section-id=\"8b77wq\" data-start=\"2963\" data-end=\"3029\">evaluate solutions independently of any specific technology bias<\/li><li data-section-id=\"1kypjh6\" data-start=\"3030\" data-end=\"3096\">ensure reporting remains usable, clear, and extendable over time<\/li><li data-section-id=\"1xn7ilr\" data-start=\"3097\" data-end=\"3161\">detect where data quality starts to undermine trust in outputs<\/li><li data-section-id=\"13x8nhh\" data-start=\"3162\" data-end=\"3222\">support readiness for deeper analytics, automation, and AI<\/li><li data-section-id=\"1l0djxp\" data-start=\"3223\" data-end=\"3317\">lightly mentor an internal team or delivery partner where senior course correction is needed<\/li><li data-section-id=\"otmk5m\" data-start=\"3318\" data-end=\"3416\">distinguish between an acceptable compromise and something that needs a more systematic response<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-75ced17 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"75ced17\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-04e1dc3\" data-id=\"04e1dc3\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4107c49 elementor-widget elementor-widget-heading\" data-id=\"4107c49\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Who this service is for<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-617fc7b elementor-widget elementor-widget-text-editor\" data-id=\"617fc7b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"3446\" data-end=\"3501\">Typically, this service is relevant for companies that:<\/p><ul data-start=\"3503\" data-end=\"4039\"><li data-section-id=\"60yhrb\" data-start=\"3503\" data-end=\"3545\">already have an internal BI or data team<\/li><li data-section-id=\"17rzkjb\" data-start=\"3546\" data-end=\"3584\">work with external delivery partners<\/li><li data-section-id=\"smpd0q\" data-start=\"3585\" data-end=\"3667\">have invested in reporting, a data platform, a data hub, or an integration layer<\/li><li data-section-id=\"krv6ap\" data-start=\"3668\" data-end=\"3731\">are dealing with multiple BI and data topics at the same time<\/li><li data-section-id=\"tk6a7u\" data-start=\"3732\" data-end=\"3811\">feel that \u201cthings somehow work,\u201d but lack confidence in the overall direction<\/li><li data-section-id=\"14906qj\" data-start=\"3812\" data-end=\"3929\">do not want to disrupt what already works unnecessarily, but also do not want to overlook growing debt or real risk<\/li><li data-section-id=\"cj5ie8\" data-start=\"3930\" data-end=\"4039\">want more confidence that their BI and data environment will remain usable as the business develops further<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-58111cf elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"58111cf\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-afba4f4\" data-id=\"afba4f4\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0f75859 elementor-widget elementor-widget-heading\" data-id=\"0f75859\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">What this service is not<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c29f30b elementor-widget elementor-widget-text-editor\" data-id=\"c29f30b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"4070\" data-end=\"4097\">BI &amp; Data Assurance is not:<\/p><ul data-start=\"4099\" data-end=\"4319\"><li data-section-id=\"1bby42a\" data-start=\"4099\" data-end=\"4138\">a replacement for an internal BI team<\/li><li data-section-id=\"14pv82x\" data-start=\"4139\" data-end=\"4177\">micromanagement of delivery partners<\/li><li data-section-id=\"b8wuo8\" data-start=\"4178\" data-end=\"4215\">taking over delivery responsibility<\/li><li data-section-id=\"4xmjg1\" data-start=\"4216\" data-end=\"4252\">automatic pressure for refactoring<\/li><li data-section-id=\"16s3thv\" data-start=\"4253\" data-end=\"4278\">technological dogmatism<\/li><li data-section-id=\"1hbt1ua\" data-start=\"4279\" data-end=\"4319\">a guarantee that nothing will go wrong<\/li><\/ul><p data-start=\"4321\" data-end=\"4516\">It is a service that improves the odds of moving in the right direction, helps identify risks earlier, and reduces the chance that today\u2019s pragmatic solution becomes tomorrow\u2019s expensive problem.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-54d52bd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"54d52bd\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-dbce5f2\" data-id=\"dbce5f2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-100d04c elementor-widget elementor-widget-heading\" data-id=\"100d04c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Why an internal team or delivery partner is not enough on its own<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-98b59d7 elementor-widget elementor-widget-text-editor\" data-id=\"98b59d7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"4588\" data-end=\"4770\">An internal BI team usually ensures day-to-day operation, delivery, and ongoing support. A delivery partner usually ensures implementation of a specific solution. Both are important.<\/p><p data-start=\"4772\" data-end=\"5076\">BI &amp; Data Assurance adds something different: an independent senior perspective, more distance from day-to-day operations, the ability to see connections across the model, reporting, implementation, and data quality, and the ability to raise uncomfortable questions before they become expensive problems.<\/p><p data-start=\"5078\" data-end=\"5254\">This is not about controlling the internal team or the delivery partner. It is about adding a layer that internal environments often struggle to sustain on their own over time.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-bc2bf90 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bc2bf90\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-a335f36\" data-id=\"a335f36\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-de837ff elementor-widget elementor-widget-heading\" data-id=\"de837ff\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">What the collaboration typically includes<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b4ad651 elementor-widget elementor-widget-text-editor\" data-id=\"b4ad651\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"5302\" data-end=\"5380\">The exact setup depends on the company\u2019s situation, but it typically includes:<\/p><ul data-start=\"5382\" data-end=\"5871\"><li data-section-id=\"14u82k7\" data-start=\"5382\" data-end=\"5414\">a regular senior review rhythm<\/li><li data-section-id=\"1243o9y\" data-start=\"5415\" data-end=\"5497\">ongoing oversight of BI direction, the data model, and the reporting environment<\/li><li data-section-id=\"18o5dxy\" data-start=\"5498\" data-end=\"5560\">an independent view on architecture and technology decisions<\/li><li data-section-id=\"1pxup7\" data-start=\"5561\" data-end=\"5619\">review of the quality and usability of reporting outputs<\/li><li data-section-id=\"1289bk9\" data-start=\"5620\" data-end=\"5684\">highlighting risks in data quality, definitions, and the model<\/li><li data-section-id=\"1bl2qk7\" data-start=\"5685\" data-end=\"5751\">light mentoring of an internal team or external delivery partner<\/li><li data-section-id=\"1br9ilv\" data-start=\"5752\" data-end=\"5800\">support in more complex or disputed situations<\/li><li data-section-id=\"8k4368\" data-start=\"5801\" data-end=\"5871\">selected summaries and recommendations for the sponsor or leadership<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-e115aa5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e115aa5\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-ad53076\" data-id=\"ad53076\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5bb5232 elementor-widget elementor-widget-heading\" data-id=\"5bb5232\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">The principle behind this service<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e91c707 elementor-widget elementor-widget-text-editor\" data-id=\"e91c707\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"5911\" data-end=\"5972\">Good assurance does not create change for the sake of change.<\/p><p data-start=\"5974\" data-end=\"6005\">It helps a company distinguish:<\/p><ul data-start=\"6007\" data-end=\"6252\"><li data-section-id=\"1fj818g\" data-start=\"6007\" data-end=\"6035\">what truly needs to change<\/li><li data-section-id=\"10bh2gu\" data-start=\"6036\" data-end=\"6078\">what simply needs to be made transparent<\/li><li data-section-id=\"7xj74a\" data-start=\"6079\" data-end=\"6113\">what can remain as it is for now<\/li><li data-section-id=\"1dq3g45\" data-start=\"6114\" data-end=\"6157\">where a light course correction is enough<\/li><li data-section-id=\"1h2fuq\" data-start=\"6158\" data-end=\"6252\">and where further delay would create unnecessary risk or a more expensive intervention later<\/li><\/ul><p data-start=\"6254\" data-end=\"6391\">Part of the value of this service is therefore not only identifying what should change, but also confirming what does not need to change.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-f919876 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f919876\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-8959056\" data-id=\"8959056\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d9bdb09 elementor-widget elementor-widget-heading\" data-id=\"d9bdb09\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">How the collaboration usually starts<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d575c2f elementor-widget elementor-widget-text-editor\" data-id=\"d575c2f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"6434\" data-end=\"6500\">BI &amp; Data Assurance is typically set up as a <strong data-start=\"6479\" data-end=\"6499\">monthly retainer<\/strong>.<\/p><p data-start=\"6502\" data-end=\"6755\">It is not a large transformation project or a one-off audit. The goal is to create an ongoing senior layer over what already exists in the company and gradually show where a basic assurance layer is enough and where a broader scope starts to make sense.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-64496f3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"64496f3\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-28a4d13\" data-id=\"28a4d13\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-356b6b5 elementor-widget elementor-widget-heading\" data-id=\"356b6b5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Relationship to Executive Data Insight<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-34a6d28 elementor-widget elementor-widget-text-editor\" data-id=\"34a6d28\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"6800\" data-end=\"6869\">BI &amp; Data Assurance is the ongoing layer of confidence and direction.<\/p><p data-start=\"6871\" data-end=\"7128\"><strong data-start=\"6871\" data-end=\"6897\">Executive Data Insight<\/strong> is the higher, premium level of collaboration, focused on deeper understanding of what key numbers really mean, where their interpretation diverges across the organization, and what those differences mean for leadership decisions.<\/p><p data-start=\"6472\" data-end=\"6517\"><a href=\"\/en\/executive-data-insight\/\">[More about Executive Data Insight]<\/a><\/p><p data-start=\"7130\" data-end=\"7274\">Simply put:<br data-start=\"7141\" data-end=\"7144\" \/><strong data-start=\"7144\" data-end=\"7274\">Assurance protects the quality and direction of the environment. Insight brings deeper understanding of what the numbers mean.<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-9c22c92 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9c22c92\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-7d53d21\" data-id=\"7d53d21\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-25acb76 elementor-widget elementor-widget-heading\" data-id=\"25acb76\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Next step<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4248193 elementor-widget elementor-widget-text-editor\" data-id=\"4248193\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"7290\" data-end=\"7518\">Every company is in a different situation. In some cases, a basic ongoing assurance layer is enough. In others, there is a need for broader work around architecture, reporting, data quality, or the direction of data initiatives.<\/p><p data-start=\"7520\" data-end=\"7649\">The first step is simple: look at your company\u2019s situation together and evaluate what type of collaboration makes the most sense.<\/p><p data-start=\"7651\" data-end=\"7757\"><strong data-start=\"7651\" data-end=\"7757\">Would you like to discuss whether BI &amp; Data Assurance would make sense for your company? Get in touch.<\/strong><\/p><p data-start=\"7651\" data-end=\"7757\">\u00a0<\/p><p data-start=\"5919\" data-end=\"6000\"><em data-start=\"6007\" data-end=\"6020\">Mirek \u010cern\u00fd<\/em><br data-start=\"6037\" data-end=\"6040\" \/><em data-start=\"6040\" data-end=\"6080\">Data Advisor<\/em><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-938f450 elementor-align-center elementor-mobile-align-center elementor-widget elementor-widget-button\" data-id=\"938f450\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/en\/contact\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Contact me<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-352c8be\" data-id=\"352c8be\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-822f514 elementor-widget elementor-widget-image\" data-id=\"822f514\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"500\" height=\"751\" src=\"https:\/\/mirekcerny.com\/wp-content\/uploads\/2026\/04\/2579_500.webp\" class=\"attachment-large size-large wp-image-2787\" alt=\"Mirek Cerny\" srcset=\"https:\/\/mirekcerny.com\/wp-content\/uploads\/2026\/04\/2579_500.webp 500w, https:\/\/mirekcerny.com\/wp-content\/uploads\/2026\/04\/2579_500-200x300.webp 200w, https:\/\/mirekcerny.com\/wp-content\/uploads\/2026\/04\/2579_500-8x12.webp 8w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>",
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        "rendered": "<p>BI &amp; Data Assurance Ongoing senior support for companies that want greater confidence that their BI, reporting, and data are moving in the right direction. Many companies already have reporting, modern data tools, a data hub, an internal BI team, or external delivery partners. That still does not automatically mean their BI and data environment [&hellip;]<\/p>",
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