data-reliability-assessment.bigeval.com
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Submission: On June 11 via api from US — Scanned from NL
Submission: On June 11 via api from US — Scanned from NL
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<h2>How the assessment is conducted</h2>
<h4><br></h4>
<h4>During the assessment we will ask you questions to several topics that are connected with or that influence your organizations data reliability.</h4>
<h4><br></h4>
<h4>The assessment is split in two different parts. </h4>
<h4>You can either answer the first part only to get a basic idea about your data reliability status. </h4>
<h4>Or you answer some more questions to additional topics, to refine the assessment and to get a more comprehensive report.</h4>
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<h3><strong>Part 1 - Basic Assessment</strong></h3>
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<div class="label">Data Health</div>
<div class="text">Rate your organizations overall data health and the impact quality issues have.</div>
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<div class="label">Data Quality Processes</div>
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<div class="label">System Integrity & Reliability</div>
<div class="text">This is about understanding the reliability of the systems that process your data.</div>
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<h3><strong>Part 2 - Advanced Assessment (optional)</strong></h3>
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<div class="label">Data Strategy & Governance</div>
<div class="text">Questions about how your organization approaches data specific tasks.</div>
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<div class="label">Data Access & Privacy</div>
<div class="text">Answer some questions about how you secure important information.</div>
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<div class="label">Data Cataloging & Documentation</div>
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<p><strong>Let's start with the obligatory legal question before we can assess your data health status!</strong></p>
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<p>I'm aware that BiG EVAL (Bolt Technology Consulting GmbH) needs to store and process all information I enter during the assessment. Otherwise an assessment report couldn't be created.</p>
<p>Therefore, I agree with <a target="_blank" href="https://bigeval.com/company/privacy/">privacy policy</a> and the <a target="_blank" href="https://bigeval.com/download/general-terms-and-conditions/">general terms</a> of BiG EVAL.
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<h2>Data Health</h2>
<h4>These questions are to assess your current data health status and the impact data issues have.</h4>
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<p><strong>How would you rate the overall health of your organization's data?</strong></p>
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<p><strong>Which of the following issues have you encountered regarding your data health in the past year?</strong></p>
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<div class="label">Missing data</div>
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<div class="label">Inaccurate data entries</div>
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<div class="label">Duplicate records</div>
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<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
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<div class="label">Outdated data</div>
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<div></div>
</label>
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<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
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<div class="option-counter">5</div>
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<div class="label">Data breaches or security issues</div>
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<div class="multiple-choice-option-container">
<div class="multiple-choice-option multiple-choice-option-is-input" hey-nextscreen="" hey-important="" hey-autoredirect="false">
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<div class="option-counter">6</div>
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<div></div>
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</div>
</div>
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</div>
</div>
</div>
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<div class="block-content text-block align-center inner-wide" id="text-block-id-cb210f63">
<div class="rich-text" style="padding-top:20px; padding-bottom:40px; ">
<h2>Impact on Organization</h2>
<h4>The following questions are to assess the impact of data issues on your organization, clients and processes.</h4>
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<p><strong>How good is your organization able to make reliable decisions based on data?</strong></p>
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<label>Very poor</label>
<label>Somewhat good</label>
<label>Exceptional good</label>
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<div class="emoji">😩</div>
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<div class="emoji">🫣</div>
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<div class="scale-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label for="id-95a48bc9">
<input type="radio" id="id-ea51449f-option" data-type="scale" data-label="healthDecisions" name="id-95a48bc9" value="id-ea51449f" data-answer="3">
<div class="icon-option-content">
<div class="emoji">😗</div>
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<div class="scale-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label for="id-95a48bc9">
<input type="radio" id="id-b64bd6dc-option" data-type="scale" data-label="healthDecisions" name="id-95a48bc9" value="id-b64bd6dc" data-answer="4">
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<div class="emoji">🙂</div>
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<div class="scale-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label for="id-95a48bc9">
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<div class="emoji">😀</div>
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<p><strong>Did your organization face data errors or rework due to bad data?</strong></p>
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<div class="block " style=" " data-blocktype="multiple-choice">
<div class="block-content multiple-choice-block inner-mid" id="multiple-choice-block-id-9da69d79" data-align-siblings="">
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<div class="multiple-choice-inner" style="justify-content:center;">
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<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">1</div>
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<div class="selector-container radio-selector">
<span class="radio "></span>
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<div class="label-container">
<div class="label">Never</div>
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</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
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<div class="option-counter">2</div>
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<div class="selector-container radio-selector">
<span class="radio "></span>
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<div class="label">Seldom</div>
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</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
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<div class="option-counter">3</div>
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<span class="radio "></span>
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<div class="label">Sometimes</div>
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<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">4</div>
<input type="radio" id="id-7e953811" data-tracking="true" data-event-name="4" data-type="multiple-choice" data-label="healthRework" name="id-9da69d79" data-variable="healthRework" value="id-7e953811" data-answer="4"
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<span class="radio "></span>
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<div class="label">Often</div>
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<div></div>
</label>
</div>
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<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
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<div class="option-counter">5</div>
<input type="radio" id="id-91e25be1" data-tracking="true" data-event-name="5" data-type="multiple-choice" data-label="healthRework" name="id-9da69d79" data-variable="healthRework" value="id-91e25be1" data-answer="5"
required="" data-initial-required="true" data-destination="next" data-priority="0">
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<div class="selector-container radio-selector">
<span class="radio "></span>
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<div class="label">Regularly</div>
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<div></div>
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</div>
</div>
</div>
</div>
</div>
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<div class="block " style=" " data-blocktype="rich-text">
<div class="block-content text-block align-center inner-mid" id="text-block-id-4cf8a8ea">
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<p><strong>Have your clients been affected by issues originating from bad data?</strong></p>
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<div class="block " style=" " data-blocktype="multiple-choice">
<div class="block-content multiple-choice-block inner-narrow" id="multiple-choice-block-id-60a776d3" data-align-siblings="">
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<div class="multiple-choice mc-flex">
<div class="multiple-choice-inner" style="justify-content:center;">
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<div class="option-counter">1</div>
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<div class="selector-container radio-selector">
<span class="radio "></span>
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<div class="label">Yes</div>
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</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">2</div>
<input type="radio" id="id-1c8bca3f" data-tracking="true" data-event-name="" data-type="multiple-choice" data-label="healthCustomerAffected" name="id-60a776d3" data-variable="healthCustomerAffected" value="id-1c8bca3f"
data-answer="No" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
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<div class="label-container">
<div class="label">No</div>
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</div>
<div></div>
</label>
</div>
</div>
</div>
</div>
</div>
</div>
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<div class="block " style=" " data-blocktype="rich-text">
<div class="block-content text-block align-center inner-mid" id="text-block-id-4bfcee74">
<div class="rich-text" style="padding-top:20px; ">
<p><strong>Was (or is) the efficiency of your business processes and workflows affected by data issues?</strong></p>
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<div class="block " style=" " data-blocktype="multiple-choice">
<div class="block-content multiple-choice-block inner-narrow" id="multiple-choice-block-id-11b8ac49" data-align-siblings="">
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<div class="multiple-choice mc-flex">
<div class="multiple-choice-inner" style="justify-content:center;">
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<div class="option-counter">1</div>
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<span class="radio "></span>
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<div class="label">Yes</div>
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<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
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<div class="option-counter">2</div>
<input type="radio" id="id-4a8f02ff" data-tracking="true" data-event-name="" data-type="multiple-choice" data-label="healthProcessesAffected" name="id-11b8ac49" data-variable="healthProcessesAffected" value="id-4a8f02ff"
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<div class="selector-container radio-selector">
<span class="radio "></span>
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<div class="label">No</div>
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</div>
</div>
</div>
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<div class="block-content text-block align-center inner-mid" id="text-block-id-599cae99">
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<p><strong>How frequently do data quality issues lead to missed business opportunities?</strong></p>
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<div class="block " style=" " data-blocktype="multiple-choice">
<div class="block-content multiple-choice-block inner-mid" id="multiple-choice-block-id-48e0397e" data-align-siblings="">
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<div class="option-counter">1</div>
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<span class="radio "></span>
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<div class="label-container">
<div class="label">Never</div>
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</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
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<div class="option-counter">2</div>
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<span class="radio "></span>
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<div class="label">Seldom</div>
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<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
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<div class="option-counter">3</div>
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<span class="radio "></span>
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<div class="label">Sometimes</div>
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</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
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<div class="option-counter">4</div>
<input type="radio" id="id-1988dbf2" data-tracking="true" data-event-name="4" data-type="multiple-choice" data-label="healthMissedOppsFrequency" name="id-48e0397e" data-variable="healthMissedOppsFrequency"
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<span class="radio "></span>
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<div class="label-container">
<div class="label">Often</div>
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<div></div>
</label>
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</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
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<div class="option-counter">5</div>
<input type="radio" id="id-c33c054e" data-tracking="true" data-event-name="5" data-type="multiple-choice" data-label="healthMissedOppsFrequency" name="id-48e0397e" data-variable="healthMissedOppsFrequency"
value="id-c33c054e" data-answer="5" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="label-container">
<div class="label">Regularly</div>
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</div>
<div></div>
</label>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
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<h2>Your progress...</h2>
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<h3><strong>Part 1 - Basic Assessment</strong></h3>
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<div class="label">Data Health</div>
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<div class="label">Data Quality Processes</div>
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<div class="label">System Integrity & Reliability</div>
<div class="text">This is about understanding the reliability of the systems that process your data.</div>
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<h3><strong>Part 2 - Advanced Assessment (optional)</strong></h3>
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<div class="label">Data Strategy & Governance</div>
<div class="text">Questions about how your organization approaches data specific tasks.</div>
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<div class="label">Data Access & Privacy</div>
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<div class="label">Data Cataloging & Documentation</div>
<div class="text">All questions about documentation and meta data management.</div>
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</section>
<section id="id-e1cafa71" name="data-quality" data-type="user" data-header="header" data-footer="footer">
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<div class="block-content text-block align-center inner-wide" id="text-block-id-6c7e25f9">
<div class="rich-text" style="padding-top:20px; padding-bottom:40px; ">
<h2>Data Quality Processes</h2>
<h4>The following questions are to assess your data quality processes.</h4>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="elements-v2">
<div class="block-content elements-container elements-v2-container inner-wide" data-type="nested-blocks">
<div class="inner-full container-style-4" style="margin-top:10px; margin-right:10px; margin-bottom:40px; margin-left:10px; padding-top:10px; padding-bottom:10px; ">
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<div class="rich-text" style="padding-top:20px; padding-bottom:20px; ">
<h3>Metrics & KPI's</h3>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="rich-text">
<div class="block-content text-block align-center inner-wide" id="text-block-id-41fb8453">
<div class="rich-text" style="padding-top:20px; ">
<p><strong>Does your organization have defined data quality metrics or KPI's?</strong></p>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="multiple-choice">
<div class="block-content multiple-choice-block inner-narrow" id="multiple-choice-block-id-992f8179" data-align-siblings="">
<div style="padding-bottom:40px; ">
<div class="multiple-choice mc-collapse-list">
<div class="multiple-choice-inner" style="justify-content:center;">
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">1</div>
<input type="radio" id="id-78b3e7b4" data-tracking="true" data-event-name="1" data-type="multiple-choice" data-label="monMetricsDefined" name="id-992f8179" data-variable="monMetricsDefined" value="id-78b3e7b4"
data-answer="1" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😀</div>
</div>
<div class="label-container">
<div class="label">Metrics Tied to Business Outcomes</div>
<div class="text">Data quality metrics are directly linked to key business objectives, performance and decision-making.</div>
</div>
</div>
<div></div>
</label>
</div>
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<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">2</div>
<input type="radio" id="id-bf98a3f3" data-tracking="true" data-event-name="2" data-type="multiple-choice" data-label="monMetricsDefined" name="id-992f8179" data-variable="monMetricsDefined" value="id-bf98a3f3"
data-answer="2" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">🙂</div>
</div>
<div class="label-container">
<div class="label">Comprehensive Metric Suite</div>
<div class="text">A comprehensive set of data quality metrics is defined.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">3</div>
<input type="radio" id="id-e0707e96" data-tracking="true" data-event-name="3" data-type="multiple-choice" data-label="monMetricsDefined" name="id-992f8179" data-variable="monMetricsDefined" value="id-e0707e96"
data-answer="3" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😗</div>
</div>
<div class="label-container">
<div class="label">Basic Metrics</div>
<div class="text">A few basic data quality metrics are tracked (e.g., accuracy, completeness).</div>
</div>
</div>
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</label>
</div>
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<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">4</div>
<input type="radio" id="id-d9e15bb6" data-tracking="true" data-event-name="4" data-type="multiple-choice" data-label="monMetricsDefined" name="id-992f8179" data-variable="monMetricsDefined" value="id-d9e15bb6"
data-answer="4" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">🫣</div>
</div>
<div class="label-container">
<div class="label">In Development</div>
<div class="text">Data quality metrics are being defined.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">5</div>
<input type="radio" id="id-3422a429" data-tracking="true" data-event-name="5" data-type="multiple-choice" data-label="monMetricsDefined" name="id-992f8179" data-variable="monMetricsDefined" value="id-3422a429"
data-answer="5" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😩</div>
</div>
<div class="label-container">
<div class="label">None</div>
<div class="text">No data quality metrics are defined or tracked.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
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</div>
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<div class="block-content text-block align-center inner-wide" id="text-block-id-3ac7f1cf">
<div class="rich-text" style="padding-top:20px; ">
<p><strong>Are data quality metrics regularly tracked and reported?</strong></p>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="multiple-choice">
<div class="block-content multiple-choice-block inner-narrow" id="multiple-choice-block-id-92763daa" data-align-siblings="">
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<label>
<div class="option-counter">1</div>
<input type="radio" id="id-c921666b" data-tracking="true" data-event-name="1" data-type="multiple-choice" data-label="monMetricsTracked" name="id-92763daa" data-variable="monMetricsTracked" value="id-c921666b"
data-answer="5" required="" data-initial-required="true" data-destination="next" data-priority="0">
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<div class="selector-container radio-selector">
<span class="radio "></span>
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<div class="emoji">😀</div>
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<div class="label">Real-Time, Comprehensive Dashboards</div>
<div class="text">Real-time dashboards provide a comprehensive view of data quality across the organization.</div>
</div>
</div>
<div></div>
</label>
</div>
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<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">2</div>
<input type="radio" id="id-de3ab863" data-tracking="true" data-event-name="2" data-type="multiple-choice" data-label="monMetricsTracked" name="id-92763daa" data-variable="monMetricsTracked" value="id-de3ab863"
data-answer="4" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">🙂</div>
</div>
<div class="label-container">
<div class="label">Real-Time Dashboards (Limited)</div>
<div class="text">Some data quality metrics are available in real-time dashboards, but coverage might be limited.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">3</div>
<input type="radio" id="id-1fdffb25" data-tracking="true" data-event-name="3" data-type="multiple-choice" data-label="monMetricsTracked" name="id-92763daa" data-variable="monMetricsTracked" value="id-1fdffb25"
data-answer="3" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😗</div>
</div>
<div class="label-container">
<div class="label">Regularly (e.g., quarterly)</div>
<div class="text">Data quality metrics are reported on a regular schedule.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">4</div>
<input type="radio" id="id-b6d1765f" data-tracking="true" data-event-name="4" data-type="multiple-choice" data-label="monMetricsTracked" name="id-92763daa" data-variable="monMetricsTracked" value="id-b6d1765f"
data-answer="2" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">🫣</div>
</div>
<div class="label-container">
<div class="label">Sporadically</div>
<div class="text">Data quality metrics might be tracked occasionally or on an ad-hoc basis.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">5</div>
<input type="radio" id="id-0b6e4223" data-tracking="true" data-event-name="5" data-type="multiple-choice" data-label="monMetricsTracked" name="id-92763daa" data-variable="monMetricsTracked" value="id-0b6e4223"
data-answer="1" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😩</div>
</div>
<div class="label-container">
<div class="label">Never</div>
<div class="text">Data quality metrics are not tracked or reported.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="elements-v2">
<div class="block-content elements-container elements-v2-container inner-wide" data-type="nested-blocks">
<div class="inner-full container-style-4" style="margin-top:10px; margin-right:10px; margin-bottom:40px; margin-left:10px; padding-top:10px; padding-bottom:10px; ">
<div class="elements-container-inner inner-full" style="justify-content:normal;align-items:center;flex-direction:column;margin-left:auto;margin-right:auto;">
<div class="block " style=" " data-blocktype="rich-text">
<div class="block-content text-block align-center inner-mid" id="text-block-headline-df001748">
<div class="rich-text" style="padding-top:20px; padding-bottom:20px; ">
<h3>Processes (not tools!)</h3>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="rich-text">
<div class="block-content text-block align-center inner-mid" id="text-block-rich-text-06ebccf9">
<div class="rich-text" style="padding-top:20px; ">
<p><strong>How frequently is data quality assessed?</strong></p>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="multiple-choice">
<div class="block-content multiple-choice-block inner-narrow" id="multiple-choice-block-id-e7690ed7" data-align-siblings="">
<div style="padding-bottom:40px; ">
<div class="multiple-choice mc-collapse-list">
<div class="multiple-choice-inner" style="justify-content:center;">
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">1</div>
<input type="radio" id="id-067c88d5" data-tracking="true" data-event-name="1" data-type="multiple-choice" data-label="dqFrequency" name="id-e7690ed7" data-variable="dqFrequency" value="id-067c88d5" data-answer="5"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😀</div>
</div>
<div class="label-container">
<div class="label">Continuous Monitoring (advanced, predictive)</div>
<div class="text">Advanced monitoring systems are used, including predictive analytics to identify potential data quality problems before they occur.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">2</div>
<input type="radio" id="id-cdd73b99" data-tracking="true" data-event-name="2" data-type="multiple-choice" data-label="dqFrequency" name="id-e7690ed7" data-variable="dqFrequency" value="id-cdd73b99" data-answer="4"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">🙂</div>
</div>
<div class="label-container">
<div class="label">Continuous Monitoring (basic)</div>
<div class="text">Basic data quality monitoring is in place, with alerts for potential issues.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">3</div>
<input type="radio" id="id-4cc1a3bd" data-tracking="true" data-event-name="3" data-type="multiple-choice" data-label="dqFrequency" name="id-e7690ed7" data-variable="dqFrequency" value="id-4cc1a3bd" data-answer="3"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😗</div>
</div>
<div class="label-container">
<div class="label">Regularly Scheduled</div>
<div class="text">Data quality is assessed on a regular basis (e.g., monthly or quarterly).</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">4</div>
<input type="radio" id="id-25485a61" data-tracking="true" data-event-name="4" data-type="multiple-choice" data-label="dqFrequency" name="id-e7690ed7" data-variable="dqFrequency" value="id-25485a61" data-answer="2"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">🫣</div>
</div>
<div class="label-container">
<div class="label">Ad-hoc / Incident-driven</div>
<div class="text">Data quality assessments are triggered only by problems or incidents.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">5</div>
<input type="radio" id="id-cee83c91" data-tracking="true" data-event-name="5" data-type="multiple-choice" data-label="dqFrequency" name="id-e7690ed7" data-variable="dqFrequency" value="id-cee83c91" data-answer="1"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😩</div>
</div>
<div class="label-container">
<div class="label">Never</div>
<div class="text">Data quality is never formally assessed.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="rich-text">
<div class="block-content text-block align-center inner-mid" id="text-block-id-4f376e8a">
<div class="rich-text" style="padding-top:20px; ">
<p><strong>How are data quality issues identified (proactively or reactively)?</strong></p>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="multiple-choice">
<div class="block-content multiple-choice-block inner-narrow" id="multiple-choice-block-id-c1b53f6e" data-align-siblings="">
<div style="padding-bottom:40px; ">
<div class="multiple-choice mc-collapse-list">
<div class="multiple-choice-inner" style="justify-content:center;">
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">1</div>
<input type="radio" id="id-c09b88ff" data-tracking="true" data-event-name="1" data-type="multiple-choice" data-label="dqIssueIdentification" name="id-c1b53f6e" data-variable="dqIssueIdentification" value="id-c09b88ff"
data-answer="5" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😀</div>
</div>
<div class="label-container">
<div class="label">Proactive (including preventative measures)</div>
<div class="text">Preventative measures are in place to minimize the occurrence of data quality issues, and root causes are proactively addressed.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">2</div>
<input type="radio" id="id-22870971" data-tracking="true" data-event-name="2" data-type="multiple-choice" data-label="dqIssueIdentification" name="id-c1b53f6e" data-variable="dqIssueIdentification" value="id-22870971"
data-answer="4" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">🙂</div>
</div>
<div class="label-container">
<div class="label">Mostly Proactive</div>
<div class="text">Data quality is proactively monitored, and issues are often addressed before they have a major impact.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">3</div>
<input type="radio" id="id-3fa6e31e" data-tracking="true" data-event-name="3" data-type="multiple-choice" data-label="dqIssueIdentification" name="id-c1b53f6e" data-variable="dqIssueIdentification" value="id-3fa6e31e"
data-answer="3" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😗</div>
</div>
<div class="label-container">
<div class="label">Mix of Reactive & Proactive</div>
<div class="text">There's a combination of reactive and proactive approaches to identify data quality issues.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">4</div>
<input type="radio" id="id-1bc63d0a" data-tracking="true" data-event-name="4" data-type="multiple-choice" data-label="dqIssueIdentification" name="id-c1b53f6e" data-variable="dqIssueIdentification" value="id-1bc63d0a"
data-answer="2" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">🫣</div>
</div>
<div class="label-container">
<div class="label">Mostly Reactive</div>
<div class="text">Data quality issues are primarily found in response to problems, with limited proactive measures.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">5</div>
<input type="radio" id="id-7a2fa6ea" data-tracking="true" data-event-name="5" data-type="multiple-choice" data-label="dqIssueIdentification" name="id-c1b53f6e" data-variable="dqIssueIdentification" value="id-7a2fa6ea"
data-answer="1" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😩</div>
</div>
<div class="label-container">
<div class="label">Reactive Only</div>
<div class="text">Data quality issues are only discovered when they cause problems.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="rich-text">
<div class="block-content text-block align-center inner-mid" id="text-block-id-c9eac54b">
<div class="rich-text" style="padding-top:20px; ">
<p><strong>What's your organizations ability to address identified data issues?</strong></p>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="multiple-choice">
<div class="block-content multiple-choice-block inner-narrow" id="multiple-choice-block-id-e947f9ad" data-align-siblings="">
<div style="padding-bottom:40px; ">
<div class="multiple-choice mc-collapse-list">
<div class="multiple-choice-inner" style="justify-content:center;">
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">1</div>
<input type="radio" id="id-a7e690c1" data-tracking="true" data-event-name="1" data-type="multiple-choice" data-label="processesIssueHandling" name="id-e947f9ad" data-variable="processesIssueHandling" value="id-a7e690c1"
data-answer="5" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😀</div>
</div>
<div class="label-container">
<div class="label">Immediate resolution for critical issues</div>
<div class="text">We are able to immediately address and fix data issues.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">2</div>
<input type="radio" id="id-2f128813" data-tracking="true" data-event-name="2" data-type="multiple-choice" data-label="processesIssueHandling" name="id-e947f9ad" data-variable="processesIssueHandling" value="id-2f128813"
data-answer="4" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">🙂</div>
</div>
<div class="label-container">
<div class="label">Scheduled data health improvement sprints</div>
<div class="text">We regularly perform sprints where data health is in focus.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">3</div>
<input type="radio" id="id-9cac951a" data-tracking="true" data-event-name="3" data-type="multiple-choice" data-label="processesIssueHandling" name="id-e947f9ad" data-variable="processesIssueHandling" value="id-9cac951a"
data-answer="3" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😗</div>
</div>
<div class="label-container">
<div class="label">Rely on external vendors or consultants</div>
<div class="text">Our external contractor is responsible for implementing improvements for data health.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">4</div>
<input type="radio" id="id-96e2b5cd" data-tracking="true" data-event-name="5" data-type="multiple-choice" data-label="processesIssueHandling" name="id-e947f9ad" data-variable="processesIssueHandling" value="id-96e2b5cd"
data-answer="1" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😩</div>
</div>
<div class="label-container">
<div class="label">No formal process</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="rich-text">
<div class="block-content text-block align-center inner-mid" id="text-block-id-3132dd62">
<div class="rich-text" style="padding-top:20px; ">
<p><strong>Do you invest in actions for continuous data reliability improvement?</strong></p>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="multiple-choice">
<div class="block-content multiple-choice-block inner-narrow" id="multiple-choice-block-id-3e62977f" data-align-siblings="">
<div style="padding-bottom:40px; ">
<div class="multiple-choice mc-collapse-list">
<div class="multiple-choice-inner" style="justify-content:center;">
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">1</div>
<input type="radio" id="id-04b18dc4" data-tracking="true" data-event-name="1" data-type="multiple-choice" data-label="techInvest" name="id-3e62977f" data-variable="techInvest" value="id-04b18dc4" data-answer="5"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😀</div>
</div>
<div class="label-container">
<div class="label">Innovation-Focused Investment</div>
<div class="text">The organization prioritizes investment in cutting-edge innovation in data reliability.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">2</div>
<input type="radio" id="id-422517d6" data-tracking="true" data-event-name="2" data-type="multiple-choice" data-label="techInvest" name="id-3e62977f" data-variable="techInvest" value="id-422517d6" data-answer="4"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">🙂</div>
</div>
<div class="label-container">
<div class="label">Significant Investment</div>
<div class="text">There's substantial ongoing investment in data reliability.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">3</div>
<input type="radio" id="id-8fe12c57" data-tracking="true" data-event-name="3" data-type="multiple-choice" data-label="techInvest" name="id-3e62977f" data-variable="techInvest" value="id-8fe12c57" data-answer="3"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😗</div>
</div>
<div class="label-container">
<div class="label">Moderate Investment</div>
<div class="text">There is regular investment in data reliability.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">4</div>
<input type="radio" id="id-e49dcbf6" data-tracking="true" data-event-name="4" data-type="multiple-choice" data-label="techInvest" name="id-3e62977f" data-variable="techInvest" value="id-e49dcbf6" data-answer="2"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">🫣</div>
</div>
<div class="label-container">
<div class="label">Limited Investment</div>
<div class="text">Investment in data reliability is ad-hoc or reactive.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">5</div>
<input type="radio" id="id-8a9d367a" data-tracking="true" data-event-name="5" data-type="multiple-choice" data-label="techInvest" name="id-3e62977f" data-variable="techInvest" value="id-8a9d367a" data-answer="1"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😩</div>
</div>
<div class="label-container">
<div class="label">No Investment</div>
<div class="text">There is no dedicated investment aimed at improving data reliability.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="elements-v2">
<div class="block-content elements-container elements-v2-container inner-wide" data-type="nested-blocks">
<div class="inner-full container-style-4" style="margin-top:10px; margin-right:10px; margin-bottom:40px; margin-left:10px; padding-top:10px; padding-bottom:10px; ">
<div class="elements-container-inner inner-full" style="justify-content:normal;align-items:center;flex-direction:column;margin-left:auto;margin-right:auto;">
<div class="block " style=" " data-blocktype="rich-text">
<div class="block-content text-block align-center inner-mid" id="text-block-id-7320411d">
<div class="rich-text" style="padding-top:20px; padding-bottom:20px; ">
<h3>Tools</h3>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="rich-text">
<div class="block-content text-block align-center inner-mid" id="text-block-id-dc31a451">
<div class="rich-text" style="padding-top:20px; ">
<p><strong>Are automated data quality checks or rules implemented?</strong></p>
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<div class="block " style=" " data-blocktype="multiple-choice">
<div class="block-content multiple-choice-block inner-narrow" id="multiple-choice-block-id-d5fea08b" data-align-siblings="">
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<div class="multiple-choice-inner" style="justify-content:center;">
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<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">1</div>
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required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
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<div class="image-container">
<div class="emoji">😀</div>
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<div class="label-container">
<div class="label">Advanced Rules (AI/ML)</div>
<div class="text">Sophisticated data quality rules are in place, potentially leveraging AI or machine learning.</div>
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</div>
<div></div>
</label>
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<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">2</div>
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required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
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<div class="image-container">
<div class="emoji">🙂</div>
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<div class="label">Comprehensive Rules Implemented</div>
<div class="text">A wide range of automated data quality checks and rules are in use.</div>
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</div>
<div></div>
</label>
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<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">3</div>
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required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
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<div class="image-container">
<div class="emoji">😗</div>
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<div class="label">Basic Checks</div>
<div class="text">Simple automated data quality checks are in place.</div>
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<div></div>
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<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">4</div>
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required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
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<div class="image-container">
<div class="emoji">🫣</div>
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<div class="label">In Development</div>
<div class="text">Automated data quality checks are being developed but not yet fully implemented.</div>
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<div></div>
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<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
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<div class="option-counter">5</div>
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required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😩</div>
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<div class="label-container">
<div class="label">None</div>
<div class="text">No automated data quality checks or rules are in place.</div>
</div>
</div>
<div></div>
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<p><strong>Do you use data quality monitoring tools?</strong></p>
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<div class="block " style=" " data-blocktype="multiple-choice">
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<div class="option-counter">1</div>
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<span class="radio "></span>
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<div class="image-container">
<div class="emoji">😀</div>
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<div class="label">Predictive Monitoring, Self-Healing</div>
<div class="text">Predictive monitoring tools are in place, facilitating proactive issue identification, and potentially include self-healing capabilities.</div>
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</div>
<div></div>
</label>
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<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">2</div>
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required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">🙂</div>
</div>
<div class="label-container">
<div class="label">Advanced Monitoring Tools</div>
<div class="text">Advanced data quality monitoring tools are in place, providing comprehensive insights.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">3</div>
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required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😗</div>
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<div class="label-container">
<div class="label">Basic Monitoring Tools</div>
<div class="text">Basic data quality monitoring tools are implemented.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">4</div>
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<div class="selector-container radio-selector">
<span class="radio "></span>
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<div class="image-container">
<div class="emoji">🫣</div>
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<div class="label-container">
<div class="label">Considering</div>
<div class="text">The organization is evaluating the use of data quality monitoring tools.</div>
</div>
</div>
<div></div>
</label>
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</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">5</div>
<input type="radio" id="id-e22e55c1" data-tracking="true" data-event-name="5" data-type="multiple-choice" data-label="techMonitoring" name="id-b8edc74d" data-variable="techMonitoring" value="id-e22e55c1" data-answer="1"
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<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😩</div>
</div>
<div class="label-container">
<div class="label">None</div>
<div class="text">No dedicated data quality monitoring tools are in use.</div>
</div>
</div>
<div></div>
</label>
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<h2>Your progress...</h2>
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<h3><strong>Part 1 - Basic Assessment</strong></h3>
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<div class="label">Data Health</div>
<div class="text">Rate your organizations overall data health and the impact quality issues have.</div>
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<div class="label">Data Quality Processes</div>
<div class="text">Answer questions to quality metrics, processes and tools.</div>
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<div class="label">System Integrity & Reliability</div>
<div class="text">This is about understanding the reliability of the systems that process your data.</div>
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<h3><strong>Part 2 - Advanced Assessment (optional)</strong></h3>
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<div class="label">Data Strategy & Governance</div>
<div class="text">Questions about how your organization approaches data specific tasks.</div>
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<div class="label">Data Access & Privacy</div>
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<div class="label">Data Cataloging & Documentation</div>
<div class="text">All questions about documentation and meta data management.</div>
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<section id="id-8b381d1d" name="systems" data-type="user" data-header="header" data-footer="footer">
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<h2>Systems Integrity & Reliability</h2>
<h4>The following questions are to find out how you ensure the integrity and reliability of your data processing systems.</h4>
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<h3>System Monitoring</h3>
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<p><strong>How frequently are your data systems monitored for correct operation?</strong></p>
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<div class="label">Real-time or near-real-time</div>
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<div class="label">Daily</div>
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<div class="emoji">😗</div>
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<div class="label">Weekly</div>
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<div class="label">Monthly</div>
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<p><strong>What kind of monitoring do you use?</strong></p>
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<div class="label">Automated monitoring tool</div>
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<div class="label">Manual monitoring</div>
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<div class="label">No monitoring</div>
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<h3>Development & Change Management</h3>
<p>These questions assess how your development team (internal or contractors) handle the implementation or change of data products/systems.</p>
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<p><strong>How would you rate the way how changes to data systems are managed?</strong></p>
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<label>Poor without a specific process</label>
<label>Exceptional Good with a clear process</label>
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<div class="emoji">😩</div>
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<div class="emoji">🫣</div>
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<div class="emoji">😗</div>
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<input type="radio" id="id-71698b7c-option" data-type="scale" data-label="processesChange" name="id-494df02a" value="id-71698b7c" data-answer="4">
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<div class="emoji">🙂</div>
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<p><strong>How does your organization ensure the quality of data systems during development?</strong></p>
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<div class="option-counter">1</div>
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<div class="label">Automated testing</div>
<div class="text">Unit-, Regression- and/or integration-tests are in place, automated by a test automation tool.</div>
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<div class="label">Manual testing strategically</div>
<div class="text">Tests are done manually but in a strategic way that ensures high confidence in quality.</div>
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<div class="option-counter">3</div>
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<div class="label">Manual testing sporradically</div>
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<div class="label">Peer code reviews</div>
<div class="text">Code gets reviewed by the four-eye-principle in code review sessions.</div>
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<div class="option-counter">5</div>
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<p><strong>How do you ensure that newly released systems or updates do not introduce data inconsistencies or errors?</strong></p>
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<div class="option-counter">3</div>
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<div class="input-container">
<div class="input">
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data-type="input" name="id-5db46758-input" placeholder="Other" data-label="systemsReleasing [Other]">
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</label>
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<p><strong>Do you invest in technology for quality assurance during the development or release phase?</strong></p>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="multiple-choice">
<div class="block-content multiple-choice-block inner-narrow" id="multiple-choice-block-id-607a97a9" data-align-siblings="">
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<label>
<div class="option-counter">1</div>
<input type="radio" id="id-1879bb49" data-tracking="true" data-event-name="1" data-type="multiple-choice" data-label="techInvest" name="id-607a97a9" data-variable="techInvest" value="id-1879bb49" data-answer="5"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😀</div>
</div>
<div class="label-container">
<div class="label">Innovation-Focused Investment</div>
<div class="text">The organization prioritizes investment in cutting-edge technology to drive data product quality.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
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<div class="option-counter">2</div>
<input type="radio" id="id-6edcaad1" data-tracking="true" data-event-name="2" data-type="multiple-choice" data-label="techInvest" name="id-607a97a9" data-variable="techInvest" value="id-6edcaad1" data-answer="4"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
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<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">🙂</div>
</div>
<div class="label-container">
<div class="label">Significant Investment</div>
<div class="text">There's substantial ongoing investment in this technology.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
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<div class="option-counter">3</div>
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required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
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<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😗</div>
</div>
<div class="label-container">
<div class="label">Moderate Investment</div>
<div class="text">There is regular investment in Q/A technology.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">4</div>
<input type="radio" id="id-f5a8e16f" data-tracking="true" data-event-name="" data-type="multiple-choice" data-label="techInvest" name="id-607a97a9" data-variable="techInvest" value="id-f5a8e16f" data-answer="2" required=""
data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">🫣</div>
</div>
<div class="label-container">
<div class="label">Limited Investment</div>
<div class="text">Investment in such technology is ad-hoc or reactive.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">5</div>
<input type="radio" id="id-7b383d7a" data-tracking="true" data-event-name="5" data-type="multiple-choice" data-label="techInvest" name="id-607a97a9" data-variable="techInvest" value="id-7b383d7a" data-answer="1"
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<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
</div>
<div class="image-container">
<div class="emoji">😩</div>
</div>
<div class="label-container">
<div class="label">No Investment</div>
<div class="text">There is no dedicated investment in technology.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
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<h2>Your basic assessment report is ready</h2>
<p>You answered all questions we need to generate your basic assessment report.</p>
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<datalist id="datalist-input-20a0c3f4">
<option>Option 1</option>
<option>Option 2</option>
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<datalist id="datalist-input-9b199a79">
<option>Option 1</option>
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<h2>Your progress...</h2>
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<h3><strong>Part 1 - Basic Assessment</strong></h3>
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<div class="label">Data Health</div>
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<div class="label">Data Quality Processes</div>
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</div>
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<h3><strong>Part 2 - Advanced Assessment (optional)</strong></h3>
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<div class="text-container text-container-hidden">
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<div class="label">Data Cataloging & Documentation</div>
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<section id="id-ab85d079" name="data-strategy" data-type="user" data-header="header" data-footer="footer">
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<h2>Data Strategy & Governance</h2>
<p>The following questions are to assess your data strategy that forms the foundation for your data reliability and measures to enhance data quality.</p>
</div>
</div>
</div>
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<div class="block-content elements-container elements-v2-container inner-wide" data-type="nested-blocks">
<div class="inner-full container-style-4" style="margin-top:10px; margin-right:10px; margin-bottom:40px; margin-left:10px; padding-top:10px; padding-bottom:10px; ">
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<div class="block-content text-block align-center inner-wide" id="text-block-id-65d3ed10">
<div class="rich-text" style="padding-top:20px; ">
<p><strong>How would you describe the maturity of your organization's data strategy and vision?</strong></p>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="multiple-choice">
<div class="block-content multiple-choice-block inner-narrow" id="multiple-choice-block-id-ca8463fa" data-align-siblings="">
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<div class="option-counter">1</div>
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data-answer="5" required="" data-initial-required="true" data-destination="next" data-priority="0">
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<span class="radio "></span>
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<div class="emoji">😀</div>
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<div class="label">Fully developed and actively executed</div>
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<div></div>
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<span class="radio "></span>
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<div class="emoji">🙂</div>
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<div class="label">Developed but inconsistently executed</div>
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</div>
<div></div>
</label>
</div>
</div>
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<div class="option-counter">3</div>
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<div class="option-content ">
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<span class="radio "></span>
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<div class="emoji">😗</div>
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<div></div>
</label>
</div>
</div>
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<div class="option-counter">4</div>
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<div class="image-container">
<div class="emoji">😩</div>
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<div></div>
</label>
</div>
</div>
</div>
</div>
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<p><strong>How confident are you that your current data strategy aligns with the organization's broader goals and objectives?</strong></p>
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<label>Somewhat aligned</label>
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<div class="emoji">😩</div>
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<div class="emoji">🫣</div>
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<label for="id-547fcb15">
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<div class="emoji">😗</div>
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<div class="emoji">🙂</div>
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<input type="radio" id="id-cd4291e0-option" data-type="scale" data-label="strategyAlignment" name="id-547fcb15" value="id-cd4291e0" data-answer="5">
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<div class="rich-text" style="padding-top:20px; ">
<p><strong>Who is primarily responsible for defining and updating the data strategy?</strong></p>
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<div class="block " style=" " data-blocktype="multiple-choice">
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<div class="label">Executive leadership (e.g., CEO, CDO)</div>
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<div></div>
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<div class="option-counter">2</div>
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data-answer="DataGovernance" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container radio-selector">
<span class="radio "></span>
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<div class="label">A dedicated data governance or strategy team</div>
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</div>
<div></div>
</label>
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<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
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<div class="option-counter">3</div>
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data-answer="IT" required="" data-initial-required="true" data-destination="next" data-priority="0">
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<span class="radio "></span>
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<div class="label">IT department</div>
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<div></div>
</label>
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<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
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<div class="option-counter">4</div>
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<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
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<div class="option-counter">5</div>
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<div class="label">External consultants or vendors</div>
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<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
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<div class="option-counter">6</div>
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<div class="rich-text" style="padding-top:20px; ">
<p><strong>Who in the organization is informed about, trained on, and equipped to execute and follow the data strategy?</strong></p>
<p>(Choose all that apply)</p>
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<div class="label">Executive leadership (e.g., CEO, CDO)</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
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<div class="option-counter">2</div>
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data-answer="DataTeams" required="" data-initial-required="true" data-destination="next" data-priority="0">
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<span class="checkbox ">
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<div class="label">Data scientists and analysts</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">3</div>
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data-answer="IT" required="" data-initial-required="true" data-destination="next" data-priority="0">
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<span class="checkbox ">
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<div class="label">IT staff</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">4</div>
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data-answer="BusinessUnit" required="" data-initial-required="true" data-destination="next" data-priority="0">
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<div class="selector-container checkbox-selector">
<span class="checkbox ">
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<div class="label">Specific business units or departments</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
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<div class="option-counter">5</div>
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<div class="label">External consultants or vendors</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
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<h2>Your progress...</h2>
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<h3><strong>Part 1 - Basic Assessment</strong></h3>
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<div class="label">Data Health</div>
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<div class="text-container text-container-hidden">
<div class="label">Data Quality Processes</div>
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<div class="label">System Integrity & Reliability</div>
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<h3><strong>Part 2 - Advanced Assessment (optional)</strong></h3>
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<div class="label">Data Access & Privacy</div>
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<div class="label">Data Cataloging & Documentation</div>
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<section id="id-bf7c6b93" name="security" data-type="user" data-header="header" data-footer="footer">
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<h2>Data Access & Privacy</h2>
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<p><strong>How would you rate the maturity of your organization's data access and privacy concept?</strong></p>
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<label>No concept at all</label>
<label>Very mature concept</label>
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<p><strong>How does your organization validate that the data access concept has been implemented correctly and securely?</strong></p>
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<div class="label">We rely on third-party certifications or assessments</div>
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<p><strong>How frequently do you audit and validate data access permissions?</strong></p>
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<p><strong>How do you handle the revocation of access permissions when roles change or employees leave the organization?</strong></p>
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<span class="label">Continue</span>
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<h2>Your progress...</h2>
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<h3><strong>Part 1 - Basic Assessment</strong></h3>
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<div class="label">Data Health</div>
<div class="text">Rate your organizations overall data health and the impact quality issues have.</div>
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<path d="M16.783,3.824A10.487,10.487,0,1,0,20.8,8.377" style="fill: none; stroke: currentColor; stroke-linecap: round; stroke-linejoin: round; stroke-width: 1.5px;"></path>
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<div class="label">Data Quality Processes</div>
<div class="text">Answer questions to quality metrics, processes and tools.</div>
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<div class="label">System Integrity & Reliability</div>
<div class="text">This is about understanding the reliability of the systems that process your data.</div>
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<h3><strong>Part 2 - Advanced Assessment (optional)</strong></h3>
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<div class="label">Data Strategy & Governance</div>
<div class="text">Questions about how your organization approaches data specific tasks.</div>
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<div class="label">Data Access & Privacy</div>
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<div class="label">Data Cataloging & Documentation</div>
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<div class="content align-space-between">
<div class="label-container ">
<span class="label">Proceed with the next step</span>
</div>
<span class="graphic">
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</div>
</section>
<section id="id-fd391483" name="cataloging" data-type="user" data-header="header" data-footer="footer">
<div class="block " style=" " data-blocktype="rich-text">
<div class="block-content text-block align-center inner-wide" id="text-block-id-b85a0772">
<div class="rich-text" style="padding-top:20px; padding-bottom:40px; ">
<h2>Meta data, Cataloging & Documentation</h2>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="elements-v2">
<div class="block-content elements-container elements-v2-container inner-wide" data-type="nested-blocks">
<div class="inner-full container-style-4" style="margin-top:10px; margin-right:10px; margin-bottom:40px; margin-left:10px; padding-top:10px; padding-bottom:10px; ">
<div class="elements-container-inner inner-full" style="justify-content:normal;align-items:center;flex-direction:column;margin-left:auto;margin-right:auto;">
<div class="block " style=" " data-blocktype="rich-text">
<div class="block-content text-block align-center inner-mid" id="text-block-headline-1d473a0b">
<div class="rich-text" style="padding-top:20px; padding-bottom:20px; ">
<h3>Data Cataloging</h3>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="rich-text">
<div class="block-content text-block align-center inner-wide" id="text-block-id-d868712d">
<div class="rich-text" style="padding-top:20px; ">
<p><strong>Do you use any tools or platforms for data cataloging?</strong></p>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="multiple-choice">
<div class="block-content multiple-choice-block inner-narrow" id="multiple-choice-block-id-f52837dc" data-align-siblings="" data-multiselect="">
<div style="padding-bottom:40px; ">
<div class="multiple-choice mc-collapse-list">
<div class="multiple-choice-inner" style="justify-content:center;">
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">1</div>
<input type="checkbox" id="id-1730f1fb" data-tracking="true" data-event-name="1" data-type="multiple-choice" data-label="catalogingKind" name="id-f52837dc" data-variable="catalogingKind" value="id-1730f1fb"
data-answer="DataCatalogTool" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container checkbox-selector">
<span class="checkbox ">
<svg xmlns="http://www.w3.org/2000/svg" width="192" height="192" fill="currentColor" viewBox="0 0 256 256">
<rect width="256" height="256" fill="none"></rect>
<polyline points="216 72.005 104 184 48 128.005" fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="24"></polyline>
</svg> </span>
</div>
<div class="label-container">
<div class="label">Automated Data Cataloging Software</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">2</div>
<input type="checkbox" id="id-70c1c930" data-tracking="true" data-event-name="2" data-type="multiple-choice" data-label="catalogingKind" name="id-f52837dc" data-variable="catalogingKind" value="id-70c1c930"
data-answer="Manual" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container checkbox-selector">
<span class="checkbox ">
<svg xmlns="http://www.w3.org/2000/svg" width="192" height="192" fill="currentColor" viewBox="0 0 256 256">
<rect width="256" height="256" fill="none"></rect>
<polyline points="216 72.005 104 184 48 128.005" fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="24"></polyline>
</svg> </span>
</div>
<div class="label-container">
<div class="label">Manual Cataloging or Documentation</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">3</div>
<input type="checkbox" id="id-08dbdb5d" data-tracking="true" data-event-name="3" data-type="multiple-choice" data-label="catalogingKind" name="id-f52837dc" data-variable="catalogingKind" value="id-08dbdb5d"
data-answer="NotCataloged" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container checkbox-selector">
<span class="checkbox ">
<svg xmlns="http://www.w3.org/2000/svg" width="192" height="192" fill="currentColor" viewBox="0 0 256 256">
<rect width="256" height="256" fill="none"></rect>
<polyline points="216 72.005 104 184 48 128.005" fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="24"></polyline>
</svg> </span>
</div>
<div class="label-container">
<div class="label">Data is not Cataloged</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="rich-text">
<div class="block-content text-block align-center inner-wide" id="text-block-id-7cdc7876">
<div class="rich-text" style="padding-top:20px; ">
<p><strong>How accessible is the data catalog to relevant people?</strong></p>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="multiple-choice">
<div class="block-content multiple-choice-block inner-narrow" id="multiple-choice-block-id-e1fc4886" data-align-siblings="" data-multiselect="">
<div style="padding-bottom:40px; ">
<div class="multiple-choice mc-collapse-list">
<div class="multiple-choice-inner" style="justify-content:center;">
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">1</div>
<input type="checkbox" id="id-166834cc" data-tracking="true" data-event-name="1" data-type="multiple-choice" data-label="catalogingAccess" name="id-e1fc4886" data-variable="catalogingAccess" value="id-166834cc"
data-answer="5" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container checkbox-selector">
<span class="checkbox ">
<svg xmlns="http://www.w3.org/2000/svg" width="192" height="192" fill="currentColor" viewBox="0 0 256 256">
<rect width="256" height="256" fill="none"></rect>
<polyline points="216 72.005 104 184 48 128.005" fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="24"></polyline>
</svg> </span>
</div>
<div class="image-container">
<div class="emoji">😀</div>
</div>
<div class="label-container">
<div class="label">Integrated into Workflows</div>
<div class="text">The data catalog is seamlessly integrated into platforms used by data users.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">2</div>
<input type="checkbox" id="id-ef1ae89e" data-tracking="true" data-event-name="2" data-type="multiple-choice" data-label="catalogingAccess" name="id-e1fc4886" data-variable="catalogingAccess" value="id-ef1ae89e"
data-answer="4" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container checkbox-selector">
<span class="checkbox ">
<svg xmlns="http://www.w3.org/2000/svg" width="192" height="192" fill="currentColor" viewBox="0 0 256 256">
<rect width="256" height="256" fill="none"></rect>
<polyline points="216 72.005 104 184 48 128.005" fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="24"></polyline>
</svg> </span>
</div>
<div class="image-container">
<div class="emoji">🙂</div>
</div>
<div class="label-container">
<div class="label">Easily Discoverable</div>
<div class="text">The data catalog is easily discoverable through company intranet, knowledge bases, or search tools.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">3</div>
<input type="checkbox" id="id-6c4f2374" data-tracking="true" data-event-name="3" data-type="multiple-choice" data-label="catalogingAccess" name="id-e1fc4886" data-variable="catalogingAccess" value="id-6c4f2374"
data-answer="3" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container checkbox-selector">
<span class="checkbox ">
<svg xmlns="http://www.w3.org/2000/svg" width="192" height="192" fill="currentColor" viewBox="0 0 256 256">
<rect width="256" height="256" fill="none"></rect>
<polyline points="216 72.005 104 184 48 128.005" fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="24"></polyline>
</svg> </span>
</div>
<div class="image-container">
<div class="emoji">😗</div>
</div>
<div class="label-container">
<div class="label">Accessible with Effort</div>
<div class="text">The data catalog is accessible, but may require some effort on the part of the relevant users to locate them.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">4</div>
<input type="checkbox" id="id-ba84cdef" data-tracking="true" data-event-name="4" data-type="multiple-choice" data-label="catalogingAccess" name="id-e1fc4886" data-variable="catalogingAccess" value="id-ba84cdef"
data-answer="2" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container checkbox-selector">
<span class="checkbox ">
<svg xmlns="http://www.w3.org/2000/svg" width="192" height="192" fill="currentColor" viewBox="0 0 256 256">
<rect width="256" height="256" fill="none"></rect>
<polyline points="216 72.005 104 184 48 128.005" fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="24"></polyline>
</svg> </span>
</div>
<div class="image-container">
<div class="emoji">🫣</div>
</div>
<div class="label-container">
<div class="label">Limited Access</div>
<div class="text">The data catalog is difficult to find or access.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">5</div>
<input type="checkbox" id="id-aea74bc4" data-tracking="true" data-event-name="5" data-type="multiple-choice" data-label="catalogingAccess" name="id-e1fc4886" data-variable="catalogingAccess" value="id-aea74bc4"
data-answer="1" required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container checkbox-selector">
<span class="checkbox ">
<svg xmlns="http://www.w3.org/2000/svg" width="192" height="192" fill="currentColor" viewBox="0 0 256 256">
<rect width="256" height="256" fill="none"></rect>
<polyline points="216 72.005 104 184 48 128.005" fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="24"></polyline>
</svg> </span>
</div>
<div class="image-container">
<div class="emoji">😩</div>
</div>
<div class="label-container">
<div class="label">Not Accessible</div>
<div class="text">The data catalog is not readily accessible to relevant people.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="elements-v2">
<div class="block-content elements-container elements-v2-container inner-wide" data-type="nested-blocks">
<div class="inner-full container-style-4" style="margin-top:10px; margin-right:10px; margin-bottom:40px; margin-left:10px; padding-top:10px; padding-bottom:10px; ">
<div class="elements-container-inner inner-full" style="justify-content:normal;align-items:center;flex-direction:column;margin-left:auto;margin-right:auto;">
<div class="block " style=" " data-blocktype="rich-text">
<div class="block-content text-block align-center inner-mid" id="text-block-headline-cffeefba">
<div class="rich-text" style="padding-top:20px; padding-bottom:20px; ">
<h3>Documentation</h3>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="rich-text">
<div class="block-content text-block align-center inner-wide" id="text-block-id-f4a74e6e">
<div class="rich-text" style="padding-top:20px; ">
<p><strong>Does your organization have a formal process for documenting data products and data processing tasks?</strong></p>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="multiple-choice">
<div class="block-content multiple-choice-block inner-narrow" id="multiple-choice-block-id-84d05256" data-align-siblings="" data-multiselect="">
<div style="padding-bottom:40px; ">
<div class="multiple-choice mc-collapse-list">
<div class="multiple-choice-inner" style="justify-content:center;">
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">1</div>
<input type="checkbox" id="id-a20d3fc4" data-tracking="true" data-event-name="1" data-type="multiple-choice" data-label="docPresent" name="id-84d05256" data-variable="docPresent" value="id-a20d3fc4" data-answer="5"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container checkbox-selector">
<span class="checkbox ">
<svg xmlns="http://www.w3.org/2000/svg" width="192" height="192" fill="currentColor" viewBox="0 0 256 256">
<rect width="256" height="256" fill="none"></rect>
<polyline points="216 72.005 104 184 48 128.005" fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="24"></polyline>
</svg> </span>
</div>
<div class="image-container">
<div class="emoji">😀</div>
</div>
<div class="label-container">
<div class="label">Automated Documentation</div>
<div class="text">Documentation is partially or fully automated, ensuring it stays up-to-date and integrated into workflows.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">2</div>
<input type="checkbox" id="id-f68d6227" data-tracking="true" data-event-name="2" data-type="multiple-choice" data-label="docPresent" name="id-84d05256" data-variable="docPresent" value="id-f68d6227" data-answer="4"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container checkbox-selector">
<span class="checkbox ">
<svg xmlns="http://www.w3.org/2000/svg" width="192" height="192" fill="currentColor" viewBox="0 0 256 256">
<rect width="256" height="256" fill="none"></rect>
<polyline points="216 72.005 104 184 48 128.005" fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="24"></polyline>
</svg> </span>
</div>
<div class="image-container">
<div class="emoji">🙂</div>
</div>
<div class="label-container">
<div class="label">Comprehensive Documentation</div>
<div class="text">There's up-to-date, well-structured and comprehensive documentation.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">3</div>
<input type="checkbox" id="id-89fbf625" data-tracking="true" data-event-name="3" data-type="multiple-choice" data-label="docPresent" name="id-84d05256" data-variable="docPresent" value="id-89fbf625" data-answer="3"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container checkbox-selector">
<span class="checkbox ">
<svg xmlns="http://www.w3.org/2000/svg" width="192" height="192" fill="currentColor" viewBox="0 0 256 256">
<rect width="256" height="256" fill="none"></rect>
<polyline points="216 72.005 104 184 48 128.005" fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="24"></polyline>
</svg> </span>
</div>
<div class="image-container">
<div class="emoji">😗</div>
</div>
<div class="label-container">
<div class="label">Basic Documentation</div>
<div class="text">There's basic documentation, but it may be incomplete, scattered or outdated.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">4</div>
<input type="checkbox" id="id-daea8e30" data-tracking="true" data-event-name="4" data-type="multiple-choice" data-label="docPresent" name="id-84d05256" data-variable="docPresent" value="id-daea8e30" data-answer="2"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container checkbox-selector">
<span class="checkbox ">
<svg xmlns="http://www.w3.org/2000/svg" width="192" height="192" fill="currentColor" viewBox="0 0 256 256">
<rect width="256" height="256" fill="none"></rect>
<polyline points="216 72.005 104 184 48 128.005" fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="24"></polyline>
</svg> </span>
</div>
<div class="image-container">
<div class="emoji">🫣</div>
</div>
<div class="label-container">
<div class="label">Ad-hoc</div>
<div class="text">Documentation is done inconsistently or only when problems arise.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">5</div>
<input type="checkbox" id="id-9a405800" data-tracking="true" data-event-name="5" data-type="multiple-choice" data-label="docPresent" name="id-84d05256" data-variable="docPresent" value="id-9a405800" data-answer="1"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container checkbox-selector">
<span class="checkbox ">
<svg xmlns="http://www.w3.org/2000/svg" width="192" height="192" fill="currentColor" viewBox="0 0 256 256">
<rect width="256" height="256" fill="none"></rect>
<polyline points="216 72.005 104 184 48 128.005" fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="24"></polyline>
</svg> </span>
</div>
<div class="image-container">
<div class="emoji">😩</div>
</div>
<div class="label-container">
<div class="label">None</div>
<div class="text">No formal documentation processes exist.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="rich-text">
<div class="block-content text-block align-center inner-wide" id="text-block-id-c39e4c05">
<div class="rich-text" style="padding-top:20px; ">
<p><strong>How well are key performance indicators (KPIs), measures and reports documented?</strong></p>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="multiple-choice">
<div class="block-content multiple-choice-block inner-narrow" id="multiple-choice-block-id-87314c34" data-align-siblings="" data-multiselect="">
<div style="padding-bottom:40px; ">
<div class="multiple-choice mc-collapse-list">
<div class="multiple-choice-inner" style="justify-content:center;">
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">1</div>
<input type="checkbox" id="id-744bf0b4" data-tracking="true" data-event-name="1" data-type="multiple-choice" data-label="docQuality" name="id-87314c34" data-variable="docQuality" value="id-744bf0b4" data-answer="5"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container checkbox-selector">
<span class="checkbox ">
<svg xmlns="http://www.w3.org/2000/svg" width="192" height="192" fill="currentColor" viewBox="0 0 256 256">
<rect width="256" height="256" fill="none"></rect>
<polyline points="216 72.005 104 184 48 128.005" fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="24"></polyline>
</svg> </span>
</div>
<div class="image-container">
<div class="emoji">😀</div>
</div>
<div class="label-container">
<div class="label">Standardized & Centralized</div>
<div class="text">Documentation of KPIs and metrics is standardized, centralized, and easily accessible to relevant stakeholders.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">2</div>
<input type="checkbox" id="id-07f378ad" data-tracking="true" data-event-name="2" data-type="multiple-choice" data-label="docQuality" name="id-87314c34" data-variable="docQuality" value="id-07f378ad" data-answer="4"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container checkbox-selector">
<span class="checkbox ">
<svg xmlns="http://www.w3.org/2000/svg" width="192" height="192" fill="currentColor" viewBox="0 0 256 256">
<rect width="256" height="256" fill="none"></rect>
<polyline points="216 72.005 104 184 48 128.005" fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="24"></polyline>
</svg> </span>
</div>
<div class="image-container">
<div class="emoji">🙂</div>
</div>
<div class="label-container">
<div class="label">Comprehensive Documentation</div>
<div class="text">KPIs and measures are well-documented, including definitions, calculations, data sources, and any assumptions.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">3</div>
<input type="checkbox" id="id-f6a45cb7" data-tracking="true" data-event-name="3" data-type="multiple-choice" data-label="docQuality" name="id-87314c34" data-variable="docQuality" value="id-f6a45cb7" data-answer="3"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container checkbox-selector">
<span class="checkbox ">
<svg xmlns="http://www.w3.org/2000/svg" width="192" height="192" fill="currentColor" viewBox="0 0 256 256">
<rect width="256" height="256" fill="none"></rect>
<polyline points="216 72.005 104 184 48 128.005" fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="24"></polyline>
</svg> </span>
</div>
<div class="image-container">
<div class="emoji">😗</div>
</div>
<div class="label-container">
<div class="label">Basic Documentation</div>
<div class="text">There's basic documentation outlining their purpose and definitions of KPIs and measures.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">4</div>
<input type="checkbox" id="id-ac3635ea" data-tracking="true" data-event-name="4" data-type="multiple-choice" data-label="docQuality" name="id-87314c34" data-variable="docQuality" value="id-ac3635ea" data-answer="2"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container checkbox-selector">
<span class="checkbox ">
<svg xmlns="http://www.w3.org/2000/svg" width="192" height="192" fill="currentColor" viewBox="0 0 256 256">
<rect width="256" height="256" fill="none"></rect>
<polyline points="216 72.005 104 184 48 128.005" fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="24"></polyline>
</svg> </span>
</div>
<div class="image-container">
<div class="emoji">🫣</div>
</div>
<div class="label-container">
<div class="label">Minimal Documentation</div>
<div class="text">There's limited or inconsistent documentation of business metrics and their calculations.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">5</div>
<input type="checkbox" id="id-b39b59d3" data-tracking="true" data-event-name="5" data-type="multiple-choice" data-label="docQuality" name="id-87314c34" data-variable="docQuality" value="id-b39b59d3" data-answer="1"
required="" data-initial-required="true" data-destination="next" data-priority="0">
<div class="option-content ">
<div class="selector-container checkbox-selector">
<span class="checkbox ">
<svg xmlns="http://www.w3.org/2000/svg" width="192" height="192" fill="currentColor" viewBox="0 0 256 256">
<rect width="256" height="256" fill="none"></rect>
<polyline points="216 72.005 104 184 48 128.005" fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="24"></polyline>
</svg> </span>
</div>
<div class="image-container">
<div class="emoji">😩</div>
</div>
<div class="label-container">
<div class="label">No Documentation</div>
<div class="text">There's no documentation of KPIs and calculated measures.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
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<div class="block-content text-block align-center inner-wide" id="text-block-id-3546e280">
<div class="rich-text" style="padding-top:20px; ">
<p><strong>How accessible is the documentation to relevant people?</strong></p>
</div>
</div>
</div>
<div class="block " style=" " data-blocktype="multiple-choice">
<div class="block-content multiple-choice-block inner-narrow" id="multiple-choice-block-id-4a5790c3" data-align-siblings="" data-multiselect="">
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<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">1</div>
<input type="checkbox" id="id-b6cee98f" data-tracking="true" data-event-name="1" data-type="multiple-choice" data-label="docAccess" name="id-4a5790c3" data-variable="docAccess" value="id-b6cee98f" data-answer="5"
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<div class="image-container">
<div class="emoji">😀</div>
</div>
<div class="label-container">
<div class="label">Integrated into Workflows</div>
<div class="text">Documentation is seamlessly integrated into platforms used by the relevant people.</div>
</div>
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<div></div>
</label>
</div>
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<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">2</div>
<input type="checkbox" id="id-03e51f37" data-tracking="true" data-event-name="2" data-type="multiple-choice" data-label="docAccess" name="id-4a5790c3" data-variable="docAccess" value="id-03e51f37" data-answer="4"
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<div class="selector-container checkbox-selector">
<span class="checkbox ">
<svg xmlns="http://www.w3.org/2000/svg" width="192" height="192" fill="currentColor" viewBox="0 0 256 256">
<rect width="256" height="256" fill="none"></rect>
<polyline points="216 72.005 104 184 48 128.005" fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="24"></polyline>
</svg> </span>
</div>
<div class="image-container">
<div class="emoji">🙂</div>
</div>
<div class="label-container">
<div class="label">Easily Discoverable</div>
<div class="text">Documentation is easily discoverable through company intranet, knowledge bases, or search tools.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
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<div class="option-counter">3</div>
<input type="checkbox" id="id-e7815004" data-tracking="true" data-event-name="3" data-type="multiple-choice" data-label="docAccess" name="id-4a5790c3" data-variable="docAccess" value="id-e7815004" data-answer="3"
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<div class="option-content ">
<div class="selector-container checkbox-selector">
<span class="checkbox ">
<svg xmlns="http://www.w3.org/2000/svg" width="192" height="192" fill="currentColor" viewBox="0 0 256 256">
<rect width="256" height="256" fill="none"></rect>
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</svg> </span>
</div>
<div class="image-container">
<div class="emoji">😗</div>
</div>
<div class="label-container">
<div class="label">Accessible with Effort</div>
<div class="text">Documentation is accessible, but may require some effort on the part of the relevant users to locate them.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">4</div>
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<div class="selector-container checkbox-selector">
<span class="checkbox ">
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<rect width="256" height="256" fill="none"></rect>
<polyline points="216 72.005 104 184 48 128.005" fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="24"></polyline>
</svg> </span>
</div>
<div class="image-container">
<div class="emoji">🫣</div>
</div>
<div class="label-container">
<div class="label">Limited Access</div>
<div class="text">Documentation is difficult to find or access.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
<div class="multiple-choice-option-container">
<div class="multiple-choice-option " hey-nextscreen="" hey-important="" hey-autoredirect="false">
<label>
<div class="option-counter">5</div>
<input type="checkbox" id="id-ddd2dc1f" data-tracking="true" data-event-name="5" data-type="multiple-choice" data-label="docAccess" name="id-4a5790c3" data-variable="docAccess" value="id-ddd2dc1f" data-answer="1"
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<rect width="256" height="256" fill="none"></rect>
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</svg> </span>
</div>
<div class="image-container">
<div class="emoji">😩</div>
</div>
<div class="label-container">
<div class="label">Not Accessible</div>
<div class="text">Documentation is not readily accessible to relevant people.</div>
</div>
</div>
<div></div>
</label>
</div>
</div>
</div>
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DATA RELIABILITY ASSESSMENT HOW THE ASSESSMENT IS CONDUCTED DURING THE ASSESSMENT WE WILL ASK YOU QUESTIONS TO SEVERAL TOPICS THAT ARE CONNECTED WITH OR THAT INFLUENCE YOUR ORGANIZATIONS DATA RELIABILITY. THE ASSESSMENT IS SPLIT IN TWO DIFFERENT PARTS. YOU CAN EITHER ANSWER THE FIRST PART ONLY TO GET A BASIC IDEA ABOUT YOUR DATA RELIABILITY STATUS. OR YOU ANSWER SOME MORE QUESTIONS TO ADDITIONAL TOPICS, TO REFINE THE ASSESSMENT AND TO GET A MORE COMPREHENSIVE REPORT. PART 1 - BASIC ASSESSMENT sign-badge-circle Data Health Rate your organizations overall data health and the impact quality issues have. sign-badge-circle Data Quality Processes Answer questions to quality metrics, processes and tools. sign-badge-circle System Integrity & Reliability This is about understanding the reliability of the systems that process your data. PART 2 - ADVANCED ASSESSMENT (OPTIONAL) sign-badge-circle Data Strategy & Governance Questions about how your organization approaches data specific tasks. sign-badge-circle Data Access & Privacy Answer some questions about how you secure important information. sign-badge-circle Data Cataloging & Documentation All questions about documentation and meta data management. Let's start with the obligatory legal question before we can assess your data health status! I'm aware that BiG EVAL (Bolt Technology Consulting GmbH) needs to store and process all information I enter during the assessment. Otherwise an assessment report couldn't be created. Therefore, I agree with privacy policy and the general terms of BiG EVAL. Continue DATA HEALTH THESE QUESTIONS ARE TO ASSESS YOUR CURRENT DATA HEALTH STATUS AND THE IMPACT DATA ISSUES HAVE. How would you rate the overall health of your organization's data? Very poor Somewhat good Exceptional good 😩 🫣 😗 🙂 😀 Which of the following issues have you encountered regarding your data health in the past year? (Choose all that apply) 1 Missing data 2 Inaccurate data entries 3 Duplicate records 4 Outdated data 5 Data breaches or security issues 6 IMPACT ON ORGANIZATION THE FOLLOWING QUESTIONS ARE TO ASSESS THE IMPACT OF DATA ISSUES ON YOUR ORGANIZATION, CLIENTS AND PROCESSES. How good is your organization able to make reliable decisions based on data? Very poor Somewhat good Exceptional good 😩 🫣 😗 🙂 😀 Did your organization face data errors or rework due to bad data? 1 Never 2 Seldom 3 Sometimes 4 Often 5 Regularly Have your clients been affected by issues originating from bad data? 1 Yes 2 No Was (or is) the efficiency of your business processes and workflows affected by data issues? 1 Yes 2 No How frequently do data quality issues lead to missed business opportunities? 1 Never 2 Seldom 3 Sometimes 4 Often 5 Regularly Continue YOUR PROGRESS... PART 1 - BASIC ASSESSMENT check-circle Data Health Rate your organizations overall data health and the impact quality issues have. arrow-right-1 Data Quality Processes Answer questions to quality metrics, processes and tools. sign-badge-circle System Integrity & Reliability This is about understanding the reliability of the systems that process your data. Proceed with the next step PART 2 - ADVANCED ASSESSMENT (OPTIONAL) sign-badge-circle Data Strategy & Governance Questions about how your organization approaches data specific tasks. sign-badge-circle Data Access & Privacy Answer some questions about how you secure important information. sign-badge-circle Data Cataloging & Documentation All questions about documentation and meta data management. Proceed with the next step DATA QUALITY PROCESSES THE FOLLOWING QUESTIONS ARE TO ASSESS YOUR DATA QUALITY PROCESSES. METRICS & KPI'S Does your organization have defined data quality metrics or KPI's? 1 😀 Metrics Tied to Business Outcomes Data quality metrics are directly linked to key business objectives, performance and decision-making. 2 🙂 Comprehensive Metric Suite A comprehensive set of data quality metrics is defined. 3 😗 Basic Metrics A few basic data quality metrics are tracked (e.g., accuracy, completeness). 4 🫣 In Development Data quality metrics are being defined. 5 😩 None No data quality metrics are defined or tracked. Are data quality metrics regularly tracked and reported? 1 😀 Real-Time, Comprehensive Dashboards Real-time dashboards provide a comprehensive view of data quality across the organization. 2 🙂 Real-Time Dashboards (Limited) Some data quality metrics are available in real-time dashboards, but coverage might be limited. 3 😗 Regularly (e.g., quarterly) Data quality metrics are reported on a regular schedule. 4 🫣 Sporadically Data quality metrics might be tracked occasionally or on an ad-hoc basis. 5 😩 Never Data quality metrics are not tracked or reported. PROCESSES (NOT TOOLS!) How frequently is data quality assessed? 1 😀 Continuous Monitoring (advanced, predictive) Advanced monitoring systems are used, including predictive analytics to identify potential data quality problems before they occur. 2 🙂 Continuous Monitoring (basic) Basic data quality monitoring is in place, with alerts for potential issues. 3 😗 Regularly Scheduled Data quality is assessed on a regular basis (e.g., monthly or quarterly). 4 🫣 Ad-hoc / Incident-driven Data quality assessments are triggered only by problems or incidents. 5 😩 Never Data quality is never formally assessed. How are data quality issues identified (proactively or reactively)? 1 😀 Proactive (including preventative measures) Preventative measures are in place to minimize the occurrence of data quality issues, and root causes are proactively addressed. 2 🙂 Mostly Proactive Data quality is proactively monitored, and issues are often addressed before they have a major impact. 3 😗 Mix of Reactive & Proactive There's a combination of reactive and proactive approaches to identify data quality issues. 4 🫣 Mostly Reactive Data quality issues are primarily found in response to problems, with limited proactive measures. 5 😩 Reactive Only Data quality issues are only discovered when they cause problems. What's your organizations ability to address identified data issues? 1 😀 Immediate resolution for critical issues We are able to immediately address and fix data issues. 2 🙂 Scheduled data health improvement sprints We regularly perform sprints where data health is in focus. 3 😗 Rely on external vendors or consultants Our external contractor is responsible for implementing improvements for data health. 4 😩 No formal process Do you invest in actions for continuous data reliability improvement? 1 😀 Innovation-Focused Investment The organization prioritizes investment in cutting-edge innovation in data reliability. 2 🙂 Significant Investment There's substantial ongoing investment in data reliability. 3 😗 Moderate Investment There is regular investment in data reliability. 4 🫣 Limited Investment Investment in data reliability is ad-hoc or reactive. 5 😩 No Investment There is no dedicated investment aimed at improving data reliability. TOOLS Are automated data quality checks or rules implemented? 1 😀 Advanced Rules (AI/ML) Sophisticated data quality rules are in place, potentially leveraging AI or machine learning. 2 🙂 Comprehensive Rules Implemented A wide range of automated data quality checks and rules are in use. 3 😗 Basic Checks Simple automated data quality checks are in place. 4 🫣 In Development Automated data quality checks are being developed but not yet fully implemented. 5 😩 None No automated data quality checks or rules are in place. Do you use data quality monitoring tools? 1 😀 Predictive Monitoring, Self-Healing Predictive monitoring tools are in place, facilitating proactive issue identification, and potentially include self-healing capabilities. 2 🙂 Advanced Monitoring Tools Advanced data quality monitoring tools are in place, providing comprehensive insights. 3 😗 Basic Monitoring Tools Basic data quality monitoring tools are implemented. 4 🫣 Considering The organization is evaluating the use of data quality monitoring tools. 5 😩 None No dedicated data quality monitoring tools are in use. Continue YOUR PROGRESS... PART 1 - BASIC ASSESSMENT check-circle Data Health Rate your organizations overall data health and the impact quality issues have. check-circle Data Quality Processes Answer questions to quality metrics, processes and tools. arrow-right-1 System Integrity & Reliability This is about understanding the reliability of the systems that process your data. Proceed with the next step PART 2 - ADVANCED ASSESSMENT (OPTIONAL) sign-badge-circle Data Strategy & Governance Questions about how your organization approaches data specific tasks. sign-badge-circle Data Access & Privacy Answer some questions about how you secure important information. sign-badge-circle Data Cataloging & Documentation All questions about documentation and meta data management. Proceed with the next step SYSTEMS INTEGRITY & RELIABILITY THE FOLLOWING QUESTIONS ARE TO FIND OUT HOW YOU ENSURE THE INTEGRITY AND RELIABILITY OF YOUR DATA PROCESSING SYSTEMS. SYSTEM MONITORING How frequently are your data systems monitored for correct operation? 1 😀 Real-time or near-real-time 2 🙂 Daily 3 😗 Weekly 4 🫣 Monthly 5 😩 Rarely or never What kind of monitoring do you use? 1 Automated monitoring tool 2 Manual monitoring 3 No monitoring 4 DEVELOPMENT & CHANGE MANAGEMENT These questions assess how your development team (internal or contractors) handle the implementation or change of data products/systems. How would you rate the way how changes to data systems are managed? Poor without a specific process Exceptional Good with a clear process 😩 🫣 😗 🙂 😀 How does your organization ensure the quality of data systems during development? 1 😀 Automated testing Unit-, Regression- and/or integration-tests are in place, automated by a test automation tool. 2 🙂 Manual testing strategically Tests are done manually but in a strategic way that ensures high confidence in quality. 3 😗 Manual testing sporradically Tests are done manually only once or only for selected parts of the code. 4 🫣 Peer code reviews Code gets reviewed by the four-eye-principle in code review sessions. 5 😩 We don't have a specific process How do you ensure that newly released systems or updates do not introduce data inconsistencies or errors? 1 Pre-release staging and testing environments 2 Post-release monitoring and validation 3 Rollback mechanisms in case of detected issues 4 Do you invest in technology for quality assurance during the development or release phase? 1 😀 Innovation-Focused Investment The organization prioritizes investment in cutting-edge technology to drive data product quality. 2 🙂 Significant Investment There's substantial ongoing investment in this technology. 3 😗 Moderate Investment There is regular investment in Q/A technology. 4 🫣 Limited Investment Investment in such technology is ad-hoc or reactive. 5 😩 No Investment There is no dedicated investment in technology. Continue YOUR BASIC ASSESSMENT REPORT IS READY You answered all questions we need to generate your basic assessment report. Now we need some very basic personal information, so we can send you the report to your inbox. First name First name Option 1 Option 2 Please enter an answer Last name Last name Option 1 Option 2 Please enter an answer E-Mail E-Mail Option 1 Option 2 Please enter an answer Company Company Option 1 Option 2 Please enter an answer Proceed with Part 2 Finish! Just send me the basic report YOUR PROGRESS... PART 1 - BASIC ASSESSMENT check-circle Data Health Rate your organizations overall data health and the impact quality issues have. check-circle Data Quality Processes Answer questions to quality metrics, processes and tools. check-circle System Integrity & Reliability This is about understanding the reliability of the systems that process your data. PART 2 - ADVANCED ASSESSMENT (OPTIONAL) arrow-right-1 Data Strategy & Governance Questions about how your organization approaches data specific tasks. sign-badge-circle Data Access & Privacy Answer some questions about how you secure important information. sign-badge-circle Data Cataloging & Documentation All questions about documentation and meta data management. Proceed with the next step DATA STRATEGY & GOVERNANCE The following questions are to assess your data strategy that forms the foundation for your data reliability and measures to enhance data quality. How would you describe the maturity of your organization's data strategy and vision? 1 😀 Fully developed and actively executed 2 🙂 Developed but inconsistently executed 3 😗 Currently under development 4 🫣 Identified as a need but not yet started 5 😩 Not recognized as necessary How confident are you that your current data strategy aligns with the organization's broader goals and objectives? Not aligned at all Somewhat aligned Perfectly aligned 😩 🫣 😗 🙂 😀 Who is primarily responsible for defining and updating the data strategy? 1 Executive leadership (e.g., CEO, CDO) 2 A dedicated data governance or strategy team 3 IT department 4 Business units or department heads 5 External consultants or vendors 6 Not defined Who in the organization is informed about, trained on, and equipped to execute and follow the data strategy? (Choose all that apply) 1 Executive leadership (e.g., CEO, CDO) 2 Data scientists and analysts 3 IT staff 4 Specific business units or departments 5 External consultants or vendors Continue YOUR PROGRESS... PART 1 - BASIC ASSESSMENT check-circle Data Health Rate your organizations overall data health and the impact quality issues have. check-circle Data Quality Processes Answer questions to quality metrics, processes and tools. check-circle System Integrity & Reliability This is about understanding the reliability of the systems that process your data. PART 2 - ADVANCED ASSESSMENT (OPTIONAL) check-circle Data Strategy & Governance Questions about how your organization approaches data specific tasks. arrow-right-1 Data Access & Privacy Answer some questions about how you secure important information. sign-badge-circle Data Cataloging & Documentation All questions about documentation and meta data management. Proceed with the next step DATA ACCESS & PRIVACY How would you rate the maturity of your organization's data access and privacy concept? No concept at all Very mature concept 😩 🫣 😗 🙂 😀 How does your organization validate that the data access concept has been implemented correctly and securely? 1 Regular automated system and access audits 2 Penetration testing by internal or external teams 3 Manual technical review by IT or security teams 4 User feedbacks 5 Anomaly reporting mechanisms 6 We rely on third-party certifications or assessments How frequently do you audit and validate data access permissions? 1 Continuously with automated tools 2 Monthly 3 Quarterly 4 Yearly 5 Rarely or never How do you handle the revocation of access permissions when roles change or employees leave the organization? 1 Automated offboarding workflows 2 Manual review and revocation 3 Rely on periodic access reviews 4 No specific process Continue YOUR PROGRESS... PART 1 - BASIC ASSESSMENT check-circle Data Health Rate your organizations overall data health and the impact quality issues have. check-circle Data Quality Processes Answer questions to quality metrics, processes and tools. check-circle System Integrity & Reliability This is about understanding the reliability of the systems that process your data. PART 2 - ADVANCED ASSESSMENT (OPTIONAL) check-circle Data Strategy & Governance Questions about how your organization approaches data specific tasks. check-circle Data Access & Privacy Answer some questions about how you secure important information. arrow-right-1 Data Cataloging & Documentation All questions about documentation and meta data management. Proceed with the next step META DATA, CATALOGING & DOCUMENTATION DATA CATALOGING Do you use any tools or platforms for data cataloging? 1 Automated Data Cataloging Software 2 Manual Cataloging or Documentation 3 Data is not Cataloged How accessible is the data catalog to relevant people? 1 😀 Integrated into Workflows The data catalog is seamlessly integrated into platforms used by data users. 2 🙂 Easily Discoverable The data catalog is easily discoverable through company intranet, knowledge bases, or search tools. 3 😗 Accessible with Effort The data catalog is accessible, but may require some effort on the part of the relevant users to locate them. 4 🫣 Limited Access The data catalog is difficult to find or access. 5 😩 Not Accessible The data catalog is not readily accessible to relevant people. DOCUMENTATION Does your organization have a formal process for documenting data products and data processing tasks? 1 😀 Automated Documentation Documentation is partially or fully automated, ensuring it stays up-to-date and integrated into workflows. 2 🙂 Comprehensive Documentation There's up-to-date, well-structured and comprehensive documentation. 3 😗 Basic Documentation There's basic documentation, but it may be incomplete, scattered or outdated. 4 🫣 Ad-hoc Documentation is done inconsistently or only when problems arise. 5 😩 None No formal documentation processes exist. How well are key performance indicators (KPIs), measures and reports documented? 1 😀 Standardized & Centralized Documentation of KPIs and metrics is standardized, centralized, and easily accessible to relevant stakeholders. 2 🙂 Comprehensive Documentation KPIs and measures are well-documented, including definitions, calculations, data sources, and any assumptions. 3 😗 Basic Documentation There's basic documentation outlining their purpose and definitions of KPIs and measures. 4 🫣 Minimal Documentation There's limited or inconsistent documentation of business metrics and their calculations. 5 😩 No Documentation There's no documentation of KPIs and calculated measures. How accessible is the documentation to relevant people? 1 😀 Integrated into Workflows Documentation is seamlessly integrated into platforms used by the relevant people. 2 🙂 Easily Discoverable Documentation is easily discoverable through company intranet, knowledge bases, or search tools. 3 😗 Accessible with Effort Documentation is accessible, but may require some effort on the part of the relevant users to locate them. 4 🫣 Limited Access Documentation is difficult to find or access. 5 😩 Not Accessible Documentation is not readily accessible to relevant people. Continue WE'RE DONE! 🎉 Please press the following button to submit your assessment answers so we can build your assessment report. Submit Assessment THANK YOU FOR SUBMITTING OUR DATA RELIABILITY ASSESSMENT 🎉 You will receive your assessment report to the E-Mail-Address you provided within the next 72 hours. Visit our website ERROR SORRY, YOUR RESPONSE COULD NOT BE SENT. PLEASE CHECK YOUR INTERNET CONNECTION. AN ERROR OCCURRED. 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