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<a  href="https://data.mooc.ca/cgi-bin/page.cgi?link=96&action=rd" target="_new">Data Skills Framework: A generic approach to assessing and developing data related competencies and skills</a>
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<div><p>"Designed to be generic and it covers the full range of data-related competencies from identifying data needs to visualisation of outputs. Seven core themes are described with three levels within each (foundation, intermediate and advanced)."</p>
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 <div><p>The seven data themes are:</p>

<ol>
	<li>Requirements and business analysis &ndash; the ability to understand and prioritise user needs; and identify how data can be efficiently integrated into processes.</li>
	<li>Data governance &ndash; the responsibilities associated with collection, handling, ownership, publication and ultimately removal of data.</li>
	<li>Data management &ndash;knowledge of data concepts, including quality control, storage, and integration with other sources.</li>
	<li>Access and security &ndash; understanding of: the obligations and restrictions aroundgranting and gaining access to data; the principles of open data; different licensing models; security; and the process of risk assessments</li>
	<li>Data manipulation &ndash; manipulating, processing, cleansing and combining data for further analysis or use. Automation of complex manipulation on large data volumes</li>
	<li>Analysis and modelling &ndash; analysis of data and data modelling. Includes statistical knowledge, processing chains, machine learning and predictive analytics</li>
	<li>Communication and visualisation &ndash; interpreting, summarising and communicating data and various analytical outputs for different audiences.</li>
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<a  href="https://data.mooc.ca/author/12" style="text-decoration:none;">L. Heeley</a>, <a  href="https://data.mooc.ca/author/13" style="text-decoration:none;">S. Wilkinson</a>, <a  href="https://data.mooc.ca/author/14" style="text-decoration:none;">Joint Nature Conservation Committee</a>, <a  href="https://data.mooc.ca/author/5" style="text-decoration:none;">Antti Poikola</a>. 
2018. Data Skills Framework: A generic approach to assessing and developing data related competencies and skills.
<a  href="https://data.mooc.ca/feed/14" style="text-decoration:none;">Gov.uk</a>, <a  href="https://data.mooc.ca/feed/8" style="text-decoration:none;"></a>. 
<a  href="https://data.jncc.gov.uk/data/6ef949ed-1c22-438f-b2f7-fd4818ec4566/JNCC-Report-590-FINAL-WEB.pdf"  target="_new">https://data.jncc.gov.uk/data/6ef949ed-1c22-438f-b2f7-fd4818ec4566/JNCC-Report-590-FINAL-WEB.pdf</a>
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