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	<id>https://learnlab.org/mediawiki-1.44.2/index.php?action=history&amp;feed=atom&amp;title=Cognitive_headroom</id>
	<title>Cognitive headroom - Revision history</title>
	<link rel="self" type="application/atom+xml" href="https://learnlab.org/mediawiki-1.44.2/index.php?action=history&amp;feed=atom&amp;title=Cognitive_headroom"/>
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	<updated>2026-04-29T18:52:54Z</updated>
	<subtitle>Revision history for this page on the wiki</subtitle>
	<generator>MediaWiki 1.44.2</generator>
	<entry>
		<id>https://learnlab.org/mediawiki-1.44.2/index.php?title=Cognitive_headroom&amp;diff=5224&amp;oldid=prev</id>
		<title>Koedinger at 20:41, 27 May 2007</title>
		<link rel="alternate" type="text/html" href="https://learnlab.org/mediawiki-1.44.2/index.php?title=Cognitive_headroom&amp;diff=5224&amp;oldid=prev"/>
		<updated>2007-05-27T20:41:13Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Revision as of 20:41, 27 May 2007&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l1&quot;&gt;Line 1:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;One hypothesized pathway to accelerated future learning and transfer of higher level knowledge components (KCs) is through the development of fluency in lower level foundational skills.   Students without such fluency must grapple with the basic lower level KCs while trying to use and acquire higher level KCs.  &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Student &lt;/del&gt;with fluency in basic KCs have the more available cognitive capacity, more &quot;headroom&quot;, to use and acquire higher level KCs.&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;One hypothesized pathway to &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;[[&lt;/ins&gt;accelerated future learning&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;]] &lt;/ins&gt;and &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;[[&lt;/ins&gt;transfer&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;]] &lt;/ins&gt;of higher level &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;[[&lt;/ins&gt;knowledge components&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;]] &lt;/ins&gt;(KCs) is through the development of fluency in lower level foundational skills.   Students without such fluency must grapple with the basic lower level KCs while trying to use and acquire higher level KCs.  &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Students &lt;/ins&gt;with fluency in basic KCs have the more available cognitive capacity, more &quot;headroom&quot;, to use and acquire higher level KCs.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;For example, Haverty et al. (2000) found that basic number knowledge separated good from poor inductive reasoners and Haverty (1999) followed up with an experimental study showing that basic instruction on number knowledge (e.g., 17 vs. 19 facts) transfered to better higher level reasoning (e.g., discovering the function consistent with a table of x-y pairs).&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;For example, Haverty et al. (2000) found that basic number knowledge separated good from poor inductive reasoners and Haverty (1999) followed up with an experimental study showing that basic instruction on number knowledge (e.g., 17 vs. 19 facts) transfered to better higher level reasoning (e.g., discovering the function consistent with a table of x-y pairs).&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;In the terms of the cognitive load theory elaborated by Sweller and colleagues, lack of basic fluency may produce a kind of &quot;extraneous cognitive load&quot;.  A PSLC goal is to not simply label learning events as involving &quot;extraneous cognitive load&quot;, which is done post-hoc in past research, but to develop predictive models to guide designers a priori in avoiding the design of such learning events.  Such models involve knowledge component analysis and, in &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;particularly&lt;/del&gt;, when a learning event involves student processing of knowledge components that are either under-learned (thus, no cognitive headroom) or irrelevant and unnecessary to meeting instructional objectives (e.g., keyboard vs. hand written entry of equations in Anthony&#039;s PSLC project).&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;In the terms of the cognitive load theory elaborated by Sweller and colleagues, lack of basic fluency may produce a kind of &quot;extraneous cognitive load&quot;.  A PSLC goal is to not simply label learning events as involving &quot;extraneous cognitive load&quot;, which is &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;often &lt;/ins&gt;done post-hoc in past research, but to develop predictive models to guide designers a priori in avoiding the design of such learning events.  Such models involve knowledge component analysis and, in &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;particular&lt;/ins&gt;, when a learning event involves student processing of knowledge components that are either under-learned (thus, no cognitive headroom) or irrelevant and unnecessary to meeting instructional objectives (e.g., keyboard vs. hand written entry of equations in &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;[[Handwriting Algebra Tutor|&lt;/ins&gt;Anthony&#039;s PSLC project&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;]]&lt;/ins&gt;).&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
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&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 9:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;Haverty, L. A. (1999).  The Importance of Basic Number Knowledge to Advanced Mathematical Problem Solving. Doctoral dissertation.  Psychology Department, Carnegie Melon University.&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;Haverty, L. A. (1999).  The Importance of Basic Number Knowledge to Advanced Mathematical Problem Solving. Doctoral dissertation.  Psychology Department, Carnegie Melon University.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[Category:Glossary]]&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[Category:Glossary]]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;[[Category:Learning Processes]]&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[Category:PSLC General]]&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[Category:PSLC General]]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Koedinger</name></author>
	</entry>
	<entry>
		<id>https://learnlab.org/mediawiki-1.44.2/index.php?title=Cognitive_headroom&amp;diff=2489&amp;oldid=prev</id>
		<title>Adele at 18:42, 28 December 2006</title>
		<link rel="alternate" type="text/html" href="https://learnlab.org/mediawiki-1.44.2/index.php?title=Cognitive_headroom&amp;diff=2489&amp;oldid=prev"/>
		<updated>2006-12-28T18:42:08Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;One hypothesized pathway to accelerated future learning and transfer of higher level knowledge components (KCs) is through the development of fluency in lower level foundational skills.   Students without such fluency must grapple with the basic lower level KCs while trying to use and acquire higher level KCs.  Student with fluency in basic KCs have the more available cognitive capacity, more &amp;quot;headroom&amp;quot;, to use and acquire higher level KCs.&lt;br /&gt;
&lt;br /&gt;
For example, Haverty et al. (2000) found that basic number knowledge separated good from poor inductive reasoners and Haverty (1999) followed up with an experimental study showing that basic instruction on number knowledge (e.g., 17 vs. 19 facts) transfered to better higher level reasoning (e.g., discovering the function consistent with a table of x-y pairs).&lt;br /&gt;
&lt;br /&gt;
In the terms of the cognitive load theory elaborated by Sweller and colleagues, lack of basic fluency may produce a kind of &amp;quot;extraneous cognitive load&amp;quot;.  A PSLC goal is to not simply label learning events as involving &amp;quot;extraneous cognitive load&amp;quot;, which is done post-hoc in past research, but to develop predictive models to guide designers a priori in avoiding the design of such learning events.  Such models involve knowledge component analysis and, in particularly, when a learning event involves student processing of knowledge components that are either under-learned (thus, no cognitive headroom) or irrelevant and unnecessary to meeting instructional objectives (e.g., keyboard vs. hand written entry of equations in Anthony&amp;#039;s PSLC project).&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Haverty, L. A., Koedinger, K. R., Klahr, D., &amp;amp; Alibali, M. W. (2000).  Solving induction problems in mathematics: Not-so-trivial pursuit. Cognitive Science, 24(2), 249-298.&lt;br /&gt;
&lt;br /&gt;
Haverty, L. A. (1999).  The Importance of Basic Number Knowledge to Advanced Mathematical Problem Solving. Doctoral dissertation.  Psychology Department, Carnegie Melon University.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[Category:Glossary]]&lt;br /&gt;
[[Category:PSLC General]]&lt;/div&gt;</summary>
		<author><name>Adele</name></author>
	</entry>
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