diff --git a/regions_www/tabs/manual_body.html b/regions_www/tabs/manual_body.html
index 9c6c2c29..7d66f147 100644
--- a/regions_www/tabs/manual_body.html
+++ b/regions_www/tabs/manual_body.html
@@ -5,7 +5,7 @@
   <div class="row maintext" id="maintext">
     <div class="col-md-2 text-left" style="padding-top:10px;">
       <div style="padding-bottom:10px;"><a class="manuallinks" href="#essentials">PCT Essentials</a></div>
-      <div style="padding-bottom:10px;"><a class="manuallinks" href="#manuals">User Manuals</a></div>
+      <div style="padding-bottom:10px;"><a class="manuallinks" href="#manuals">User Manuals and Training</a></div>
       <div style="padding-bottom:10px;"><a class="manuallinks" href="#casestudies">Case studies</a></div>
       <div style="padding-bottom:10px;"><a class="manuallinks" href="#otherreports">Other Reports</a></div>
       <div style="padding-bottom:10px;"><a class="manuallinks" href="#faqs">Additional FAQs</a></div>
@@ -22,7 +22,7 @@ <h4><a id="essentials"></a>PCT Essentials</h4>
           <ul style="line-height:2.2;">
           <li>Read our two pager <a target="_blank" href="https://npct.github.io/pct-shiny/regions_www/www/static/03d_other_reports/2020-pct-essentials.pdf">Essentials</a> document first, for a high level summary</li>
           </ul>
-          <h4><a id="manuals"></a>User Manuals</h4>
+          <h4><a name="manuals"></a>User Manuals and Training Materials</h4>
           <i>Version 1.4 for English, version 1.2 for Welsh</i>
             <ul style="line-height:2.2;">
               <li>User Manual A: Overview (<a target="_blank" href = "https://npct.github.io/pct-shiny/regions_www/www/static/03a_manual/pct-bike-eng-user-manual-a.pdf">English</a>) (<a target="_blank" href = "https://cdn.rawgit.com/npct/pct-shiny/master/regions_www/www/static/03a_manual/pct-bike-wel-user-manual-a.pdf">Welsh</a>)</li>
@@ -30,6 +30,8 @@ <h4><a id="manuals"></a>User Manuals</h4>
               <li>User Manual C1: PCT methods for the commuting layer (<a target="_blank" href = "https://npct.github.io/pct-shiny/regions_www/www/static/03a_manual/pct-bike-eng-user-manual-c1.pdf">English</a>) (<a target="_blank" href = "https://cdn.rawgit.com/npct/pct-shiny/master/regions_www/www/static/03a_manual/pct-bike-wel-user-manual-c1.pdf">Welsh</a>) (<a target="_blank" href = "https://cdn.rawgit.com/npct/pct-shiny/master/regions_www/www/static/03a_manual/pct-bike-eng-user-manual-c1-yll-discounting.xlsx">Supplementary YLL discounting spreadsheet</a>)</li>
               <li>User Manual C2: PCT methods for the schools layer (<a target="_blank" href = "https://npct.github.io/pct-shiny/regions_www/www/static/03a_manual/pct-bike-eng-user-manual-c2.pdf">English</a>)</li>
               <li>User Manual D: Using the PCT in business cases (<a target="_blank" href = "https://npct.github.io/pct-shiny/regions_www/www/static/03a_manual/pct-bike-eng-user-manual-d.pdf">English</a>) (<a target="_blank" href = "https://cdn.rawgit.com/npct/pct-shiny/master/regions_www/www/static/03a_manual/pct-bike-wel-user-manual-d.pdf">Welsh</a>)</li>
+              <li>Advanced training materials (downloading and using PCT data in R, for developers and researchers) (<a target="_blank" href = "https://itsleeds.github.io/pct/articles/pct_training.html">English</a>) </li>
+
             </ul>
         </div>