diff --git a/img/map2023.png b/img/map2023.png
index 2f9c727..14115a7 100644
Binary files a/img/map2023.png and b/img/map2023.png differ
diff --git a/index.html b/index.html
index 4b018b4..797c026 100644
--- a/index.html
+++ b/index.html
@@ -107,7 +107,7 @@ <h4 class="m-0">Destinations</h4>
                     <div class="col-12 col-md-6 col-lg-5 col-xl-5">
                         <div class="callout">
                             <div class="callout-working-header">
-                                <h3 class="m-1"><i class="fa-solid fa-briefcase fa-fw"></i>&nbsp;44% Working</h3>
+                                <h3 class="m-1"><i class="fa-solid fa-briefcase fa-fw"></i>&nbsp;52% Working</h3>
                             </div>
                             <div class="callout-container">
                                 <p class="m-1">
@@ -117,18 +117,18 @@ <h3 class="m-1"><i class="fa-solid fa-briefcase fa-fw"></i>&nbsp;44% Working</h3
                         </div>
                         <div class="callout">
                             <div class="callout-continuing-ed-header">
-                                <h3 class="m-1"><i class="fa-solid fa-user-graduate fa-fw"></i>&nbsp;17% Continuing
+                                <h3 class="m-1"><i class="fa-solid fa-user-graduate fa-fw"></i>&nbsp;21% Continuing
                                     Education<sup class="small-super-text">3</sup></h3>
                             </div>
                             <div class="callout-container">
                                 <p class="m-1">The Bay State Scholarship Program contributed to <span
-                                        style="font-weight: bold">>55 </span> undergraduates
+                                        style="font-weight: bold">>61 </span> undergraduates
                                     returning to UMass Amherst for their MS.</p>
                             </div>
                         </div>
                         <div class="callout">
                             <div class="callout-looking-header">
-                                <h3 class="m-1"><i class="fa-solid fa-magnifying-glass fa-fw"></i>&nbsp;25% Looking</h3>
+                                <h3 class="m-1"><i class="fa-solid fa-magnifying-glass fa-fw"></i>&nbsp;17% Looking</h3>
                             </div>
                             <div class="callout-container">
                                 <p class="m-1">These alumni are searching for their
@@ -140,11 +140,11 @@ <h3 class="m-1"><i class="fa-solid fa-magnifying-glass fa-fw"></i>&nbsp;25% Look
                         </div>
                         <div class="callout">
                             <div class="callout-unknown-header">
-                                <h3 class="m-1"><i class="fa-solid fa-question fa-fw"></i>&nbsp;14% Unknown</h3>
+                                <h3 class="m-1"><i class="fa-solid fa-question fa-fw"></i>&nbsp;10% Unknown</h3>
                             </div>
                             <div class="callout-container">
-                                <p class="m-1">We know post-graduation outcomes for 86% of our undergraduates, but <span
-                                    style="font-weight: bold">71</span> have not done our <a href="https://umassamherst.co1.qualtrics.com/jfe/form/SV_6rlcSDwiUaMgxGC">Careers Survey</a> yet</p>
+                                <p class="m-1">We know post-graduation outcomes for 90% of our undergraduates, but <span
+                                    style="font-weight: bold">48</span> have not done our <a href="https://umassamherst.co1.qualtrics.com/jfe/form/SV_6rlcSDwiUaMgxGC">Careers Survey</a> yet.</p>
                             </div>
                         </div>
                     </div>
@@ -174,7 +174,7 @@ <h1 class="mb-0">95%</h1>
 
                 <!-- Employers -->
                 <div class="padded-section">
-                    <h3>135+ Unique Employers (24 Hired Multiple)</h3>
+                    <h3>170+ Unique Employers (24 Hired Multiple)</h3>
                     <div class="row mt-3">
                         <div class="col-4 col-md-2 d-flex align-items-center" data-toggle="tooltip" data-placement="top"
                              title="Liberty Mutual">
@@ -250,7 +250,7 @@ <h3>135+ Unique Employers (24 Hired Multiple)</h3>
 
                 <!-- Locations -->
                 <div class="padded-section text-center">
-                    <h3>Where Graduates Went To Work<sup class="text-secondary small-super-text">6</sup></h3>
+                    <h3>Where Graduates Went To Work<sup class="text-secondary small-super-text">4</sup></h3>
                     <div class="row">
                         <div class="offset-md-2 col-md-8 offset-xl-3 col-xl-6 text-center">
                             <img src="img/map2023.png" class="img-fluid"
@@ -432,7 +432,7 @@ <h6>Notes</h6>
                                 17 undergraduate students graduated in August, 127 in December, and 355 in May.
                             </li>
                             <li class="list-unstyled m-2 small-text">
-                                <sup class="text-secondary d-inline-block text-center" style="width: 15px">2</sup>
+                                <sup class="text-secondary d-inline-block text-center" style="width: 15px">3</sup>
                                 Continuing Ed doesn't include <a href="https://www.cics.umass.edu/grads/msphd-requirements"
                                                                  target="_blank">MS/PhD track</a>.
                             </li>
@@ -440,14 +440,14 @@ <h6>Notes</h6>
                                 <sup class="text-secondary d-inline-block text-center" style="width: 15px">4</sup>
                                 Many offers also include bonuses and equity in total compensation.
                             </li> -->
-                            <li class="list-unstyled m-2 small-text">
+                            <!-- <li class="list-unstyled m-2 small-text">
                                 <sup class="text-secondary d-inline-block text-center" style="width: 15px">5</sup>
                                 Based on replies to the question "Are you satisfied with your post-graduate plans?" from the Careers
                                 Survey.
-                            </li>
+                            </li> -->
                             <li class="list-unstyled m-2 small-text">
-                                <sup class="text-secondary d-inline-block text-center" style="width: 15px">6</sup>
-                                Remote work continues to be popular.
+                                <sup class="text-secondary d-inline-block text-center" style="width: 15px">4</sup>
+                                Remote work continues to be popular. Created with mapchart.net.
                             </li>
             
                         </ul>
@@ -487,27 +487,27 @@ <h4 class="m-0">Destinations</h4>
                     <div class="col-12 col-md-6 col-lg-5 col-xl-5">
                         <div class="callout">
                             <div class="callout-working-header">
-                                <h3 class="m-1"><i class="fa-solid fa-briefcase fa-fw"></i>&nbsp;62% Working<sup
+                                <h3 class="m-1"><i class="fa-solid fa-briefcase fa-fw"></i>&nbsp;75% Working<sup
                                         class="small-super-text">2</sup></h3>
                             </div>
                             <div class="callout-container">
                                 <p class="m-1">
-                                    View the list of employers that have made hires in the year 2023 on <a href="https://www.cics.umass.edu/careers/articles/destinations-dashboard">Destination Dashboard.</a>
+                                    View filterable list of employers on <a href="https://www.cics.umass.edu/careers/articles/destinations-dashboard">Destination Dashboard.</a>
                                 </p>
                             </div>
                         </div>
                         <div class="callout">
                             <div class="callout-continuing-ed-header">
-                                <h3 class="m-1"><i class="fa-solid fa-user-graduate fa-fw"></i>&nbsp;5% Continuing
+                                <h3 class="m-1"><i class="fa-solid fa-user-graduate fa-fw"></i>&nbsp;7% Continuing
                                     Education<sup class="small-super-text">3</sup></h3>
                             </div>
                             <div class="callout-container">
-                                <p class="m-1">Indiana University, UT Dallas, and UCSD are among the institutions where advanced degrees are being pursued.</p>
+                                <p class="m-1">CMU, Indiana University, UT Dallas, and UCSD are among the institutions where advanced degrees are being pursued.</p>
                             </div>
                         </div>
                         <div class="callout">
                             <div class="callout-looking-header">
-                                <h3 class="m-1"><i class="fa-solid fa-magnifying-glass fa-fw"></i>&nbsp;24% Looking</h3>
+                                <h3 class="m-1"><i class="fa-solid fa-magnifying-glass fa-fw"></i>&nbsp;13% Looking</h3>
                             </div>
                             <div class="callout-container">
                                 <p class="m-1">These alumni are searching for their
@@ -519,10 +519,10 @@ <h3 class="m-1"><i class="fa-solid fa-magnifying-glass fa-fw"></i>&nbsp;24% Look
                         </div>
                         <div class="callout">
                             <div class="callout-unknown-header">
-                                <h3 class="m-1"><i class="fa-solid fa-question fa-fw"></i>&nbsp;9% Unknown</h3>
+                                <h3 class="m-1"><i class="fa-solid fa-question fa-fw"></i>&nbsp;5% Unknown</h3>
                             </div>
                             <div class="callout-container">
-                                <p class="m-1">We know post-graduation outcomes for 91% of our undergraduates, but several have not done our <a href="https://umassamherst.co1.qualtrics.com/jfe/form/SV_6rlcSDwiUaMgxGC">Careers Survey</a> yet</p>
+                                <p class="m-1">We know post-graduation outcomes for 95% of our undergraduates, but several have not done our <a href="https://umassamherst.co1.qualtrics.com/jfe/form/SV_6rlcSDwiUaMgxGC">Careers Survey</a> yet.</p>
                             </div>
                         </div>
                     </div>
@@ -530,28 +530,31 @@ <h3 class="m-1"><i class="fa-solid fa-question fa-fw"></i>&nbsp;9% Unknown</h3>
 
 
                 <!-- Callout Cells for Master's Median Salary and Satisfaction Rate -->
-                <!-- <div class="padded-section text-center">
+                <div class="padded-section text-center">
                     <div class="row callout-cell-row">
                         <div class="col-12 offset-md-2 col-md-4 offset-lg-3 col-lg-3 callout-cell-container">
                             <div class="callout-cell text-center">
-                                <h6><i class="fa-regular fa-sack-dollar"></i> Median Salary<sup
+                                <!-- <h6><i class="fa-regular fa-sack-dollar"></i> Median Salary<sup
                                         class="text-secondary">4</sup>
+                                </h6> -->
+                                <h6>
+                                    Median Salary
                                 </h6>
-                                <h1 class="mb-0">$129,000</h1>
+                                <h1 class="mb-0">$131,000 ($2k more than last year)</h1>
                             </div>
                         </div>
-                        <div class="col-12 col-md-4 col-lg-3 callout-cell-container">
+                        <!-- <div class="col-12 col-md-4 col-lg-3 callout-cell-container">
                             <div class="callout-cell text-center">
                                 <h6><i class="fa-regular fa-face-smile"></i> Satisfaction Rate</h6>
                                 <h1 class="mb-0">92%</h1>
                             </div>
-                        </div>
+                        </div> -->
                     </div>
-                </div> -->
+                </div>
 
                 <!-- Employers -->
                 <div class="padded-section">
-                    <h3>95+ Unique Employers (23 Hired Multiple)</h3>
+                    <h3>110+ Unique Employers (24 Hired Multiple)</h3>
                     <div class="row mt-3">
                         <div class="col-4 col-sm-3 col-md-2  d-flex align-items-center" data-toggle="tooltip"
                              data-placement="top"
@@ -723,13 +726,13 @@ <h6>Notes</h6>
                                 <sup class="text-secondary d-inline-block text-center" style="width: 15px">4</sup>
                                 Many offers also include bonuses and equity in total compensation.
                             </li> -->
-                            <li class="list-unstyled m-2 small-text">
+                            <!-- <li class="list-unstyled m-2 small-text">
                                 <sup class="text-secondary d-inline-block text-center" style="width: 15px">5</sup>
                                 Based on replies to the question "Are you satisfied with your post-graduate plans?" from the Careers
                                 Survey.
-                            </li>
+                            </li> -->
                             <li class="list-unstyled m-2 small-text">
-                                <sup class="text-secondary d-inline-block text-center" style="width: 15px">6</sup>
+                                <sup class="text-secondary d-inline-block text-center" style="width: 15px">4</sup>
                                 Remote work continues to be popular.
                             </li>
             
diff --git a/js/index.js b/js/index.js
index 022d75b..e4bac59 100644
--- a/js/index.js
+++ b/js/index.js
@@ -55,7 +55,7 @@ const MSdata2023 = {
     labels: Labels,
     datasets: [{
         label: ' Number of Students',
-        data: [166, 13, 64, 24],
+        data: [199, 18, 36, 14],
         backgroundColor: [
             UMassColors.GREEN,
             UMassColors.TEAL,
@@ -117,7 +117,7 @@ const UGdata2023 = {
     labels: Labels,
     datasets: [{
         label: ' Number of Students',
-        data: [218, 83, 127, 71],
+        data: [260, 104, 87, 48],
         backgroundColor: [
             UMassColors.GREEN,
             UMassColors.TEAL,
diff --git a/js/wordcloud.js b/js/wordcloud.js
index a16664a..d7fe9a4 100644
--- a/js/wordcloud.js
+++ b/js/wordcloud.js
@@ -183,6 +183,10 @@ let ms2023WordcloudData = {
                 {
                     "text": "Research Fellow",
                     "count": "3"
+                },
+                {
+                    "text": "UX Designer",
+                    "count": "3"
                 }
             ]
         }