diff --git a/src/commons/assessment/AssessmentTypes.ts b/src/commons/assessment/AssessmentTypes.ts
index febf1c0c88..28aed1f6ca 100644
--- a/src/commons/assessment/AssessmentTypes.ts
+++ b/src/commons/assessment/AssessmentTypes.ts
@@ -124,6 +124,7 @@ export interface IContestVotingQuestion extends BaseQuestion {
   postpend: string;
   contestEntries: ContestEntry[];
   scoreLeaderboard: ContestEntry[];
+  popularVoteLeaderboard: ContestEntry[];
   type: 'voting';
 }
 
diff --git a/src/commons/assessmentWorkspace/AssessmentWorkspace.tsx b/src/commons/assessmentWorkspace/AssessmentWorkspace.tsx
index 80a7b1cd1d..ae3146472a 100644
--- a/src/commons/assessmentWorkspace/AssessmentWorkspace.tsx
+++ b/src/commons/assessmentWorkspace/AssessmentWorkspace.tsx
@@ -475,9 +475,24 @@ const AssessmentWorkspace: React.FC<AssessmentWorkspaceProps> = props => {
             <SideContentContestLeaderboard
               handleContestEntryClick={handleContestEntryClick}
               orderedContestEntries={(question as IContestVotingQuestion)?.scoreLeaderboard ?? []}
+              leaderboardType={SideContentType.scoreLeaderboard}
             />
           ),
           id: SideContentType.scoreLeaderboard
+        },
+        {
+          label: 'Popular Vote Leaderboard',
+          iconName: IconNames.PEOPLE,
+          body: (
+            <SideContentContestLeaderboard
+              handleContestEntryClick={handleContestEntryClick}
+              orderedContestEntries={
+                (question as IContestVotingQuestion)?.popularVoteLeaderboard ?? []
+              }
+              leaderboardType={SideContentType.popularVoteLeaderboard}
+            />
+          ),
+          id: SideContentType.popularVoteLeaderboard
         }
       );
     } else {
diff --git a/src/commons/assessmentWorkspace/__tests__/__snapshots__/AssessmentWorkspace.tsx.snap b/src/commons/assessmentWorkspace/__tests__/__snapshots__/AssessmentWorkspace.tsx.snap
index e43dc063ca..d025a4a9a1 100644
--- a/src/commons/assessmentWorkspace/__tests__/__snapshots__/AssessmentWorkspace.tsx.snap
+++ b/src/commons/assessmentWorkspace/__tests__/__snapshots__/AssessmentWorkspace.tsx.snap
@@ -493,6 +493,33 @@ exports[`AssessmentWorkspace AssessmentWorkspace page with ContestVoting questio
                             </div>
                           </span>
                         </div>
+                        <div
+                          aria-controls="bp5-tab-panel_side-content-tabs_popular_vote_leaderboard"
+                          aria-disabled="false"
+                          aria-expanded="false"
+                          aria-selected="false"
+                          class="bp5-tab side-content-tab"
+                          data-tab-id="popular_vote_leaderboard"
+                          id="bp5-tab-title_side-content-tabs_popular_vote_leaderboard"
+                          role="tab"
+                          tabindex="-1"
+                        >
+                          <span
+                            class="bp5-popover-target"
+                          >
+                            <div
+                              aria-expanded="false"
+                              class="side-content-tooltip"
+                              tabindex="0"
+                            >
+                              <span
+                                aria-hidden="true"
+                                class="bp5-icon bp5-icon-large bp5-icon-people"
+                                data-icon="people"
+                              />
+                            </div>
+                          </span>
+                        </div>
                       </div>
                       <div
                         aria-hidden="false"
@@ -854,7 +881,204 @@ exports[`AssessmentWorkspace AssessmentWorkspace page with ContestVoting questio
                                     <div
                                       class="header-score"
                                     >
-                                      Score
+                                      Calculated Score
+                                      <span
+                                        aria-hidden="true"
+                                        class="bp5-icon bp5-icon-caret-down"
+                                      >
+                                        <svg
+                                          data-icon="caret-down"
+                                          height="16"
+                                          role="img"
+                                          viewBox="0 0 16 16"
+                                          width="16"
+                                        >
+                                          <path
+                                            d="M12 6.5c0-.28-.22-.5-.5-.5h-7a.495.495 0 00-.37.83l3.5 4c.09.1.22.17.37.17s.28-.07.37-.17l3.5-4c.08-.09.13-.2.13-.33z"
+                                            fill-rule="evenodd"
+                                          />
+                                        </svg>
+                                      </span>
+                                    </div>
+                                  </div>
+                                  <div
+                                    class="LeaderboardCard"
+                                  >
+                                    <div
+                                      class="bp5-interactive bp5-card bp5-elevation-1"
+                                      data-testid="SideContentLeaderboardCard"
+                                    >
+                                      <pre
+                                        class="bp5-code-block contestentry-entryid"
+                                      >
+                                        student_1
+                                      </pre>
+                                      <pre
+                                        class="bp5-code-block contestentry-rank"
+                                      >
+                                        1
+                                      </pre>
+                                      <pre
+                                        class="bp5-code-block contestentry-score"
+                                        data-testid="contestentry-score"
+                                      />
+                                    </div>
+                                  </div>
+                                  <div
+                                    class="LeaderboardCard"
+                                  >
+                                    <div
+                                      class="bp5-interactive bp5-card bp5-elevation-1"
+                                      data-testid="SideContentLeaderboardCard"
+                                    >
+                                      <pre
+                                        class="bp5-code-block contestentry-entryid"
+                                      >
+                                        student_2
+                                      </pre>
+                                      <pre
+                                        class="bp5-code-block contestentry-rank"
+                                      >
+                                        2
+                                      </pre>
+                                      <pre
+                                        class="bp5-code-block contestentry-score"
+                                        data-testid="contestentry-score"
+                                      />
+                                    </div>
+                                  </div>
+                                </div>
+                              </div>
+                            </div>
+                          </div>
+                        </div>
+                      </div>
+                      <div
+                        aria-hidden="true"
+                        aria-labelledby="bp5-tab-title_side-content-tabs_popular_vote_leaderboard"
+                        class="bp5-tab-panel side-content-tab"
+                        id="bp5-tab-panel_side-content-tabs_popular_vote_leaderboard"
+                        role="tabpanel"
+                      >
+                        <div
+                          class="side-content-text"
+                        >
+                          <div
+                            class="ContestLeaderboard"
+                          >
+                            <button
+                              class="bp5-button bp5-minimal collapse-button"
+                              type="button"
+                            >
+                              <span
+                                aria-hidden="true"
+                                class="bp5-icon bp5-icon-caret-down"
+                              >
+                                <svg
+                                  data-icon="caret-down"
+                                  height="16"
+                                  role="img"
+                                  viewBox="0 0 16 16"
+                                  width="16"
+                                >
+                                  <path
+                                    d="M12 6.5c0-.28-.22-.5-.5-.5h-7a.495.495 0 00-.37.83l3.5 4c.09.1.22.17.37.17s.28-.07.37-.17l3.5-4c.08-.09.13-.2.13-.33z"
+                                    fill-rule="evenodd"
+                                  />
+                                </svg>
+                              </span>
+                              <span
+                                class="bp5-button-text"
+                              >
+                                <span>
+                                  Popular Vote Leaderboard
+                                </span>
+                                <span
+                                  class="bp5-popover-target"
+                                >
+                                  <span
+                                    aria-expanded="false"
+                                    aria-hidden="true"
+                                    class="bp5-icon bp5-icon-help"
+                                    tabindex="0"
+                                  >
+                                    <svg
+                                      data-icon="help"
+                                      height="16"
+                                      role="img"
+                                      viewBox="0 0 16 16"
+                                      width="16"
+                                    >
+                                      <path
+                                        d="M8 0C3.58 0 0 3.58 0 8s3.58 8 8 8 8-3.58 8-8-3.58-8-8-8zm1 13H7v-2h2v2zm1.93-6.52c-.14.32-.35.64-.62.97L9.25 8.83c-.12.15-.24.29-.28.42-.04.13-.09.3-.09.52V10H7.12V8.88s.05-.51.21-.71L8.4 6.73c.22-.26.35-.49.44-.68.09-.19.12-.38.12-.58 0-.3-.1-.55-.28-.75-.18-.19-.44-.28-.76-.28-.33 0-.59.1-.78.29-.19.19-.33.46-.4.81-.03.11-.1.15-.2.14l-1.7-.25c-.12-.01-.16-.08-.14-.19.12-.82.46-1.47 1.03-1.94.57-.48 1.32-.72 2.25-.72.47 0 .9.07 1.29.22s.72.34 1 .59c.28.25.49.55.65.89.15.35.22.72.22 1.12s-.07.75-.21 1.08z"
+                                        fill-rule="evenodd"
+                                      />
+                                    </svg>
+                                  </span>
+                                </span>
+                              </span>
+                            </button>
+                            <div
+                              class="bp5-collapse"
+                              style="height: auto; overflow-y: visible; transition: none;"
+                            >
+                              <div
+                                aria-hidden="false"
+                                class="bp5-collapse-body"
+                                style="transform: translateY(0); transition: none;"
+                              >
+                                <div>
+                                  <div
+                                    class="leaderboard-header"
+                                  >
+                                    <div
+                                      class="header-entryid"
+                                    >
+                                      Student Name
+                                      <span
+                                        aria-hidden="true"
+                                        class="bp5-icon bp5-icon-caret-down"
+                                      >
+                                        <svg
+                                          data-icon="caret-down"
+                                          height="16"
+                                          role="img"
+                                          viewBox="0 0 16 16"
+                                          width="16"
+                                        >
+                                          <path
+                                            d="M12 6.5c0-.28-.22-.5-.5-.5h-7a.495.495 0 00-.37.83l3.5 4c.09.1.22.17.37.17s.28-.07.37-.17l3.5-4c.08-.09.13-.2.13-.33z"
+                                            fill-rule="evenodd"
+                                          />
+                                        </svg>
+                                      </span>
+                                    </div>
+                                    <div
+                                      class="header-entryrank"
+                                    >
+                                      Rank
+                                      <span
+                                        aria-hidden="true"
+                                        class="bp5-icon bp5-icon-caret-down"
+                                      >
+                                        <svg
+                                          data-icon="caret-down"
+                                          height="16"
+                                          role="img"
+                                          viewBox="0 0 16 16"
+                                          width="16"
+                                        >
+                                          <path
+                                            d="M12 6.5c0-.28-.22-.5-.5-.5h-7a.495.495 0 00-.37.83l3.5 4c.09.1.22.17.37.17s.28-.07.37-.17l3.5-4c.08-.09.13-.2.13-.33z"
+                                            fill-rule="evenodd"
+                                          />
+                                        </svg>
+                                      </span>
+                                    </div>
+                                    <div
+                                      class="header-score"
+                                    >
+                                      Popularity Score
                                       <span
                                         aria-hidden="true"
                                         class="bp5-icon bp5-icon-caret-down"
diff --git a/src/commons/mocks/AssessmentMocks.ts b/src/commons/mocks/AssessmentMocks.ts
index a16d45484a..10ec12626a 100644
--- a/src/commons/mocks/AssessmentMocks.ts
+++ b/src/commons/mocks/AssessmentMocks.ts
@@ -874,12 +874,24 @@ const mockContestEntryQuestion: Array<IContestVotingQuestion> = [
       {
         submission_id: 1,
         student_name: 'student_1',
-        answer: { code: "display('leaderboard test')" }
+        answer: { code: "display('score_leaderboard test')" }
       },
       {
         submission_id: 2,
         student_name: 'student_2',
-        answer: { code: 'function leaderboard_test() { return true; }' }
+        answer: { code: 'function score_leaderboard_test() { return true; }' }
+      }
+    ],
+    popularVoteLeaderboard: [
+      {
+        submission_id: 1,
+        student_name: 'student_1',
+        answer: { code: "display('popular_vote_leaderboard test')" }
+      },
+      {
+        submission_id: 2,
+        student_name: 'student_2',
+        answer: { code: 'function popular_vote_leaderboard_test() { return true; }' }
       }
     ],
     library: mockLibrary,
diff --git a/src/commons/sideContent/SideContentTypes.ts b/src/commons/sideContent/SideContentTypes.ts
index 80836fedad..c42f812b42 100644
--- a/src/commons/sideContent/SideContentTypes.ts
+++ b/src/commons/sideContent/SideContentTypes.ts
@@ -14,7 +14,6 @@ export enum SideContentType {
   autograder = 'autograder',
   briefing = 'briefing',
   contestVoting = 'contest_voting',
-  scoreLeaderboard = 'score_leaderboard',
   dataVisualizer = 'data_visualizer',
   editorGrading = 'editor_grading',
   editorAutograder = 'editor_autograder',
@@ -31,8 +30,10 @@ export enum SideContentType {
   grading = 'grading',
   introduction = 'introduction',
   module = 'module',
+  popularVoteLeaderboard = 'popular_vote_leaderboard',
   questionOverview = 'question_overview',
   remoteExecution = 'remote_execution',
+  scoreLeaderboard = 'score_leaderboard',
   missionMetadata = 'mission_metadata',
   mobileEditor = 'mobile_editor',
   mobileEditorRun = 'mobile_editor_run',
diff --git a/src/commons/sideContent/__tests__/SideContentContestLeaderboard.tsx b/src/commons/sideContent/__tests__/SideContentContestLeaderboard.tsx
index f9512be001..0322aaf155 100644
--- a/src/commons/sideContent/__tests__/SideContentContestLeaderboard.tsx
+++ b/src/commons/sideContent/__tests__/SideContentContestLeaderboard.tsx
@@ -3,6 +3,7 @@ import userEvent from '@testing-library/user-event';
 import { shallowRender } from 'src/commons/utils/TestUtils';
 
 import SideContentContestLeaderboard from '../content/SideContentContestLeaderboard';
+import { SideContentType } from '../SideContentTypes';
 
 const mockLeaderboardEntries = [
   {
@@ -27,7 +28,8 @@ const mockLeaderboardEntries = [
 
 const mockProps = {
   handleContestEntryClick: () => {},
-  orderedContestEntries: mockLeaderboardEntries
+  orderedContestEntries: mockLeaderboardEntries,
+  leaderboardType: SideContentType.scoreLeaderboard
 };
 
 // Basic snapshot testing to catch unexpected changes
@@ -54,13 +56,14 @@ test('SideContentContestLeaderboard orders entry in the same order as orderedCon
   expect(scores).toEqual(['100', '90', '80']);
 });
 
-test('Clicking the contest entry updates the editor for contest leaderboard.', async () => {
+test('Clicking the contest entry updates the editor for score leaderboard.', async () => {
   const user = userEvent.setup();
   const mockedHandleContestEntryClick = jest.fn();
 
   const mockProps = {
     handleContestEntryClick: mockedHandleContestEntryClick,
-    orderedContestEntries: mockLeaderboardEntries
+    orderedContestEntries: mockLeaderboardEntries,
+    leaderboardType: SideContentType.scoreLeaderboard
   };
 
   const contestVotingContainer = <SideContentContestLeaderboard {...mockProps} />;
diff --git a/src/commons/sideContent/__tests__/__snapshots__/SideContentContestLeaderboard.tsx.snap b/src/commons/sideContent/__tests__/__snapshots__/SideContentContestLeaderboard.tsx.snap
index 1ad02b1ca5..82b26f13eb 100644
--- a/src/commons/sideContent/__tests__/__snapshots__/SideContentContestLeaderboard.tsx.snap
+++ b/src/commons/sideContent/__tests__/__snapshots__/SideContentContestLeaderboard.tsx.snap
@@ -15,7 +15,7 @@ exports[`SideContentContestLeaderboard matches snapshot 1`] = `
     </span>
     <Blueprint5.Tooltip
       compact={false}
-      content="View the top-rated contest entries!"
+      content="View the highest scoring contest entries!"
       hoverCloseDelay={0}
       hoverOpenDelay={100}
       interactionKind="hover-target"
@@ -62,7 +62,7 @@ exports[`SideContentContestLeaderboard matches snapshot 1`] = `
         <div
           className="header-score"
         >
-          Score
+          Calculated Score
           <Blueprint5.Icon
             autoLoad={true}
             icon="caret-down"
diff --git a/src/commons/sideContent/content/SideContentContestLeaderboard.tsx b/src/commons/sideContent/content/SideContentContestLeaderboard.tsx
index f28e32134f..d678400f15 100644
--- a/src/commons/sideContent/content/SideContentContestLeaderboard.tsx
+++ b/src/commons/sideContent/content/SideContentContestLeaderboard.tsx
@@ -4,6 +4,7 @@ import { Tooltip2 } from '@blueprintjs/popover2';
 import React, { useMemo, useState } from 'react';
 
 import { ContestEntry } from '../../assessment/AssessmentTypes';
+import { SideContentType } from '../SideContentTypes';
 import SideContentLeaderboardCard from './SideContentLeaderboardCard';
 
 export type SideContentContestLeaderboardProps = DispatchProps & StateProps;
@@ -14,28 +15,9 @@ type DispatchProps = {
 
 type StateProps = {
   orderedContestEntries: ContestEntry[];
+  leaderboardType: SideContentType;
 };
 
-/*
-Contest Leaderboard inner components
-*/
-const columnHeader = (colClass: string, colTitle: string) => (
-  <div className={colClass}>
-    {colTitle}
-    <Icon icon={IconNames.CARET_DOWN} />
-  </div>
-);
-
-const contestEntryHeader = (
-  <div className="leaderboard-header">
-    {columnHeader('header-entryid', 'Student Name')}
-    {columnHeader('header-entryrank', 'Rank')}
-    {columnHeader('header-score', 'Score')}
-  </div>
-);
-
-const contestLeaderboardTooltipContent = 'View the top-rated contest entries!';
-
 /**
  * Renders the contest leaderboard entries as a SideContentTab for Contest Voting questions.
  * Note that the prop is named 'orderedContestEntries' as the responsibility to sort
@@ -47,9 +29,53 @@ const contestLeaderboardTooltipContent = 'View the top-rated contest entries!';
 const SideContentContestLeaderboard: React.FunctionComponent<
   SideContentContestLeaderboardProps
 > = props => {
-  const { orderedContestEntries, handleContestEntryClick } = props;
+  const { orderedContestEntries, handleContestEntryClick, leaderboardType } = props;
   const [showLeaderboard, setShowLeaderboard] = useState<boolean>(true);
 
+  /**
+   * Contest Leaderboard inner components
+   */
+
+  const leaderboardTitle = useMemo(() => {
+    return leaderboardType === SideContentType.scoreLeaderboard
+      ? 'Score Leaderboard'
+      : leaderboardType === SideContentType.popularVoteLeaderboard
+      ? 'Popular Vote Leaderboard'
+      : 'Contest Leaderboard';
+  }, [leaderboardType]);
+
+  const contestLeaderboardTooltipContent = useMemo(() => {
+    return leaderboardType === SideContentType.scoreLeaderboard
+      ? 'View the highest scoring contest entries!'
+      : leaderboardType === SideContentType.popularVoteLeaderboard
+      ? 'View the most popular contest entries!'
+      : 'View the top-rated contest entries!';
+  }, [leaderboardType]);
+
+  const columnHeader = (colClass: string, colTitle: string) => (
+    <div className={colClass}>
+      {colTitle}
+      <Icon icon={IconNames.CARET_DOWN} />
+    </div>
+  );
+
+  const contestEntryHeader = useMemo(() => {
+    return (
+      <div className="leaderboard-header">
+        {columnHeader('header-entryid', 'Student Name')}
+        {columnHeader('header-entryrank', 'Rank')}
+        {columnHeader(
+          'header-score',
+          leaderboardType === SideContentType.scoreLeaderboard
+            ? 'Calculated Score'
+            : leaderboardType === SideContentType.popularVoteLeaderboard
+            ? 'Popularity Score'
+            : 'Metric'
+        )}
+      </div>
+    );
+  }, [leaderboardType]);
+
   const contestEntryCards = useMemo(
     () => (
       <div>
@@ -68,7 +94,7 @@ const SideContentContestLeaderboard: React.FunctionComponent<
         )}
       </div>
     ),
-    [handleContestEntryClick, orderedContestEntries]
+    [handleContestEntryClick, orderedContestEntries, contestEntryHeader]
   );
 
   return (
@@ -79,7 +105,7 @@ const SideContentContestLeaderboard: React.FunctionComponent<
         minimal={true}
         onClick={() => setShowLeaderboard(!showLeaderboard)}
       >
-        <span>Score Leaderboard</span>
+        <span>{leaderboardTitle}</span>
         <Tooltip2 content={contestLeaderboardTooltipContent}>
           <Icon icon={IconNames.HELP} />
         </Tooltip2>