diff --git a/frontend/app/insights/analytics/page.tsx b/frontend/app/insights/analytics/page.tsx
index 1082a20..875f6ed 100644
--- a/frontend/app/insights/analytics/page.tsx
+++ b/frontend/app/insights/analytics/page.tsx
@@ -16,19 +16,129 @@ import TrendMetricCard from "@/app/components/analytics-comp/TrendMetricCard";
 
 const sprintData: Record<string, MemberPerformance[]> = {
   "Sprint 42": [
-    { id: "alex", name: "Alex Rivera", role: "Lead Frontend Engineer", assigned: 85, completed: 72, reviews: 18, focus: "Frontend", activity: [30, 50, 80, 100, 90, 60, 20, 85], image: "https://i.pravatar.cc/96?img=11" },
-    { id: "jordan", name: "Jordan Smith", role: "Backend Engineer", assigned: 60, completed: 58, reviews: 15, focus: "API", activity: [45, 65, 55, 80, 70, 64, 58, 75], image: "https://i.pravatar.cc/96?img=12" },
-    { id: "casey", name: "Casey Morgan", role: "Fullstack Developer", assigned: 95, completed: 90, reviews: 24, focus: "Fullstack", activity: [70, 40, 90, 100, 50, 80, 30, 95], image: "https://i.pravatar.cc/96?img=13" },
-    { id: "riley", name: "Riley Lee", role: "QA Analyst", assigned: 45, completed: 45, reviews: 11, focus: "QA", activity: [35, 55, 42, 62, 78, 45, 68, 72], image: "https://i.pravatar.cc/96?img=14" },
-    { id: "morgan", name: "Morgan Patel", role: "Product Engineer", assigned: 80, completed: 40, reviews: 9, focus: "Product", activity: [25, 35, 52, 48, 60, 42, 38, 50], image: "https://i.pravatar.cc/96?img=15" },
-    { id: "quinn", name: "Quinn Taylor", role: "DevOps Engineer", assigned: 70, completed: 68, reviews: 14, focus: "Ops", activity: [55, 68, 72, 75, 62, 74, 80, 78], image: "https://i.pravatar.cc/96?img=16" },
+    {
+      id: "alex",
+      name: "Alex Rivera",
+      role: "Lead Frontend Engineer",
+      assigned: 85,
+      completed: 72,
+      reviews: 18,
+      focus: "Frontend",
+      activity: [30, 50, 80, 100, 90, 60, 20, 85],
+      image: "https://i.pravatar.cc/96?img=11",
+    },
+    {
+      id: "jordan",
+      name: "Jordan Smith",
+      role: "Backend Engineer",
+      assigned: 60,
+      completed: 58,
+      reviews: 15,
+      focus: "API",
+      activity: [45, 65, 55, 80, 70, 64, 58, 75],
+      image: "https://i.pravatar.cc/96?img=12",
+    },
+    {
+      id: "casey",
+      name: "Casey Morgan",
+      role: "Fullstack Developer",
+      assigned: 95,
+      completed: 90,
+      reviews: 24,
+      focus: "Fullstack",
+      activity: [70, 40, 90, 100, 50, 80, 30, 95],
+      image: "https://i.pravatar.cc/96?img=13",
+    },
+    {
+      id: "riley",
+      name: "Riley Lee",
+      role: "QA Analyst",
+      assigned: 45,
+      completed: 45,
+      reviews: 11,
+      focus: "QA",
+      activity: [35, 55, 42, 62, 78, 45, 68, 72],
+      image: "https://i.pravatar.cc/96?img=14",
+    },
+    {
+      id: "morgan",
+      name: "Morgan Patel",
+      role: "Product Engineer",
+      assigned: 80,
+      completed: 40,
+      reviews: 9,
+      focus: "Product",
+      activity: [25, 35, 52, 48, 60, 42, 38, 50],
+      image: "https://i.pravatar.cc/96?img=15",
+    },
+    {
+      id: "quinn",
+      name: "Quinn Taylor",
+      role: "DevOps Engineer",
+      assigned: 70,
+      completed: 68,
+      reviews: 14,
+      focus: "Ops",
+      activity: [55, 68, 72, 75, 62, 74, 80, 78],
+      image: "https://i.pravatar.cc/96?img=16",
+    },
   ],
   "Sprint 41": [
-    { id: "alex", name: "Alex Rivera", role: "Lead Frontend Engineer", assigned: 76, completed: 70, reviews: 21, focus: "Frontend", activity: [44, 58, 62, 88, 92, 70, 55, 81], image: "https://i.pravatar.cc/96?img=11" },
-    { id: "jordan", name: "Jordan Smith", role: "Backend Engineer", assigned: 72, completed: 61, reviews: 12, focus: "API", activity: [40, 48, 65, 72, 68, 71, 52, 64], image: "https://i.pravatar.cc/96?img=12" },
-    { id: "casey", name: "Casey Morgan", role: "Fullstack Developer", assigned: 88, completed: 84, reviews: 20, focus: "Fullstack", activity: [58, 74, 82, 95, 76, 86, 62, 91], image: "https://i.pravatar.cc/96?img=13" },
-    { id: "riley", name: "Riley Lee", role: "QA Analyst", assigned: 52, completed: 49, reviews: 16, focus: "QA", activity: [62, 60, 70, 66, 78, 74, 72, 80], image: "https://i.pravatar.cc/96?img=14" },
-    { id: "morgan", name: "Morgan Patel", role: "Product Engineer", assigned: 66, completed: 59, reviews: 10, focus: "Product", activity: [32, 46, 58, 62, 60, 55, 64, 68], image: "https://i.pravatar.cc/96?img=15" },
+    {
+      id: "alex",
+      name: "Alex Rivera",
+      role: "Lead Frontend Engineer",
+      assigned: 76,
+      completed: 70,
+      reviews: 21,
+      focus: "Frontend",
+      activity: [44, 58, 62, 88, 92, 70, 55, 81],
+      image: "https://i.pravatar.cc/96?img=11",
+    },
+    {
+      id: "jordan",
+      name: "Jordan Smith",
+      role: "Backend Engineer",
+      assigned: 72,
+      completed: 61,
+      reviews: 12,
+      focus: "API",
+      activity: [40, 48, 65, 72, 68, 71, 52, 64],
+      image: "https://i.pravatar.cc/96?img=12",
+    },
+    {
+      id: "casey",
+      name: "Casey Morgan",
+      role: "Fullstack Developer",
+      assigned: 88,
+      completed: 84,
+      reviews: 20,
+      focus: "Fullstack",
+      activity: [58, 74, 82, 95, 76, 86, 62, 91],
+      image: "https://i.pravatar.cc/96?img=13",
+    },
+    {
+      id: "riley",
+      name: "Riley Lee",
+      role: "QA Analyst",
+      assigned: 52,
+      completed: 49,
+      reviews: 16,
+      focus: "QA",
+      activity: [62, 60, 70, 66, 78, 74, 72, 80],
+      image: "https://i.pravatar.cc/96?img=14",
+    },
+    {
+      id: "morgan",
+      name: "Morgan Patel",
+      role: "Product Engineer",
+      assigned: 66,
+      completed: 59,
+      reviews: 10,
+      focus: "Product",
+      activity: [32, 46, 58, 62, 60, 55, 64, 68],
+      image: "https://i.pravatar.cc/96?img=15",
+    },
   ],
 };
 
@@ -49,6 +159,9 @@ export default function InsightsAnalyticsPage() {
   const [selectedMemberId, setSelectedMemberId] = useState("casey");
   const [query, setQuery] = useState("");
   const [sortKey, setSortKey] = useState<LeaderboardSortKey>("score");
+  const [comparisonSort, setComparisonSort] = useState<
+    "improvement" | "decline" | "name"
+  >("improvement");
   const [isLoading, setIsLoading] = useState(false);
   const [loadError, setLoadError] = useState("");
 
@@ -70,18 +183,17 @@ export default function InsightsAnalyticsPage() {
         });
         if (!response.ok) throw new Error("Failed to load analytics");
         const body = (await response.json()) as AnalyticsResponse;
-        const nextData = body.sprints.reduce<Record<string, MemberPerformance[]>>(
-          (acc, item) => {
-            acc[item.label] = item.members;
-            return acc;
-          },
-          {}
-        );
+        const nextData = body.sprints.reduce<
+          Record<string, MemberPerformance[]>
+        >((acc, item) => {
+          acc[item.label] = item.members;
+          return acc;
+        }, {});
 
         if (Object.keys(nextData).length > 0) {
           setData(nextData);
           const firstSprint = Object.keys(nextData)[0];
-          setSprintA((current) => nextData[current] ? current : firstSprint );
+          setSprintA((current) => (nextData[current] ? current : firstSprint));
           setSelectedMemberId((current) => {
             const activeMembers = nextData[firstSprint] || [];
             return activeMembers.some((member) => member.id === current)
@@ -91,7 +203,9 @@ export default function InsightsAnalyticsPage() {
         }
       } catch (error) {
         if ((error as Error).name !== "AbortError") {
-          setLoadError("Showing local analytics because the backend is unavailable.");
+          setLoadError(
+            "Showing local analytics because the backend is unavailable.",
+          );
         }
       } finally {
         setIsLoading(false);
@@ -104,66 +218,83 @@ export default function InsightsAnalyticsPage() {
 
   const members = useMemo(
     () => data[sprintA] || Object.values(data)[0] || [],
-    [data, sprintA]
+    [data, sprintA],
   );
-  const compareMembers = useMemo(
-  () => data[sprintB] || [],
-  [data, sprintB]
-);
-
-const sprintAMetrics = {
-  completed: members.reduce(
-    (sum, member) => sum + member.completed,
-    0
-  ),
-  reviews: members.reduce(
-    (sum, member) => sum + member.reviews,
-    0
-  ),
-};
+  const compareMembers = useMemo(() => data[sprintB] || [], [data, sprintB]);
 
-const sprintBMetrics = {
-  completed: compareMembers.reduce(
-    (sum, member) => sum + member.completed,
-    0
-  ),
-  reviews: compareMembers.reduce(
-    (sum, member) => sum + member.reviews,
-    0
-  ),
-};
+  const sprintAMetrics = {
+    completed: members.reduce((sum, member) => sum + member.completed, 0),
+    reviews: members.reduce((sum, member) => sum + member.reviews, 0),
+  };
+
+  const sprintBMetrics = {
+    completed: compareMembers.reduce(
+      (sum, member) => sum + member.completed,
+      0,
+    ),
+    reviews: compareMembers.reduce((sum, member) => sum + member.reviews, 0),
+  };
+  const contributorComparison = members
+    .map((member) => {
+      const previousMember = compareMembers.find(
+        (item) => item.id === member.id,
+      );
 
+      const previousCompleted = previousMember?.completed ?? 0;
 
-  const selectedMember = members.find((member) => member.id === selectedMemberId) ?? members[0];
+      const change = member.completed - previousCompleted;
+
+      return {
+        id: member.id,
+        name: member.name,
+        current: member.completed,
+        previous: previousCompleted,
+        change,
+      };
+    })
+    .sort((a, b) => {
+      if (comparisonSort === "improvement") {
+        return b.change - a.change;
+      }
+
+      if (comparisonSort === "decline") {
+        return a.change - b.change;
+      }
+
+      return a.name.localeCompare(b.name);
+    });
+
+  const selectedMember =
+    members.find((member) => member.id === selectedMemberId) ?? members[0];
 
   const filteredMembers = useMemo(() => {
     const normalizedQuery = query.trim().toLowerCase();
     if (!normalizedQuery) return members;
     return members.filter((member) =>
       [member.name, member.role, member.focus].some((value) =>
-        value.toLowerCase().includes(normalizedQuery)
-      )
+        value.toLowerCase().includes(normalizedQuery),
+      ),
     );
   }, [members, query]);
 
   return (
-  <>
-    <AnalyticsHeader
-      sprintA={sprintA}
-      sprintB={sprintB}
-      sprints={Object.keys(data)}
-      query={query}
-      onQueryChange={setQuery}
-      onSprintAChange={(nextSprint) => {
-        setSprintA(nextSprint);
-        setSelectedMemberId(data[nextSprint][0]?.id || "");
-      }}
-      onSprintBChange={(nextSprint) => {
-        setSprintB(nextSprint);
-      }}
-    />
-
-    <div className="flex-1 overflow-y-auto w-full custom-scrollbar">
+    <>
+      <AnalyticsHeader
+        sprintA={sprintA}
+        sprintB={sprintB}
+        sprints={Object.keys(data)}
+        query={query}
+        onQueryChange={setQuery}
+        onSprintAChange={(nextSprint) => {
+          setSprintA(nextSprint);
+          setSelectedMemberId(data[nextSprint][0]?.id || "");
+        }}
+        onSprintBChange={(nextSprint) => {
+          setSprintB(nextSprint);
+        }}
+      />
+
+      <div className="flex-1 overflow-y-auto w-full custom-scrollbar">
         <div className="p-6 md:p-margin-desktop max-w-container-max mx-auto w-full flex flex-col gap-gutter pb-20 md:pb-8">
           {(isLoading || loadError) && (
             <div className="rounded-lg bg-surface-container-low px-4 py-3 text-sm text-on-surface-variant">
@@ -171,26 +302,107 @@ const sprintBMetrics = {
             </div>
           )}
           <div className="rounded-2xl border border-outline-variant bg-white p-6">
-  <h3 className="text-lg font-semibold">
-    Sprint Comparison
-  </h3>
-
-  <div className="mt-4 grid gap-4 md:grid-cols-2">
-    <TrendMetricCard
-  label="Completed Tasks"
-  current={sprintAMetrics.completed}
-  previous={sprintBMetrics.completed}
-/>
-
-<TrendMetricCard
-  label="Reviews"
-  current={sprintAMetrics.reviews}
-  previous={sprintBMetrics.reviews}
-/>
-
-    
-  </div>
-</div>
+            <h3 className="text-lg font-semibold">Sprint Comparison</h3>
+
+            <div className="mt-4 grid gap-4 md:grid-cols-2">
+              <TrendMetricCard
+                label="Completed Tasks"
+                current={sprintAMetrics.completed}
+                previous={sprintBMetrics.completed}
+              />
+
+              <TrendMetricCard
+                label="Reviews"
+                current={sprintAMetrics.reviews}
+                previous={sprintBMetrics.reviews}
+              />
+            </div>
+          </div>
+
+          <div className="rounded-2xl border border-outline-variant bg-white p-6">
+            <div className="flex items-center justify-between">
+              <h3 className="text-lg font-semibold">Contributor Comparison</h3>
+
+              <select
+                value={comparisonSort}
+                onChange={(event) =>
+                  setComparisonSort(
+                    event.target.value as "improvement" | "decline" | "name",
+                  )
+                }
+                className="rounded-lg border px-3 py-2 text-sm"
+              >
+                <option value="improvement">Highest Improvement</option>
+
+                <option value="decline">Highest Decline</option>
+
+                <option value="name">Name</option>
+              </select>
+            </div>
+
+            <div className="mt-4 overflow-x-auto">
+              <table className="w-full text-sm">
+                <thead>
+                  <tr className="border-b">
+                    <th className="px-4 py-3 text-left">Contributor</th>
+                    <th className="px-4 py-3 text-center">{sprintA}</th>
+                    <th className="px-4 py-3 text-center">{sprintB}</th>
+                    <th className="px-4 py-3 text-center">Change</th>
+                  </tr>
+                </thead>
+
+                <tbody>
+                  {contributorComparison.length === 0 ? (
+                    <tr>
+                      <td
+                        colSpan={4}
+                        className="py-8 text-center text-gray-500"
+                      >
+                        No contributor comparison data available for the
+                        selected sprints.
+                      </td>
+                    </tr>
+                  ) : (
+                    contributorComparison.map((member) => {
+                      const trend =
+                        member.change > 0 ? "▲" : member.change < 0 ? "▼" : "●";
+
+                      const colorClass =
+                        member.change > 0
+                          ? "text-green-600"
+                          : member.change < 0
+                            ? "text-red-600"
+                            : "text-gray-500";
+
+                      return (
+                        <tr key={member.id} className="border-b last:border-0">
+                          <td className="px-4 py-3 font-medium">
+                            {member.name}
+                          </td>
+
+                          <td className="px-4 py-3 text-center">
+                            {member.current}
+                          </td>
+
+                          <td className="px-4 py-3 text-center">
+                            {member.previous}
+                          </td>
+
+                          <td
+                            className={`px-4 py-3 text-center font-medium ${colorClass}`}
+                          >
+                            {trend} {member.change > 0 ? "+" : ""}
+                            {member.change}
+                          </td>
+                        </tr>
+                      );
+                    })
+                  )}
+                </tbody>
+              </table>
+            </div>
+          </div>
+
           <PerformanceSummary
             members={members}
             metric={metric}