diff --git a/packages/tourmaline/src/lib/analysis/aggregator.ts b/packages/tourmaline/src/lib/analysis/aggregator.ts
index a14e6bf..c72e2f5 100644
--- a/packages/tourmaline/src/lib/analysis/aggregator.ts
+++ b/packages/tourmaline/src/lib/analysis/aggregator.ts
@@ -49,6 +49,12 @@ export interface AggregatedData {
   lastScrobble: { date: string; track: string; artist: string } | null;
   oneHitWondersCount: number;
   oneHitWondersPercentage: number;
+  /** Distinct tracks with at least one scrobble missing album metadata. */
+  tracksWithoutAlbumCount: number;
+  tracksWithoutAlbumPercentage: number;
+  /** Total scrobbles missing album metadata. */
+  scrobblesWithoutAlbumCount: number;
+  scrobblesWithoutAlbumPercentage: number;
   mostPopularYear: { year: string; count: number };
   mostPopularMonth: { month: string; count: number };
   /** All scrobble streaks, sorted by length descending. Streaks < 2 days omitted. */
@@ -112,7 +118,7 @@ export class Aggregator {
   private artistCounts = new Map<string, number>();
   private trackCounts = new Map<
     string,
-    { name: string; artist: string; count: number }
+    { name: string; artist: string; count: number; withAlbum: number }
   >();
   private albumCounts = new Map<
     string,
@@ -137,6 +143,7 @@ export class Aggregator {
   private artistWeeks = new Map<string, Set<string>>();
   private minutesCount = 0;
   private total = 0;
+  private scrobblesWithoutAlbum = 0;
   // ── New tracking fields ─────────────────────────────────────────────────────
   private weeklyCounts = new Map<string, number>();
   private artistTimestamps = new Map<string, number[]>();
@@ -214,14 +221,19 @@ export class Aggregator {
       if (trackTs) trackTs.push(date.getTime());
       else this.trackTimestamps.set(trackKey, [date.getTime()]);
 
+      const hasAlbum = Boolean(scrobble.releaseName);
+      if (!hasAlbum) this.scrobblesWithoutAlbum++;
+
       const existing = this.trackCounts.get(trackKey);
       if (existing) {
         existing.count++;
+        if (hasAlbum) existing.withAlbum++;
       } else {
         this.trackCounts.set(trackKey, {
           name: scrobble.trackName,
           artist: artistName,
           count: 1,
+          withAlbum: hasAlbum ? 1 : 0,
         });
         // Track milestones (every 500th unique track)
         if (this.trackCounts.size % 500 === 0) {
@@ -369,6 +381,16 @@ export class Aggregator {
         ? (oneHitWondersCount / this.artistCounts.size) * 100
         : 0;
 
+    const tracksWithoutAlbumCount = [...this.trackCounts.values()].filter(
+      (t) => t.withAlbum < t.count,
+    ).length;
+    const tracksWithoutAlbumPercentage =
+      this.trackCounts.size > 0
+        ? (tracksWithoutAlbumCount / this.trackCounts.size) * 100
+        : 0;
+    const scrobblesWithoutAlbumPercentage =
+      this.total > 0 ? (this.scrobblesWithoutAlbum / this.total) * 100 : 0;
+
     // Most popular year/month
     const yearCounts = new Map<string, number>();
     for (const [key, count] of this.monthlyCounts.entries()) {
@@ -480,6 +502,10 @@ export class Aggregator {
         : null,
       oneHitWondersCount,
       oneHitWondersPercentage,
+      tracksWithoutAlbumCount,
+      tracksWithoutAlbumPercentage,
+      scrobblesWithoutAlbumCount: this.scrobblesWithoutAlbum,
+      scrobblesWithoutAlbumPercentage,
       mostPopularYear: { year: mostPopularYear[0], count: mostPopularYear[1] },
       mostPopularMonth: {
         month: mostPopularMonth[0],
diff --git a/packages/tourmaline/src/lib/client/load-profile.ts b/packages/tourmaline/src/lib/client/load-profile.ts
index 9c57fb8..b40e728 100644
--- a/packages/tourmaline/src/lib/client/load-profile.ts
+++ b/packages/tourmaline/src/lib/client/load-profile.ts
@@ -206,6 +206,10 @@ export function computeProfile(
     oneHitWondersPercentage: data.oneHitWondersPercentage,
     mostPopularYear: data.mostPopularYear,
     mostPopularMonth: data.mostPopularMonth,
+    tracksWithoutAlbumCount: data.tracksWithoutAlbumCount,
+    tracksWithoutAlbumPercentage: data.tracksWithoutAlbumPercentage,
+    scrobblesWithoutAlbumCount: data.scrobblesWithoutAlbumCount,
+    scrobblesWithoutAlbumPercentage: data.scrobblesWithoutAlbumPercentage,
   };
 
   const sessions = deriveSessions(filtered);
diff --git a/packages/tourmaline/src/lib/types.ts b/packages/tourmaline/src/lib/types.ts
index 33675ab..bddaa83 100644
--- a/packages/tourmaline/src/lib/types.ts
+++ b/packages/tourmaline/src/lib/types.ts
@@ -154,6 +154,10 @@ export interface ListenerProfile {
   oneHitWondersPercentage: number;
   mostPopularYear: { year: string; count: number };
   mostPopularMonth: { month: string; count: number };
+  tracksWithoutAlbumCount: number;
+  tracksWithoutAlbumPercentage: number;
+  scrobblesWithoutAlbumCount: number;
+  scrobblesWithoutAlbumPercentage: number;
 }
 
 export interface UnusualMonth {
diff --git a/packages/tourmaline/src/routes/profile/[did]/ListeningStats.svelte b/packages/tourmaline/src/routes/profile/[did]/ListeningStats.svelte
index 054d4df..17ad3b9 100644
--- a/packages/tourmaline/src/routes/profile/[did]/ListeningStats.svelte
+++ b/packages/tourmaline/src/routes/profile/[did]/ListeningStats.svelte
@@ -1,5 +1,5 @@
 <script lang="ts">
-	import { Flame, TrendingUp, Calendar, Hash, Clock, User, Zap, Star } from '@lucide/svelte';
+	import { Flame, TrendingUp, Calendar, Hash, Clock, User, Zap, Star, Disc } from '@lucide/svelte';
 	import type { DailyScrobble, Gap } from '$lib/types';
 
 	interface StatsData {
@@ -8,6 +8,8 @@
 		oneHitWondersCount: number;
 		oneHitWondersPercentage: number;
 		mostPopularMonth: { month: string; count: number };
+		tracksWithoutAlbumCount: number;
+		tracksWithoutAlbumPercentage: number;
 	}
 
 	let {
@@ -205,5 +207,16 @@
 			<p class="mt-1 text-lg font-bold sm:text-xl truncate">{statsData.mostPopularMonth?.month ?? '—'}</p>
 			<p class="text-xs text-[var(--text-dim)]">{(statsData.mostPopularMonth?.count ?? 0).toLocaleString()} scrobbles</p>
 		</div>
+
+		<div class="rounded border border-[var(--border)] bg-[var(--surface)] px-3 py-3 sm:p-4">
+			<div class="flex items-center gap-1.5 text-xs text-[var(--text-muted)]">
+				<Disc size={12} class="text-cyan-400" />
+				Tracks without album
+			</div>
+			<p class="mt-1 text-xl font-bold sm:text-2xl">
+				{statsData.tracksWithoutAlbumCount}
+				<span class="text-sm text-[var(--text-muted)]">({(statsData.tracksWithoutAlbumPercentage ?? 0).toFixed(1)}%)</span>
+			</p>
+		</div>
 	</div>
 {/if}