diff --git a/backend/package-lock.json b/backend/package-lock.json
index 8a67c96..ca45b81 100644
--- a/backend/package-lock.json
+++ b/backend/package-lock.json
@@ -1,12 +1,12 @@
 {
   "name": "ripster-backend",
-  "version": "0.16.1-2",
+  "version": "0.16.1-3",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
       "name": "ripster-backend",
-      "version": "0.16.1-2",
+      "version": "0.16.1-3",
       "dependencies": {
         "archiver": "^7.0.1",
         "cors": "^2.8.5",
diff --git a/backend/package.json b/backend/package.json
index 6694ae0..d3fb3f7 100644
--- a/backend/package.json
+++ b/backend/package.json
@@ -1,6 +1,6 @@
 {
   "name": "ripster-backend",
-  "version": "0.16.1-2",
+  "version": "0.16.1-3",
   "private": true,
   "type": "commonjs",
   "scripts": {
diff --git a/backend/src/utils/playlistAnalysis.js b/backend/src/utils/playlistAnalysis.js
index 3210775..2aba3a4 100644
--- a/backend/src/utils/playlistAnalysis.js
+++ b/backend/src/utils/playlistAnalysis.js
@@ -563,16 +563,50 @@ function buildEvaluationLabel(metrics) {
   return 'wahrscheinlich korrekt (lineare Segmentfolge)';
 }
 
+function normalizeRelativeScore(value, maxValue) {
+  const numericValue = Number(value || 0);
+  const numericMax = Number(maxValue || 0);
+  if (!Number.isFinite(numericValue) || numericValue <= 0) {
+    return 0;
+  }
+  if (!Number.isFinite(numericMax) || numericMax <= 0) {
+    return 0;
+  }
+  return Math.min(1, Math.max(0, numericValue / numericMax));
+}
+
 function scoreCandidates(groupTitles) {
   const titles = Array.isArray(groupTitles) ? groupTitles : [];
   if (titles.length === 0) {
     return [];
   }
 
+  const maxDurationSeconds = titles.reduce(
+    (max, title) => Math.max(max, Number(title?.durationSeconds || 0)),
+    0
+  );
+  const maxAudioTrackCount = titles.reduce(
+    (max, title) => Math.max(max, Number(title?.audioTrackCount || 0)),
+    0
+  );
+  const maxChapterCount = titles.reduce(
+    (max, title) => Math.max(max, Number(title?.chapters || 0)),
+    0
+  );
+
   return titles
     .map((title) => {
       const metrics = computeSegmentMetrics(title.segmentNumbers);
+      const structureScore = Number(metrics.score || 0);
+      const durationScore = normalizeRelativeScore(title.durationSeconds, maxDurationSeconds) * 20;
+      const audioScore = normalizeRelativeScore(title.audioTrackCount, maxAudioTrackCount) * 4;
+      const chapterScore = normalizeRelativeScore(title.chapters, maxChapterCount) * 6;
+      const totalScore = structureScore + durationScore + audioScore + chapterScore;
       const reasons = [
+        `structure_score=${structureScore.toFixed(2)}`,
+        `duration_score=${durationScore.toFixed(2)}`,
+        `audio_score=${audioScore.toFixed(2)}`,
+        `chapter_score=${chapterScore.toFixed(2)}`,
         `sequence_steps=${metrics.directSequenceSteps}`,
         `sequence_coherence=${metrics.sequenceCoherence.toFixed(3)}`,
         `backward_jumps=${metrics.backwardJumps}`,
@@ -582,7 +616,7 @@ function scoreCandidates(groupTitles) {
 
       return {
         ...title,
-        score: Number(metrics.score || 0),
+        score: Number(totalScore.toFixed(4)),
         reasons,
         structuralMetrics: metrics,
         evaluationLabel: buildEvaluationLabel(metrics)
diff --git a/frontend/package-lock.json b/frontend/package-lock.json
index 4179604..28aceca 100644
--- a/frontend/package-lock.json
+++ b/frontend/package-lock.json
@@ -1,12 +1,12 @@
 {
   "name": "ripster-frontend",
-  "version": "0.16.1-2",
+  "version": "0.16.1-3",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
       "name": "ripster-frontend",
-      "version": "0.16.1-2",
+      "version": "0.16.1-3",
       "dependencies": {
         "primeicons": "^7.0.0",
         "primereact": "^10.9.2",
diff --git a/frontend/package.json b/frontend/package.json
index 5fe4f95..0b34065 100644
--- a/frontend/package.json
+++ b/frontend/package.json
@@ -1,6 +1,6 @@
 {
   "name": "ripster-frontend",
-  "version": "0.16.1-2",
+  "version": "0.16.1-3",
   "private": true,
   "type": "module",
   "scripts": {
diff --git a/package-lock.json b/package-lock.json
index cb07829..faffc76 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -1,12 +1,12 @@
 {
   "name": "ripster",
-  "version": "0.16.1-2",
+  "version": "0.16.1-3",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
       "name": "ripster",
-      "version": "0.16.1-2",
+      "version": "0.16.1-3",
       "devDependencies": {
         "concurrently": "^9.1.2"
       }
diff --git a/package.json b/package.json
index d9d9978..e6763ff 100644
--- a/package.json
+++ b/package.json
@@ -1,7 +1,7 @@
 {
   "name": "ripster",
   "private": true,
-  "version": "0.16.1-2",
+  "version": "0.16.1-3",
   "scripts": {
     "dev": "concurrently \"npm run dev --prefix backend\" \"npm run dev --prefix frontend\"",
     "dev:backend": "npm run dev --prefix backend",