diff --git a/gimme_job/adapters/linkedin.py b/gimme_job/adapters/linkedin.py
index f92a6e8..8a0cd89 100644
--- a/gimme_job/adapters/linkedin.py
+++ b/gimme_job/adapters/linkedin.py
@@ -8,6 +8,30 @@ from gimme_job.adapters.registry import register
 from gimme_job.models.dto import JobPostingCandidate, RawJobCard
 
 
+def _deduplicate_title(title: str) -> str:
+    """Remove LinkedIn's accessibility text duplication.
+
+    LinkedIn renders job titles as:
+      <span aria-hidden>Title</span>
+      <span class="accessible">Title with verification</span>
+    inner_text() returns both, so we get "Title Title with verification".
+    Strategy: if the title starts with a repeated prefix word-by-word, keep the shorter part.
+    """
+    words = title.split()
+    n = len(words)
+    # Try splitting at each midpoint from 1 to n//2
+    for split in range(1, n // 2 + 1):
+        prefix = words[:split]
+        rest = words[split:]
+        # Exact full duplication: "Foo Bar Foo Bar"
+        if rest == prefix:
+            return " ".join(prefix)
+        # Prefix repeats at start of rest: "Foo Foo with verification"
+        if rest[:split] == prefix:
+            return " ".join(prefix)
+    return title
+
+
 @register("linkedin")
 class LinkedInAdapter(ManifestDrivenAdapter):
 
@@ -17,6 +41,16 @@ class LinkedInAdapter(ManifestDrivenAdapter):
         return super().collect_cards(page, manifest)
 
     def normalize(self, raw: RawJobCard) -> JobPostingCandidate:
+        # Fix relative URLs → absolute
+        if raw.url and raw.url.startswith("/"):
+            raw = raw.model_copy(update={"url": "https://www.linkedin.com" + raw.url})
+
+        # Fix duplicated titles caused by LinkedIn's accessibility span
+        # e.g. "Orthodontist Orthodontist with verification" → "Orthodontist"
+        # e.g. "LOCUM Dentist ... LOCUM Dentist ..." → "LOCUM Dentist ..."
+        if raw.title:
+            raw = raw.model_copy(update={"title": _deduplicate_title(raw.title)})
+
         return super().normalize(raw)
 
     @staticmethod