diff --git a/src/dsa/nodes.py b/src/dsa/nodes.py
index 521d24e..239e468 100644
--- a/src/dsa/nodes.py
+++ b/src/dsa/nodes.py
@@ -90,18 +90,21 @@ def sort_chat_inputs_first(self, vertices_layers: list[list[str]]) -> list[list[
 def find_node_with_highest_degree(
     nodes: list[str], connections: dict[str, list[str]]
 ) -> str:
+    # Precompute incoming degree for all nodes
+    incoming_degree = dict.fromkeys(nodes, 0)
+    for targets in connections.values():
+        for target in targets:
+            if target in incoming_degree:
+                incoming_degree[target] += 1
+
     max_degree = -1
     max_degree_node = None
 
     for node in nodes:
-        degree = 0
-        # Count outgoing connections
-        degree += len(connections.get(node, []))
-
-        # Count incoming connections
-        for src, targets in connections.items():
-            if node in targets:
-                degree += 1
+        # Outgoing connections/degree
+        out_degree = len(connections.get(node, []))
+        # Total degree is outgoing + incoming
+        degree = out_degree + incoming_degree[node]
 
         if degree > max_degree:
             max_degree = degree