diff --git a/src/common/transformations/include/transformations/op_conversions/convert_reduce_to_pooling.hpp b/src/common/transformations/include/transformations/op_conversions/convert_reduce_to_pooling.hpp
index be829b2bba3..594619e8a57 100644
--- a/src/common/transformations/include/transformations/op_conversions/convert_reduce_to_pooling.hpp
+++ b/src/common/transformations/include/transformations/op_conversions/convert_reduce_to_pooling.hpp
@@ -253,10 +253,17 @@ ov::matcher_pass_callback ConvertReduceBase::convert_reduce_to_pooling() {
         }
 
         if (shape_end != input.get_shape()) {
-            input = std::make_shared<ov::opset1::Reshape>(
-                input,
-                ov::opset1::Constant::create(ov::element::i64, ov::Shape{shape_end.size()}, shape_end),
-                true);
+            if (shape_end == ov::Shape{}) {
+                input = std::make_shared<ov::opset1::Reshape>(
+                    input,
+                    ov::opset1::Constant::create(ov::element::i64, ov::Shape{1}, {0}),
+                    false);
+            } else {
+                input = std::make_shared<ov::opset1::Reshape>(
+                    input,
+                    ov::opset1::Constant::create(ov::element::i64, ov::Shape{shape_end.size()}, shape_end),
+                    true);
+            }
             new_ops.push_back(input.get_node_shared_ptr());
         }
         input.get_node_shared_ptr()->set_friendly_name(reduce->get_friendly_name());