diff --git a/crates/ruff_linter/src/rules/pandas_vet/mod.rs b/crates/ruff_linter/src/rules/pandas_vet/mod.rs
index 982eedbde5..3e96328c69 100644
--- a/crates/ruff_linter/src/rules/pandas_vet/mod.rs
+++ b/crates/ruff_linter/src/rules/pandas_vet/mod.rs
@@ -269,6 +269,45 @@ mod tests {
     ",
         "PD011_pass_node_name"
     )]
+    #[test_case(
+        r"
+        import pandas as pd
+        import numpy as np
+        unique = np.unique_inverse([1, 2, 3, 2, 1])
+        result = unique.values
+    ",
+        "PD011_pass_numpy_unique_inverse"
+    )]
+    #[test_case(
+        r"
+        import pandas as pd
+        import numpy as np
+        unique = np.unique_all([1, 2, 3, 2, 1])
+        result = unique.values
+    ",
+        "PD011_pass_numpy_unique_all"
+    )]
+    #[test_case(
+        r"
+        import pandas as pd
+        import numpy as np
+        unique = np.unique_counts([1, 2, 3, 2, 1])
+        result = unique.values
+    ",
+        "PD011_pass_numpy_unique_counts"
+    )]
+    #[test_case(
+        r"
+        import pandas as pd
+        from typing import TYPE_CHECKING
+        if TYPE_CHECKING:
+            from numpy.lib._arraysetops_impl import UniqueInverseResult
+        import numpy as np
+        unique: UniqueInverseResult[np.uint64] = np.unique_inverse([1, 2, 3, 2, 1])
+        result = unique.values
+    ",
+        "PD011_pass_numpy_typed_unique_inverse"
+    )]
     #[test_case(
         r#"
         import pandas as pd
diff --git a/crates/ruff_linter/src/rules/pandas_vet/rules/attr.rs b/crates/ruff_linter/src/rules/pandas_vet/rules/attr.rs
index ab6b55104b..c5f34c94ed 100644
--- a/crates/ruff_linter/src/rules/pandas_vet/rules/attr.rs
+++ b/crates/ruff_linter/src/rules/pandas_vet/rules/attr.rs
@@ -1,6 +1,6 @@
 use ruff_macros::{ViolationMetadata, derive_message_formats};
 use ruff_python_ast::{self as ast, Expr};
-use ruff_python_semantic::Modules;
+use ruff_python_semantic::{Modules, analyze::typing::find_binding_value};
 use ruff_text_size::Ranged;
 
 use crate::Violation;
@@ -43,6 +43,38 @@ impl Violation for PandasUseOfDotValues {
     }
 }
 
+/// Check if a binding comes from a NumPy function that returns a `NamedTuple` with a `.values` field.
+fn is_numpy_namedtuple_binding(
+    expr: &Expr,
+    semantic: &ruff_python_semantic::SemanticModel,
+) -> bool {
+    let Expr::Name(name) = expr else {
+        return false;
+    };
+
+    let Some(binding_id) = semantic.resolve_name(name) else {
+        return false;
+    };
+    let binding = semantic.binding(binding_id);
+
+    let Some(assigned_value) = find_binding_value(binding, semantic) else {
+        return false;
+    };
+
+    let Some(call_expr) = assigned_value.as_call_expr() else {
+        return false;
+    };
+
+    let Some(qualified_name) = semantic.resolve_qualified_name(&call_expr.func) else {
+        return false;
+    };
+
+    matches!(
+        qualified_name.segments(),
+        ["numpy", "unique_inverse" | "unique_all" | "unique_counts"]
+    )
+}
+
 /// PD011
 pub(crate) fn attr(checker: &Checker, attribute: &ast::ExprAttribute) {
     if !checker.semantic().seen_module(Modules::PANDAS) {
@@ -77,5 +109,10 @@ pub(crate) fn attr(checker: &Checker, attribute: &ast::ExprAttribute) {
         return;
     }
 
+    // Avoid flagging on NumPy `NamedTuples` that have a legitimate `.values` field
+    if is_numpy_namedtuple_binding(attribute.value.as_ref(), checker.semantic()) {
+        return;
+    }
+
     checker.report_diagnostic(PandasUseOfDotValues, attribute.range());
 }
diff --git a/crates/ruff_linter/src/rules/pandas_vet/snapshots/ruff_linter__rules__pandas_vet__tests__PD011_pass_numpy_typed_unique_inverse.snap b/crates/ruff_linter/src/rules/pandas_vet/snapshots/ruff_linter__rules__pandas_vet__tests__PD011_pass_numpy_typed_unique_inverse.snap
new file mode 100644
index 0000000000..07173f8f1b
--- /dev/null
+++ b/crates/ruff_linter/src/rules/pandas_vet/snapshots/ruff_linter__rules__pandas_vet__tests__PD011_pass_numpy_typed_unique_inverse.snap
@@ -0,0 +1,4 @@
+---
+source: crates/ruff_linter/src/rules/pandas_vet/mod.rs
+---
+
diff --git a/crates/ruff_linter/src/rules/pandas_vet/snapshots/ruff_linter__rules__pandas_vet__tests__PD011_pass_numpy_unique_all.snap b/crates/ruff_linter/src/rules/pandas_vet/snapshots/ruff_linter__rules__pandas_vet__tests__PD011_pass_numpy_unique_all.snap
new file mode 100644
index 0000000000..07173f8f1b
--- /dev/null
+++ b/crates/ruff_linter/src/rules/pandas_vet/snapshots/ruff_linter__rules__pandas_vet__tests__PD011_pass_numpy_unique_all.snap
@@ -0,0 +1,4 @@
+---
+source: crates/ruff_linter/src/rules/pandas_vet/mod.rs
+---
+
diff --git a/crates/ruff_linter/src/rules/pandas_vet/snapshots/ruff_linter__rules__pandas_vet__tests__PD011_pass_numpy_unique_counts.snap b/crates/ruff_linter/src/rules/pandas_vet/snapshots/ruff_linter__rules__pandas_vet__tests__PD011_pass_numpy_unique_counts.snap
new file mode 100644
index 0000000000..07173f8f1b
--- /dev/null
+++ b/crates/ruff_linter/src/rules/pandas_vet/snapshots/ruff_linter__rules__pandas_vet__tests__PD011_pass_numpy_unique_counts.snap
@@ -0,0 +1,4 @@
+---
+source: crates/ruff_linter/src/rules/pandas_vet/mod.rs
+---
+
diff --git a/crates/ruff_linter/src/rules/pandas_vet/snapshots/ruff_linter__rules__pandas_vet__tests__PD011_pass_numpy_unique_inverse.snap b/crates/ruff_linter/src/rules/pandas_vet/snapshots/ruff_linter__rules__pandas_vet__tests__PD011_pass_numpy_unique_inverse.snap
new file mode 100644
index 0000000000..07173f8f1b
--- /dev/null
+++ b/crates/ruff_linter/src/rules/pandas_vet/snapshots/ruff_linter__rules__pandas_vet__tests__PD011_pass_numpy_unique_inverse.snap
@@ -0,0 +1,4 @@
+---
+source: crates/ruff_linter/src/rules/pandas_vet/mod.rs
+---
+