diff --git a/callbacks/helper_test.go b/callbacks/helper_test.go
new file mode 100644
index 000000000..6b76a415a
--- /dev/null
+++ b/callbacks/helper_test.go
@@ -0,0 +1,97 @@
+package callbacks
+
+import (
+	"reflect"
+	"testing"
+
+	"gorm.io/gorm"
+	"gorm.io/gorm/clause"
+)
+
+func TestLoadOrStoreVisitMap(t *testing.T) {
+	var vm visitMap
+	var loaded bool
+	type testM struct {
+		Name string
+	}
+
+	t1 := testM{Name: "t1"}
+	t2 := testM{Name: "t2"}
+	t3 := testM{Name: "t3"}
+
+	vm = make(visitMap)
+	if loaded = loadOrStoreVisitMap(&vm, reflect.ValueOf(&t1)); loaded {
+		t.Fatalf("loaded should be false")
+	}
+
+	if loaded = loadOrStoreVisitMap(&vm, reflect.ValueOf(&t1)); !loaded {
+		t.Fatalf("loaded should be true")
+	}
+
+	// t1 already exist but t2 not
+	if loaded = loadOrStoreVisitMap(&vm, reflect.ValueOf([]*testM{&t1, &t2, &t3})); loaded {
+		t.Fatalf("loaded should be false")
+	}
+
+	if loaded = loadOrStoreVisitMap(&vm, reflect.ValueOf([]*testM{&t2, &t3})); !loaded {
+		t.Fatalf("loaded should be true")
+	}
+}
+
+func TestConvertMapToValuesForCreate(t *testing.T) {
+	testCase := []struct {
+		name   string
+		input  map[string]interface{}
+		expect clause.Values
+	}{
+		{
+			name: "Test convert string value",
+			input: map[string]interface{}{
+				"name": "my name",
+			},
+			expect: clause.Values{
+				Columns: []clause.Column{{Name: "name"}},
+				Values:  [][]interface{}{{"my name"}},
+			},
+		},
+		{
+			name: "Test convert int value",
+			input: map[string]interface{}{
+				"age": 18,
+			},
+			expect: clause.Values{
+				Columns: []clause.Column{{Name: "age"}},
+				Values:  [][]interface{}{{18}},
+			},
+		},
+		{
+			name: "Test convert float value",
+			input: map[string]interface{}{
+				"score": 99.5,
+			},
+			expect: clause.Values{
+				Columns: []clause.Column{{Name: "score"}},
+				Values:  [][]interface{}{{99.5}},
+			},
+		},
+		{
+			name: "Test convert bool value",
+			input: map[string]interface{}{
+				"active": true,
+			},
+			expect: clause.Values{
+				Columns: []clause.Column{{Name: "active"}},
+				Values:  [][]interface{}{{true}},
+			},
+		},
+	}
+
+	for _, tc := range testCase {
+		t.Run(tc.name, func(t *testing.T) {
+			actual := ConvertMapToValuesForCreate(&gorm.Statement{}, tc.input)
+			if !reflect.DeepEqual(actual, tc.expect) {
+				t.Errorf("expect %v got %v", tc.expect, actual)
+			}
+		})
+	}
+}
diff --git a/callbacks/visit_map_test.go b/callbacks/visit_map_test.go
deleted file mode 100644
index b1fb86dbe..000000000
--- a/callbacks/visit_map_test.go
+++ /dev/null
@@ -1,36 +0,0 @@
-package callbacks
-
-import (
-	"reflect"
-	"testing"
-)
-
-func TestLoadOrStoreVisitMap(t *testing.T) {
-	var vm visitMap
-	var loaded bool
-	type testM struct {
-		Name string
-	}
-
-	t1 := testM{Name: "t1"}
-	t2 := testM{Name: "t2"}
-	t3 := testM{Name: "t3"}
-
-	vm = make(visitMap)
-	if loaded = loadOrStoreVisitMap(&vm, reflect.ValueOf(&t1)); loaded {
-		t.Fatalf("loaded should be false")
-	}
-
-	if loaded = loadOrStoreVisitMap(&vm, reflect.ValueOf(&t1)); !loaded {
-		t.Fatalf("loaded should be true")
-	}
-
-	// t1 already exist but t2 not
-	if loaded = loadOrStoreVisitMap(&vm, reflect.ValueOf([]*testM{&t1, &t2, &t3})); loaded {
-		t.Fatalf("loaded should be false")
-	}
-
-	if loaded = loadOrStoreVisitMap(&vm, reflect.ValueOf([]*testM{&t2, &t3})); !loaded {
-		t.Fatalf("loaded should be true")
-	}
-}