diff --git a/DashAI/front/src/components/notebooks/converterCreation/ConverterTargetColumnModal.jsx b/DashAI/front/src/components/notebooks/converterCreation/ConverterTargetColumnModal.jsx
index 021a2261c..02c1768de 100644
--- a/DashAI/front/src/components/notebooks/converterCreation/ConverterTargetColumnModal.jsx
+++ b/DashAI/front/src/components/notebooks/converterCreation/ConverterTargetColumnModal.jsx
@@ -155,7 +155,6 @@ const ConverterTargetColumnModal = ({
         variant="outlined"
         size="small"
         sx={{
-          mr: 2,
           color: classColumnInitialValue === null ? "error.main" : "inherit",
           borderColor:
             classColumnInitialValue === null ? "error.main" : "inherit",
diff --git a/DashAI/front/src/components/notebooks/converterCreation/ScopeStepConverter.jsx b/DashAI/front/src/components/notebooks/converterCreation/ScopeStepConverter.jsx
index 36332b30b..7eef4c7a7 100644
--- a/DashAI/front/src/components/notebooks/converterCreation/ScopeStepConverter.jsx
+++ b/DashAI/front/src/components/notebooks/converterCreation/ScopeStepConverter.jsx
@@ -131,22 +131,14 @@ export default function ScopeStepConverter({
         sx={{
           flexShrink: 0,
           display: "flex",
-          justifyContent: "flex-end",
-          gap: 2,
-          pt: 1,
+          alignItems: "center",
+          gap: 1,
+          mt: "auto",
+          pt: 2,
+          borderTop: 1,
+          borderColor: "divider",
         }}
       >
-        {supervised && (
-          <Tooltip
-            title={t("datasets:label.helpSelectClassColumn")}
-            placement="top"
-          >
-            <IconButton>
-              <HelpIcon />
-            </IconButton>
-          </Tooltip>
-        )}
-
         {supervised && (
           <ConverterClassColumnModal
             updateClassColumn={(column) => {
@@ -162,19 +154,33 @@ export default function ScopeStepConverter({
             notebook={notebook}
           />
         )}
-      </Box>
+        {supervised && (
+          <Tooltip
+            title={t("datasets:label.helpSelectClassColumn")}
+            placement="top"
+          >
+            <IconButton>
+              <HelpIcon />
+            </IconButton>
+          </Tooltip>
+        )}
 
-      {/* Buttons */}
-      <FormSchemaButtonGroup
-        onFormSubmit={handleSubmit}
-        error={!isColumnSelectionValid || (supervised ? !targetColumn : false)}
-        saveButtonText={
-          Object.values(tool.schema.properties).length > 0
-            ? t("common:next")
-            : t("common:save")
-        }
-        data-tour="converter-scope-next-button"
-      />
+        <Box sx={{ flexGrow: 1 }}>
+          <FormSchemaButtonGroup
+            onFormSubmit={handleSubmit}
+            error={
+              !isColumnSelectionValid || (supervised ? !targetColumn : false)
+            }
+            saveButtonText={
+              Object.values(tool.schema.properties).length > 0
+                ? t("common:next")
+                : t("common:save")
+            }
+            data-tour="converter-scope-next-button"
+            sx={{ borderTop: 0, pt: 0, mt: 0 }}
+          />
+        </Box>
+      </Box>
     </Box>
   );
 }
diff --git a/DashAI/front/src/components/shared/FormSchemaButtonGroup.jsx b/DashAI/front/src/components/shared/FormSchemaButtonGroup.jsx
index ea2048256..24ea046e0 100644
--- a/DashAI/front/src/components/shared/FormSchemaButtonGroup.jsx
+++ b/DashAI/front/src/components/shared/FormSchemaButtonGroup.jsx
@@ -11,6 +11,7 @@ function FormSchemaButtonGroup({
   saveButtonText,
   backButtonText,
   dataTour,
+  sx,
 }) {
   const { t } = useTranslation(["common", "datasets"]);
   const finalSaveText = saveButtonText ?? t("common:save");
@@ -45,6 +46,7 @@ function FormSchemaButtonGroup({
       showBack={!!onCancel}
       showNext={!!onFormSubmit}
       nextDataTour={finalDataTour}
+      sx={sx}
     />
   );
 }
@@ -58,6 +60,7 @@ FormSchemaButtonGroup.propTypes = {
   saveButtonText: PropTypes.string,
   backButtonText: PropTypes.string,
   dataTour: PropTypes.string,
+  sx: PropTypes.object,
 };
 
 export default FormSchemaButtonGroup;