diff --git a/ipi-survey-platform/src/pages/ManufacturingIndex/ManufacturingIndex.jsx b/ipi-survey-platform/src/pages/ManufacturingIndex/ManufacturingIndex.jsx
index 5c990fc..00c238a 100644
--- a/ipi-survey-platform/src/pages/ManufacturingIndex/ManufacturingIndex.jsx
+++ b/ipi-survey-platform/src/pages/ManufacturingIndex/ManufacturingIndex.jsx
@@ -56,6 +56,7 @@ const ManufacturingIndex = () => {
   const [monthlyOverviewData, setMonthlyOverviewData] = useState(null);
   const [isPopupOpen, setIsPopupOpen] = useState(false);
   const [apiLoading, setApiLoading] = useState(false);
+  const [nextScheduledRun, setNextScheduledRun] = useState(''); // Default value
 
   const [pagination, setPagination] = useState({
     currentPage: 1,
@@ -181,6 +182,40 @@ const ManufacturingIndex = () => {
           ...prev,
           totalItems: formattedData.length
         }));
+
+        // Log the full response for debugging
+        console.log('Full API Response:', response);
+        
+        // Extract next scheduled run date from response
+        // The API response has the date in response.data.next_scheduled_run
+        const nextRunDateString = response?.data?.nextScheduleDate;
+        console.log('Extracted next_scheduled_run:', nextRunDateString);
+        
+        if (nextRunDateString) {
+          const nextRunDate = new Date(nextRunDateString);
+          if (!isNaN(nextRunDate.getTime())) {
+            const formattedDate = nextRunDate.toLocaleString('en-US', {
+              day: '2-digit',
+              month: 'short',
+              year: 'numeric',
+              hour: '2-digit',
+              minute: '2-digit',
+              timeZone: 'Asia/Dubai',
+              timeZoneName: 'short'
+            }).replace(',', ''); // Remove comma after the day for cleaner format
+            
+            console.log('Formatted next run date:', formattedDate);
+            setNextScheduledRun(formattedDate);
+          } else {
+            console.error('Invalid date format from API:', nextRunDateString);
+            // Set a default value or empty string if date is invalid
+            setNextScheduledRun('');
+          }
+        } else {
+          console.warn('No next_scheduled_run found in response.data');
+          // Set a default value or empty string if no date is found
+          setNextScheduledRun('');
+        }
       } catch (err) {
         console.error('Error fetching manufacturing index:', err);
         console.error('Error details:', {
@@ -478,7 +513,7 @@ const ManufacturingIndex = () => {
                   <div className="mt-5 flex flex-col items-end gap-2">
                     <div className="flex items-center text-sm text-green-600">
                       <FiberManualRecordIcon className="text-xs mr-1" />
-                      Next scheduled run: 11 Nov 2025, 02:00 GST
+                      Next scheduled run: {nextScheduledRun}
                     </div>
                     <div className="flex text-sm text-gray-600">
                       <InfoOutlinedIcon className="text-gray-400 mr-1 mt-0.5 flex-shrink-0" style={{ fontSize: '1rem' }} />
@@ -611,7 +646,7 @@ const ManufacturingIndex = () => {
                           onPageChange: (page) => setPagination(prev => ({ ...prev, currentPage: page })),
                           pageSize: pagination.pageSize,
                           totalItems: filteredMonths.length,
-                          pageSizeOptions: [10, 20, 50, 100],
+                          pageSizeOptions: [10, 25, 50, 100],
                           onPageSizeChange: (size) => {
                             setPagination(prev => ({
                               ...prev,
diff --git a/ipi-survey-platform/src/pages/ManufacturingIndex/ManufacturingIndexPopup/ISIC2Digit.jsx b/ipi-survey-platform/src/pages/ManufacturingIndex/ManufacturingIndexPopup/ISIC2Digit.jsx
index 8b00d40..d15cbe7 100644
--- a/ipi-survey-platform/src/pages/ManufacturingIndex/ManufacturingIndexPopup/ISIC2Digit.jsx
+++ b/ipi-survey-platform/src/pages/ManufacturingIndex/ManufacturingIndexPopup/ISIC2Digit.jsx
@@ -197,6 +197,16 @@ const ISIC2Digit = ({ setActiveTab, apiData }) => {
         </>
       )}
 
+      {/* Operational Notes */}
+      <div className="mt-6 ml-2 p-4 bg-yellow-50 rounded-md text-sm text-gray-700 w-full -mx-6 px-6">
+        <p className="font-medium mb-2">Operational notes</p>
+        <ul className="text-xs text-gray-600 space-y-1.5 list-disc pl-5">
+          <li>Manufacturing indices are auto-generated on the 11th using the latest validated item-level data for the previous reference month.</li>
+          <li>If an automated run fails, the status for that month will show as Error; admins can re-trigger the calculation from the technical tools page.</li>
+          <li>All drill-down views (ISIC 2-digit and ISIC 3 & 4-digit) use the same Laspeyres weights and base year as the headline manufacturing index.</li>
+        </ul>
+      </div>
+
       {/* Back and Next Buttons */}
       <div className="mt-8 flex flex-col sm:flex-row justify-between gap-3">
         <button
diff --git a/ipi-survey-platform/src/pages/ManufacturingIndex/ManufacturingIndexPopup/ISIC3Digit.jsx b/ipi-survey-platform/src/pages/ManufacturingIndex/ManufacturingIndexPopup/ISIC3Digit.jsx
index 4db4d98..c4916ac 100644
--- a/ipi-survey-platform/src/pages/ManufacturingIndex/ManufacturingIndexPopup/ISIC3Digit.jsx
+++ b/ipi-survey-platform/src/pages/ManufacturingIndex/ManufacturingIndexPopup/ISIC3Digit.jsx
@@ -6,7 +6,7 @@ const ISIC3Digit = ({ setActiveTab, apiData }) => {
   const [currentPage, setCurrentPage] = useState(1);
   const [pageSize, setPageSize] = useState(10);
 
-  // API-லிருந்து வந்த data-ஐ பயன்படுத்தவும்
+
   const isicData = Array.isArray(apiData) ? apiData : [];
 
   // Filter data based on search term
@@ -176,6 +176,16 @@ const ISIC3Digit = ({ setActiveTab, apiData }) => {
         </>
       )}
 
+      {/* Operational Notes */}
+      <div className="mt-6 ml-2 p-4 bg-yellow-50 rounded-md text-sm text-gray-700 w-full -mx-6 px-6">
+        <p className="font-medium mb-2">Operational notes</p>
+        <ul className="text-xs text-gray-600 space-y-1.5 list-disc pl-5">
+          <li>Manufacturing indices are auto-generated on the 11th using the latest validated item-level data for the previous reference month.</li>
+          <li>If an automated run fails, the status for that month will show as Error; admins can re-trigger the calculation from the technical tools page.</li>
+          <li>All drill-down views (ISIC 2-digit and ISIC 3 & 4-digit) use the same Laspeyres weights and base year as the headline manufacturing index.</li>
+        </ul>
+      </div>
+
       {/* Back and Next Buttons */}
       <div className="mt-8 flex flex-col sm:flex-row justify-between gap-3">
         <button
diff --git a/ipi-survey-platform/src/pages/ManufacturingIndex/ManufacturingIndexPopup/ISIC4Digit.jsx b/ipi-survey-platform/src/pages/ManufacturingIndex/ManufacturingIndexPopup/ISIC4Digit.jsx
index 8e27da5..548490b 100644
--- a/ipi-survey-platform/src/pages/ManufacturingIndex/ManufacturingIndexPopup/ISIC4Digit.jsx
+++ b/ipi-survey-platform/src/pages/ManufacturingIndex/ManufacturingIndexPopup/ISIC4Digit.jsx
@@ -6,7 +6,7 @@ const ISIC4Digit = ({ setActiveTab, apiData }) => {
   const [currentPage, setCurrentPage] = useState(1);
   const [pageSize, setPageSize] = useState(10);
 
-  // API-லிருந்து வந்த data-ஐ பயன்படுத்தவும்
+  // API
   const isicData = Array.isArray(apiData) ? apiData : [];
 
   // Filter data based on search term
@@ -176,6 +176,16 @@ const ISIC4Digit = ({ setActiveTab, apiData }) => {
         </>
       )}
       
+      {/* Operational Notes */}
+      <div className="mt-6 ml-2 p-4 bg-yellow-50 rounded-md text-sm text-gray-700 w-full -mx-6 px-6">
+        <p className="font-medium mb-2">Operational notes</p>
+        <ul className="text-xs text-gray-600 space-y-1.5 list-disc pl-5">
+          <li>Manufacturing indices are auto-generated on the 11th using the latest validated item-level data for the previous reference month.</li>
+          <li>If an automated run fails, the status for that month will show as Error; admins can re-trigger the calculation from the technical tools page.</li>
+          <li>All drill-down views (ISIC 2-digit and ISIC 3 & 4-digit) use the same Laspeyres weights and base year as the headline manufacturing index.</li>
+        </ul>
+      </div>
+      
       {/* Only Back Button for ISIC 4-digit (no Next button) */}
       <div className="mt-8 flex flex-col sm:flex-row justify-start gap-3">
         <button
diff --git a/ipi-survey-platform/src/pages/ManufacturingIndex/ManufacturingIndexPopup/ManufacturingTotal.jsx b/ipi-survey-platform/src/pages/ManufacturingIndex/ManufacturingIndexPopup/ManufacturingTotal.jsx
index fd7bf15..43b1406 100644
--- a/ipi-survey-platform/src/pages/ManufacturingIndex/ManufacturingIndexPopup/ManufacturingTotal.jsx
+++ b/ipi-survey-platform/src/pages/ManufacturingIndex/ManufacturingIndexPopup/ManufacturingTotal.jsx
@@ -97,7 +97,7 @@ const ManufacturingTotal = ({ selectedMonthData, setActiveTab, monthlyOverviewDa
         the same month last year.
       </p>
 
-      <div className="mt-4 p-4 bg-gray-50 rounded-md text-sm text-gray-700 max-w-3xl">
+      <div className="mt-4 p-4 bg-yellow-50 rounded-md text-sm text-gray-700 max-w-3xl">
         <p className="font-medium mb-2">Laspeyres reminder</p>
         <p className="font mb-2">Manufacturing index<sub>t</sub> = Σ (weight<sub>j</sub> × group_index<sub>j,t</sub>)</p>
         <p className="text-xs text-gray-600 mb-4">