diff --git a/pkg/scheduler/plugins/proportion/resource_division/resource_division.go b/pkg/scheduler/plugins/proportion/resource_division/resource_division.go
index 4309399bf..6daaac898 100644
--- a/pkg/scheduler/plugins/proportion/resource_division/resource_division.go
+++ b/pkg/scheduler/plugins/proportion/resource_division/resource_division.go
@@ -165,11 +165,41 @@ func divideUpToFairShare(totalResourceAmount, kValue float64, queues map[common_
 	for {
 		shouldRunAnotherRound := false
 		amountToGiveInCurrentRound := totalResourceAmount
-		totalWeights := getTotalWeightsForUnsatisfied(queues, resourceName)
+		totalWeights, totalUsages := getTotalWeightsForUnsatisfied(queues, resourceName)
 		if totalWeights == 0 {
 			break
 		}
 
+		if totalUsages == 0 {
+			totalUsages = 1
+		}
+
+		portions := make(map[common_info.QueueID]float64)
+		totalPortions := 0.0
+		for _, queue := range queues {
+			share := queue.ResourceShare(resourceName)
+			if share.Request <= share.FairShare {
+				// queue is satisfied, no need to give it more resources
+				continue
+			}
+
+			// Normalize queue over quota weight
+			nWeight := share.OverQuotaWeight / totalWeights
+
+			// We assume that usage is normalized to usage/clusterCapacity
+			nUsage := share.GetUsage()
+
+			// Floor portion to 0 if it's negative
+			portion := math.Max(0, nWeight+kValue*(nWeight-nUsage))
+
+			portions[queue.UID] = portion
+			totalPortions += portion
+		}
+
+		if totalPortions == 0 {
+			break
+		}
+
 		for _, queue := range queues {
 			requested := getRemainingRequested(queue, resourceName)
 			if requested == 0 {
@@ -190,7 +220,12 @@ func divideUpToFairShare(totalResourceAmount, kValue float64, queues map[common_
 			log.InfraLogger.V(6).Infof("calculating %v resource fair share for %v: deserved: %v, "+
 				"remaining requested: %v, fairShare: %v",
 				resourceName, queue.Name, resourceShare.Deserved, requested, resourceShare.FairShare)
-			fairShare := amountToGiveInCurrentRound * (overQuotaWeight / totalWeights)
+
+			// normalize portion
+			portion := portions[queue.UID]
+			nPortion := portion / totalPortions
+
+			fairShare := amountToGiveInCurrentRound * nPortion
 			resourceToGive := getResourceToGiveInCurrentRound(fairShare, requested, queue, remainingRequested)
 			if resourceToGive == 0 {
 				continue
@@ -255,14 +290,24 @@ func getResourceToGiveInCurrentRound(fairShare float64, requested float64, queue
 	return resourcesToGive
 }
 
-func getTotalWeightsForUnsatisfied(queues map[common_info.QueueID]*rs.QueueAttributes, resourceName rs.ResourceName) (totalOverQuotaWeights float64) {
+func getTotalWeightsForUnsatisfied(queues map[common_info.QueueID]*rs.QueueAttributes, resourceName rs.ResourceName) (totalOverQuotaWeights, totalUsages float64) {
 	for _, queue := range queues {
 		remainingRequested := getRemainingRequested(queue, resourceName)
-		if remainingRequested > 0 {
-			totalOverQuotaWeights += queue.ResourceShare(resourceName).OverQuotaWeight
+		if remainingRequested <= 0 {
+			continue
 		}
+		totalOverQuotaWeights += queue.ResourceShare(resourceName).OverQuotaWeight
+
+		queueUsage := queue.ResourceShare(resourceName).GetUsage()
+		if queueUsage < 0 {
+			log.InfraLogger.V(1).Warnf("queue <%v> has negative usage score of <%v> for resource <%v>, expected non-negative",
+				queue.Name, queueUsage, resourceName)
+			continue
+		}
+
+		totalUsages += queueUsage
 	}
-	return totalOverQuotaWeights
+	return totalOverQuotaWeights, totalUsages
 }
 
 func getRemainingRequested(queue *rs.QueueAttributes, resourceName rs.ResourceName) float64 {