diff --git a/core/state_processor_test.go b/core/state_processor_test.go
new file mode 100644
index 000000000..bd4518a6e
--- /dev/null
+++ b/core/state_processor_test.go
@@ -0,0 +1,88 @@
+package core
+
+import (
+	"math/big"
+	"math/rand"
+	"testing"
+
+	"github.com/stretchr/testify/require"
+)
+
+func generateRandomBlockFees(min, max, numBlocks, maxNumTxs int) (simpleBlockFees [][]int, bigBlockFees [][]*big.Int) {
+	// Generate the number of txs in this block first.
+	simpleBlockFees = make([][]int, numBlocks)
+	bigBlockFees = make([][]*big.Int, numBlocks)
+	for blockNum := 0; blockNum < numBlocks; blockNum++ {
+		txLen := rand.Intn(maxNumTxs)
+
+		simpleBlockFees[blockNum] = make([]int, txLen)
+		bigBlockFees[blockNum] = make([]*big.Int, txLen)
+
+		for i := 0; i < txLen; i++ {
+			randNum := rand.Intn(max-min+1) + min
+			simpleBlockFees[blockNum][i] = randNum
+			bigBlockFees[blockNum][i] = big.NewInt(int64(randNum))
+		}
+	}
+
+	return simpleBlockFees, bigBlockFees
+}
+
+func TestMultiBlockTxStats(t *testing.T) {
+	simpleBlockFees, bigBlockFees := generateRandomBlockFees(0, 10000, 10000, 1000)
+
+	var expectedRollingMin, expectedRollingMax, expectedRollingAvg int
+	for blockNum, blockFees := range simpleBlockFees {
+		var blockMin, blockMax, sum int
+		for txCount, fee := range blockFees {
+			if txCount == 0 {
+				blockMin = fee
+				blockMax = fee
+				sum = 0
+			} else {
+				if fee < blockMin {
+					blockMin = fee
+				}
+
+				if fee > blockMax {
+					blockMax = fee
+				}
+			}
+			sum += fee
+		}
+
+		if len(blockFees) > 0 {
+			if blockMin < expectedRollingMin || blockNum == 0 {
+				expectedRollingMin = blockMin
+			} else {
+				expectedRollingMin = expectedRollingMin * 101 / 100
+			}
+
+			if blockMax > expectedRollingMax || blockNum == 0 {
+				expectedRollingMax = blockMax
+			} else {
+				expectedRollingMax = expectedRollingMax * 99 / 100
+			}
+			// Calculate a running average
+			expectedRollingAvg = (blockNum*expectedRollingAvg + (sum / len(blockFees))) / (blockNum + 1)
+		}
+	}
+
+	var blockMin, blockMax, blockTotal *big.Int
+	var actualRollingMin, actualRollingMax, rollingAvg, rollingNumElements *big.Int
+	for _, blockFees := range bigBlockFees {
+		bigTxsProcessed := big.NewInt(0)
+		for _, fee := range blockFees {
+			blockMin, blockMax, blockTotal = calcTxStats(blockMin, blockMax, blockTotal, fee, bigTxsProcessed)
+		}
+
+		actualRollingMin, actualRollingMax, rollingAvg, rollingNumElements = calcRollingFeeInfo(actualRollingMin, actualRollingMax, rollingAvg, rollingNumElements, blockMin, blockMax, blockTotal, bigTxsProcessed)
+	}
+
+	if expectedRollingMin != 0 || expectedRollingMax != 0 || expectedRollingAvg != 0 {
+		// If any one of these values is non-zero, then there were fees, so compare.
+		require.Equal(t, uint64(expectedRollingMin), actualRollingMin.Uint64(), "Expected min not equal")
+		require.Equal(t, uint64(expectedRollingMax), actualRollingMax.Uint64(), "Expected max not equal")
+		require.Equal(t, uint64(expectedRollingAvg), rollingAvg.Uint64(), "Expected average not equal")
+	}
+}