diff --git a/core/src/main/kotlin/org/jetbrains/kotlinx/dataframe/api/cumSum.kt b/core/src/main/kotlin/org/jetbrains/kotlinx/dataframe/api/cumSum.kt
index 9d8c7ff71..aec6f276f 100644
--- a/core/src/main/kotlin/org/jetbrains/kotlinx/dataframe/api/cumSum.kt
+++ b/core/src/main/kotlin/org/jetbrains/kotlinx/dataframe/api/cumSum.kt
@@ -9,6 +9,7 @@ import org.jetbrains.kotlinx.dataframe.math.cumSum
 import org.jetbrains.kotlinx.dataframe.math.defaultCumSumSkipNA
 import org.jetbrains.kotlinx.dataframe.typeClass
 import java.math.BigDecimal
+import java.math.BigInteger
 import kotlin.reflect.KProperty
 import kotlin.reflect.typeOf
 
@@ -22,15 +23,30 @@ public fun <T : Number?> DataColumn<T>.cumSum(skipNA: Boolean = defaultCumSumSki
         typeOf<Float?>() -> cast<Float?>().cumSum(skipNA).cast()
         typeOf<Int>() -> cast<Int>().cumSum().cast()
         typeOf<Int?>() -> cast<Int?>().cumSum(skipNA).cast()
+        typeOf<Byte>() -> cast<Byte>().cumSum().cast()
+        typeOf<Byte?>() -> cast<Byte?>().cumSum(skipNA).cast()
+        typeOf<Short>() -> cast<Short>().cumSum().cast()
+        typeOf<Short?>() -> cast<Short?>().cumSum(skipNA).cast()
         typeOf<Long>() -> cast<Long>().cumSum().cast()
         typeOf<Long?>() -> cast<Long?>().cumSum(skipNA).cast()
+        typeOf<BigInteger>() -> cast<BigInteger>().cumSum().cast()
+        typeOf<BigInteger?>() -> cast<BigInteger?>().cumSum(skipNA).cast()
         typeOf<BigDecimal>() -> cast<BigDecimal>().cumSum().cast()
         typeOf<BigDecimal?>() -> cast<BigDecimal?>().cumSum(skipNA).cast()
         typeOf<Number?>(), typeOf<Number>() -> convertToDouble().cumSum(skipNA).cast()
         else -> error("Cumsum for type ${type()} is not supported")
     }
 
-private val supportedClasses = setOf(Double::class, Float::class, Int::class, Long::class, BigDecimal::class)
+private val supportedClasses = setOf(
+    Double::class,
+    Float::class,
+    Int::class,
+    Byte::class,
+    Short::class,
+    Long::class,
+    BigInteger::class,
+    BigDecimal::class,
+)
 
 // endregion
 
diff --git a/core/src/main/kotlin/org/jetbrains/kotlinx/dataframe/math/cumsum.kt b/core/src/main/kotlin/org/jetbrains/kotlinx/dataframe/math/cumsum.kt
index 58ef59329..5efb7ff97 100644
--- a/core/src/main/kotlin/org/jetbrains/kotlinx/dataframe/math/cumsum.kt
+++ b/core/src/main/kotlin/org/jetbrains/kotlinx/dataframe/math/cumsum.kt
@@ -4,6 +4,7 @@ import org.jetbrains.kotlinx.dataframe.DataColumn
 import org.jetbrains.kotlinx.dataframe.api.isNA
 import org.jetbrains.kotlinx.dataframe.api.map
 import java.math.BigDecimal
+import java.math.BigInteger
 
 internal val defaultCumSumSkipNA: Boolean = true
 
@@ -88,6 +89,66 @@ internal fun DataColumn<Int?>.cumSum(skipNA: Boolean = defaultCumSumSkipNA): Dat
     }
 }
 
+@JvmName("byteCumsum")
+internal fun DataColumn<Byte>.cumSum(): DataColumn<Byte> {
+    var sum = 0.toByte()
+    return map {
+        sum = (sum + it).toByte()
+        sum
+    }
+}
+
+@JvmName("cumsumByteNullable")
+internal fun DataColumn<Byte?>.cumSum(skipNA: Boolean = defaultCumSumSkipNA): DataColumn<Byte?> {
+    var sum = 0.toByte()
+    var fillNull = false
+    return map {
+        when {
+            it == null -> {
+                if (!skipNA) fillNull = true
+                null
+            }
+
+            fillNull -> null
+
+            else -> {
+                sum = (sum + it).toByte()
+                sum
+            }
+        }
+    }
+}
+
+@JvmName("shortCumsum")
+internal fun DataColumn<Short>.cumSum(): DataColumn<Short> {
+    var sum = 0.toShort()
+    return map {
+        sum = (sum + it).toShort()
+        sum
+    }
+}
+
+@JvmName("cumsumShortNullable")
+internal fun DataColumn<Short?>.cumSum(skipNA: Boolean = defaultCumSumSkipNA): DataColumn<Short?> {
+    var sum = 0.toShort()
+    var fillNull = false
+    return map {
+        when {
+            it == null -> {
+                if (!skipNA) fillNull = true
+                null
+            }
+
+            fillNull -> null
+
+            else -> {
+                sum = (sum + it).toShort()
+                sum
+            }
+        }
+    }
+}
+
 @JvmName("longCumsum")
 internal fun DataColumn<Long>.cumSum(): DataColumn<Long> {
     var sum = 0L
@@ -118,6 +179,36 @@ internal fun DataColumn<Long?>.cumSum(skipNA: Boolean = defaultCumSumSkipNA): Da
     }
 }
 
+@JvmName("bigIntegerCumsum")
+internal fun DataColumn<BigInteger>.cumSum(): DataColumn<BigInteger> {
+    var sum = BigInteger.ZERO
+    return map {
+        sum += it
+        sum
+    }
+}
+
+@JvmName("cumsumBigIntegerNullable")
+internal fun DataColumn<BigInteger?>.cumSum(skipNA: Boolean = defaultCumSumSkipNA): DataColumn<BigInteger?> {
+    var sum = BigInteger.ZERO
+    var fillNull = false
+    return map {
+        when {
+            it == null -> {
+                if (!skipNA) fillNull = true
+                null
+            }
+
+            fillNull -> null
+
+            else -> {
+                sum += it
+                sum
+            }
+        }
+    }
+}
+
 @JvmName("bigDecimalCumsum")
 internal fun DataColumn<BigDecimal>.cumSum(): DataColumn<BigDecimal> {
     var sum = BigDecimal.ZERO
diff --git a/core/src/main/kotlin/org/jetbrains/kotlinx/dataframe/math/mean.kt b/core/src/main/kotlin/org/jetbrains/kotlinx/dataframe/math/mean.kt
index c7c6e9596..4ce9e68f9 100644
--- a/core/src/main/kotlin/org/jetbrains/kotlinx/dataframe/math/mean.kt
+++ b/core/src/main/kotlin/org/jetbrains/kotlinx/dataframe/math/mean.kt
@@ -1,15 +1,30 @@
 package org.jetbrains.kotlinx.dataframe.math
 
+import org.jetbrains.kotlinx.dataframe.api.mean
 import org.jetbrains.kotlinx.dataframe.api.skipNA_default
 import org.jetbrains.kotlinx.dataframe.impl.renderType
+import org.jetbrains.kotlinx.dataframe.util.INTERNAL_MEAN
+import org.jetbrains.kotlinx.dataframe.util.MEAN
+import org.jetbrains.kotlinx.dataframe.util.SEQUENCE_FLOAT_MEAN
 import java.math.BigDecimal
+import java.math.BigInteger
 import kotlin.reflect.KType
 import kotlin.reflect.full.withNullability
+import kotlin.reflect.typeOf
+
+@JvmName("meanIterableReified")
+@PublishedApi
+internal inline fun <reified T : Number> Iterable<T>.mean(skipNA: Boolean = skipNA_default): Double =
+    mean(typeOf<T>(), skipNA)
 
 @PublishedApi
 internal fun <T : Number> Iterable<T>.mean(type: KType, skipNA: Boolean = skipNA_default): Double =
     asSequence().mean(type, skipNA)
 
+@JvmName("meanSequenceReified")
+internal inline fun <reified T : Number> Sequence<T>.mean(skipNA: Boolean = skipNA_default): Double =
+    mean(typeOf<T>(), skipNA)
+
 internal fun <T : Number> Sequence<T>.mean(type: KType, skipNA: Boolean = skipNA_default): Double {
     if (type.isMarkedNullable) {
         return filterNotNull().mean(type.withNullability(false), skipNA)
@@ -17,7 +32,7 @@ internal fun <T : Number> Sequence<T>.mean(type: KType, skipNA: Boolean = skipNA
     return when (type.classifier) {
         Double::class -> (this as Sequence<Double>).mean(skipNA)
 
-        Float::class -> (this as Sequence<Float>).mean(skipNA)
+        Float::class -> (this as Sequence<Float>).map { it.toDouble() }.mean(skipNA)
 
         Int::class -> (this as Sequence<Int>).map { it.toDouble() }.mean(false)
 
@@ -28,6 +43,8 @@ internal fun <T : Number> Sequence<T>.mean(type: KType, skipNA: Boolean = skipNA
 
         Long::class -> (this as Sequence<Long>).map { it.toDouble() }.mean(false)
 
+        BigInteger::class -> (this as Sequence<BigInteger>).map { it.toDouble() }.mean(false)
+
         BigDecimal::class -> (this as Sequence<BigDecimal>).map { it.toDouble() }.mean(skipNA)
 
         Number::class -> (this as Sequence<Number>).map { it.toDouble() }.mean(skipNA)
@@ -39,7 +56,7 @@ internal fun <T : Number> Sequence<T>.mean(type: KType, skipNA: Boolean = skipNA
     }
 }
 
-public fun Sequence<Double>.mean(skipNA: Boolean = skipNA_default): Double {
+private fun Sequence<Double>.mean(skipNA: Boolean = skipNA_default): Double {
     var count = 0
     var sum: Double = 0.toDouble()
     for (element in this) {
@@ -56,8 +73,9 @@ public fun Sequence<Double>.mean(skipNA: Boolean = skipNA_default): Double {
     return if (count > 0) sum / count else Double.NaN
 }
 
+@Deprecated(SEQUENCE_FLOAT_MEAN, level = DeprecationLevel.ERROR)
 @JvmName("meanFloat")
-public fun Sequence<Float>.mean(skipNA: Boolean = skipNA_default): Double {
+internal fun Sequence<Float>.mean(skipNA: Boolean = skipNA_default): Double {
     var count = 0
     var sum: Double = 0.toDouble()
     for (element in this) {
@@ -74,12 +92,15 @@ public fun Sequence<Float>.mean(skipNA: Boolean = skipNA_default): Double {
     return if (count > 0) sum / count else Double.NaN
 }
 
+@Deprecated(INTERNAL_MEAN, level = DeprecationLevel.HIDDEN)
 @JvmName("doubleMean")
-public fun Iterable<Double>.mean(skipNA: Boolean = skipNA_default): Double = asSequence().mean(skipNA)
+internal fun Iterable<Double>.mean(skipNA: Boolean = skipNA_default): Double = mean(typeOf<Double>(), skipNA)
 
+@Deprecated(INTERNAL_MEAN, level = DeprecationLevel.HIDDEN)
 @JvmName("floatMean")
-public fun Iterable<Float>.mean(skipNA: Boolean = skipNA_default): Double = asSequence().mean(skipNA)
+internal fun Iterable<Float>.mean(skipNA: Boolean = skipNA_default): Double = mean(typeOf<Float>(), skipNA)
 
+@Deprecated(MEAN, level = DeprecationLevel.HIDDEN)
 @JvmName("intMean")
 public fun Iterable<Int>.mean(): Double =
     if (this is Collection) {
@@ -93,6 +114,7 @@ public fun Iterable<Int>.mean(): Double =
         if (count > 0) sum / count else Double.NaN
     }
 
+@Deprecated(MEAN, level = DeprecationLevel.HIDDEN)
 @JvmName("shortMean")
 public fun Iterable<Short>.mean(): Double =
     if (this is Collection) {
@@ -106,6 +128,7 @@ public fun Iterable<Short>.mean(): Double =
         if (count > 0) sum / count else Double.NaN
     }
 
+@Deprecated(MEAN, level = DeprecationLevel.HIDDEN)
 @JvmName("byteMean")
 public fun Iterable<Byte>.mean(): Double =
     if (this is Collection) {
@@ -119,6 +142,7 @@ public fun Iterable<Byte>.mean(): Double =
         if (count > 0) sum / count else Double.NaN
     }
 
+@Deprecated(MEAN, level = DeprecationLevel.HIDDEN)
 @JvmName("longMean")
 public fun Iterable<Long>.mean(): Double =
     if (this is Collection) {
@@ -132,6 +156,7 @@ public fun Iterable<Long>.mean(): Double =
         if (count > 0) sum / count else Double.NaN
     }
 
+@Deprecated(MEAN, level = DeprecationLevel.HIDDEN)
 @JvmName("bigDecimalMean")
 public fun Iterable<BigDecimal>.mean(): Double =
     if (this is Collection) {
diff --git a/core/src/main/kotlin/org/jetbrains/kotlinx/dataframe/util/deprecationMessages.kt b/core/src/main/kotlin/org/jetbrains/kotlinx/dataframe/util/deprecationMessages.kt
index b25e7fb60..f819b0f9c 100644
--- a/core/src/main/kotlin/org/jetbrains/kotlinx/dataframe/util/deprecationMessages.kt
+++ b/core/src/main/kotlin/org/jetbrains/kotlinx/dataframe/util/deprecationMessages.kt
@@ -5,11 +5,14 @@ package org.jetbrains.kotlinx.dataframe.util
  * After each release, all messages should be reviewed and updated.
  * Level.WARNING -> Level.ERROR
  * Level.ERROR -> Remove
+ *
+ * Level.HIDDEN can remain as is but needs to be removed together with other deprecations in
+ * the same cycle.
  */
 
 // region WARNING in 0.15, ERROR in 0.16
 
-private const val MESSAGE_0_16 = "Will be removed in 0.16."
+private const val MESSAGE_0_16 = "Will be ERROR in 0.16."
 
 internal const val DF_READ_NO_CSV = "This function is deprecated and should be replaced with `readCSV`. $MESSAGE_0_16"
 internal const val DF_READ_NO_CSV_REPLACE =
@@ -44,11 +47,20 @@ internal const val PARSER_OPTIONS = "This constructor is only here for binary co
 
 internal const val PARSER_OPTIONS_COPY = "This function is only here for binary compatibility. $MESSAGE_0_16"
 
+internal const val SEQUENCE_FLOAT_MEAN =
+    "`Sequence<Float>.mean()` is removed since it's already covered by other overloads. $MESSAGE_0_16"
+
+internal const val INTERNAL_MEAN =
+    "`Iterable.mean(skipNA)` is removed since it's already covered by other overloads. $MESSAGE_0_16"
+
+internal const val MEAN =
+    "`Iterable.mean()` is removed from the public API because it's outside the scope of DataFrame. You can still call `.mean()` on a column. For most types there's already `.average()` in stdlib. $MESSAGE_0_16"
+
 // endregion
 
 // region WARNING in 0.16, ERROR in 0.17
 
-private const val MESSAGE_0_17 = "Will be removed in 0.17."
+private const val MESSAGE_0_17 = "Will be ERROR in 0.17."
 
 // endregion
 
diff --git a/core/src/test/kotlin/org/jetbrains/kotlinx/dataframe/statistics/cumsum.kt b/core/src/test/kotlin/org/jetbrains/kotlinx/dataframe/statistics/cumsum.kt
index 385023eda..cf42af3fe 100644
--- a/core/src/test/kotlin/org/jetbrains/kotlinx/dataframe/statistics/cumsum.kt
+++ b/core/src/test/kotlin/org/jetbrains/kotlinx/dataframe/statistics/cumsum.kt
@@ -7,6 +7,7 @@ import org.jetbrains.kotlinx.dataframe.api.concat
 import org.jetbrains.kotlinx.dataframe.api.cumSum
 import org.jetbrains.kotlinx.dataframe.api.dataFrameOf
 import org.jetbrains.kotlinx.dataframe.api.groupBy
+import org.jetbrains.kotlinx.dataframe.api.map
 import org.junit.Test
 
 @Suppress("ktlint:standard:argument-list-wrapping")
@@ -22,6 +23,30 @@ class CumsumTests {
         col.cumSum(skipNA = false).toList() shouldBe expectedNoSkip
     }
 
+    @Test
+    fun `short column`() {
+        col.map { it?.toShort() }.cumSum().toList() shouldBe expected.map { it?.toShort() }
+        col.map { it?.toShort() }.cumSum(skipNA = false).toList() shouldBe expectedNoSkip.map { it?.toShort() }
+    }
+
+    @Test
+    fun `byte column`() {
+        col.map { it?.toByte() }.cumSum().toList() shouldBe expected.map { it?.toByte() }
+        col.map { it?.toByte() }.cumSum(skipNA = false).toList() shouldBe expectedNoSkip.map { it?.toByte() }
+    }
+
+    @Test
+    fun `big int column`() {
+        col.map { it?.toBigInteger() }.cumSum().toList() shouldBe expected.map { it?.toBigInteger() }
+        col.map { it?.toBigInteger() }.cumSum(skipNA = false).toList() shouldBe expectedNoSkip.map { it?.toBigInteger() }
+    }
+
+    @Test
+    fun `big decimal column`() {
+        col.map { it?.toBigDecimal() }.cumSum().toList() shouldBe expected.map { it?.toBigDecimal() }
+        col.map { it?.toBigDecimal() }.cumSum(skipNA = false).toList() shouldBe expectedNoSkip.map { it?.toBigDecimal() }
+    }
+
     @Test
     fun frame() {
         val str by columnOf("a", "b", "c", "d", "e")