diff --git a/src/skipmissing.jl b/src/skipmissing.jl
index d60da4967..b687e75fc 100644
--- a/src/skipmissing.jl
+++ b/src/skipmissing.jl
@@ -53,3 +53,97 @@ function Base.show(io::IO, s::SkipMissingVal)
     show(io, s.x)
     print(io, ')')
 end
+
+
+## This is adapted from https://github.com/JuliaLang/julia/blob/50713ee4a82eb1b5613647cd74b027315f665080/base/missing.jl#L273-L362
+## It ensures more precise calculation of reductions like sum. See https://github.com/rafaqz/Rasters.jl/issues/812
+Base.mapreduce(f, op, itr::SkipMissingVal) =
+   Base._mapreduce(f, op, IndexStyle(itr.x), itr)
+
+function Base._mapreduce(f, op, ::IndexLinear, itr::SkipMissingVal)
+    A = itr.x
+    ai = missing
+    inds = LinearIndices(A)
+    i = first(inds)
+    ilast = last(inds)
+    for outer i in i:ilast
+        @inbounds ai = A[i]
+        !_missing(ai, itr) && break
+    end
+    _missing(ai, itr) && return mapreduce_empty(f, op, eltype(itr))
+    a1::eltype(itr) = ai
+    i == typemax(typeof(i)) && return mapreduce_first(f, op, a1)
+    i += 1
+    ai = missing
+    for outer i in i:ilast
+        @inbounds ai = A[i]
+        !_missing(ai, itr) && break
+    end
+    _missing(ai, itr) && return mapreduce_first(f, op, a1)
+    # We know A contains at least two non-missing entries: the result cannot be nothing
+    something(Base.mapreduce_impl(f, op, itr, first(inds), last(inds)))
+end
+
+Base._mapreduce(f, op, ::IndexCartesian, itr::SkipMissingVal) = Base.mapfoldl(f, op, itr)
+
+Base.mapreduce_impl(f, op, A::SkipMissingVal, ifirst::Integer, ilast::Integer) =
+    Base.mapreduce_impl(f, op, A, ifirst, ilast, Base.pairwise_blocksize(f, op))
+
+# Returns nothing when the input contains only missing values, and Some(x) otherwise
+@noinline function Base.mapreduce_impl(f, op, itr::SkipMissingVal,
+                                  ifirst::Integer, ilast::Integer, blksize::Int)
+    A = itr.x
+    if ifirst > ilast
+        return nothing
+    elseif ifirst == ilast
+        @inbounds a1 = A[ifirst]
+        if ismissing(a1)
+            return nothing
+        else
+            return Some(mapreduce_first(f, op, a1))
+        end
+    elseif ilast - ifirst < blksize
+        # sequential portion
+        ai = missing
+        i = ifirst
+        for outer i in i:ilast
+            @inbounds ai = A[i]
+            !_missing(ai, itr) && break
+        end
+        _missing(ai, itr) && return nothing
+        a1 = ai::eltype(itr)
+        i == typemax(typeof(i)) && return Some(mapreduce_first(f, op, a1))
+        i += 1
+        ai = missing
+        for outer i in i:ilast
+            @inbounds ai = A[i]
+            !_missing(ai, itr) && break
+        end
+        _missing(ai, itr) && return Some(mapreduce_first(f, op, a1))
+        a2 = ai::eltype(itr)
+        i == typemax(typeof(i)) && return Some(op(f(a1), f(a2)))
+        i += 1
+        v = op(f(a1), f(a2))
+        @simd for i = i:ilast
+            @inbounds ai = A[i]
+            if !_missing(ai, itr)
+                v = op(v, f(ai))
+            end
+        end
+        return Some(v)
+    else
+        # pairwise portion
+        imid = ifirst + (ilast - ifirst) >> 1
+        v1 = Base.mapreduce_impl(f, op, itr, ifirst, imid, blksize)
+        v2 = Base.mapreduce_impl(f, op, itr, imid+1, ilast, blksize)
+        if v1 === nothing && v2 === nothing
+            return nothing
+        elseif v1 === nothing
+            return v2
+        elseif v2 === nothing
+            return v1
+        else
+            return Some(op(something(v1), something(v2)))
+        end
+    end
+end
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