diff --git a/include/boost/math/statistics/bivariate_statistics.hpp b/include/boost/math/statistics/bivariate_statistics.hpp
index e94cefc354..d6f91faa93 100644
--- a/include/boost/math/statistics/bivariate_statistics.hpp
+++ b/include/boost/math/statistics/bivariate_statistics.hpp
@@ -323,23 +323,6 @@ ReturnType correlation_coefficient_parallel_impl(ForwardIterator u_begin, Forwar
 
 #endif // BOOST_MATH_EXEC_COMPATIBLE
 
-template<typename ReturnType, typename ForwardIterator>
-ReturnType chatterjee_correlation(ForwardIterator u_begin, ForwardIterator u_end, ForwardIterator v_begin, ForwardIterator v_end)
-{
-    BOOST_MATH_ASSERT_MSG(std::is_sorted(u_begin, u_end), "Data set must be sorted in order to calculate the chatterjee correlation.");
-
-    const auto rank_vector = rank(v_begin, v_end);
-
-    std::size_t sum = 0;
-    for (std::size_t i = 1; i < rank_vector.size(); ++i)
-    {
-        // avoids unsigned underflow even though the result will always be >= 0
-        sum += rank_vector[i] > rank_vector[i-1] ? rank_vector[i] - rank_vector[i-1] : rank_vector[i-1] - rank_vector[i];
-    }
-
-    return static_cast<ReturnType>(1) - static_cast<ReturnType>(3 * sum) / static_cast<ReturnType>(rank_vector.size() - 1);
-}
-
 } // namespace detail
 
 #ifdef BOOST_MATH_EXEC_COMPATIBLE
diff --git a/include/boost/math/statistics/chatterjee_correlation.hpp b/include/boost/math/statistics/chatterjee_correlation.hpp
index 833ecd64f7..7aab06fc73 100644
--- a/include/boost/math/statistics/chatterjee_correlation.hpp
+++ b/include/boost/math/statistics/chatterjee_correlation.hpp
@@ -12,11 +12,18 @@
 #include <iterator>
 #include <vector>
 #include <limits>
+#include <utility>
 #include <type_traits>
 #include <boost/math/tools/assert.hpp>
 #include <boost/math/tools/config.hpp>
 #include <boost/math/statistics/detail/rank.hpp>
 
+#ifdef BOOST_MATH_EXEC_COMPATIBLE
+#include <execution>
+#include <future>
+#include <thread>
+#endif
+
 namespace boost { namespace math { namespace statistics {
 
 namespace detail {
@@ -26,7 +33,7 @@ ReturnType chatterjee_correlation_seq_impl(ForwardIterator u_begin, ForwardItera
 {
     using std::abs;
     
-    BOOST_MATH_ASSERT_MSG(std::is_sorted(u_begin, u_end), "The x values must be sorted in order to use this funtionality");
+    BOOST_MATH_ASSERT_MSG(std::is_sorted(u_begin, u_end), "The x values must be sorted in order to use this functionality");
 
     const std::vector<std::size_t> rank_vector = rank(v_begin, v_end);
 
@@ -46,7 +53,7 @@ ReturnType chatterjee_correlation_seq_impl(ForwardIterator u_begin, ForwardItera
 
     ReturnType result = static_cast<ReturnType>(1) - (static_cast<ReturnType>(3 * sum) / static_cast<ReturnType>(rank_vector.size() * rank_vector.size() - 1));
 
-    // If the result is 1 then Y is constant and all of the elements must be ties
+    // If the result is 1 then Y is constant and all the elements must be ties
     if (abs(result - static_cast<ReturnType>(1)) < std::numeric_limits<ReturnType>::epsilon())
     {
         return std::numeric_limits<ReturnType>::quiet_NaN();
@@ -66,4 +73,70 @@ inline ReturnType chatterjee_correlation(const Container& u, const Container& v)
 
 }}} // Namespace boost::math::statistics
 
+#ifdef BOOST_MATH_EXEC_COMPATIBLE
+
+namespace boost::math::statistics {
+
+namespace detail {
+
+template <typename Real>
+struct rank_compare_value
+{
+    Real operator()(Real val_i, Real val_im1)
+    {
+        if (val_i > val_im1)
+        {
+            return val_i - val_im1;
+        }
+        else
+        {
+            return val_im1 - val_i;
+        }
+    }
+};
+
+template <typename ReturnType, typename ExecutionPolicy, typename ForwardIterator>
+ReturnType chatterjee_correlation_par_impl(ExecutionPolicy&& exec, ForwardIterator u_begin, ForwardIterator u_end,
+                                                                   ForwardIterator v_begin, ForwardIterator v_end)
+{
+    using std::abs;
+    BOOST_MATH_ASSERT_MSG(std::is_sorted(std::forward<ExecutionPolicy>(exec), u_begin, u_end), "The x values must be sorted in order to use this functionality");
+
+    const auto rank_vector = rank(std::forward<ExecutionPolicy>(exec), v_begin, v_end);
+    std::size_t sum = std::reduce(std::forward<ExecutionPolicy>(exec), rank_vector.cbegin() + 1, rank_vector.cend(), rank_compare_value<ReturnType>());
+
+    ReturnType result = static_cast<ReturnType>(1) - (static_cast<ReturnType>(3 * sum) / static_cast<ReturnType>(rank_vector.size() * rank_vector.size() - 1));
+
+    // If the result is 1 then Y is constant and all the elements must be ties
+    if (abs(result - static_cast<ReturnType>(1)) < std::numeric_limits<ReturnType>::epsilon())
+    {
+        return std::numeric_limits<ReturnType>::quiet_NaN();
+    }
+
+    return result;
+}
+
+} // Namespace detail
+
+template <typename ExecutionPolicy, typename Container, typename Real = typename Container::value_type,
+          typename ReturnType = std::conditional_t<std::is_integral_v<Real>, double, Real>>
+inline ReturnType chatterjee_correlation(ExecutionPolicy&& exec, const Container& u, const Container& v)
+{
+    if constexpr (std::is_same_v<std::remove_reference_t<decltype(exec)>, decltype(std::execution::seq)>)
+    {
+        return detail::chatterjee_correlation_seq_impl<ReturnType>(std::cbegin(u), std::cend(u),
+                                                                   std::cbegin(v), std::cend(v));
+    }
+    else
+    {
+        return detail::chatterjee_correlation_par_impl<ReturnType>(std::forward<ExecutionPolicy>(exec),
+                                                                   std::cbegin(u), std::cend(u),
+                                                                   std::cbegin(v), std::cend(v));
+    }
+}
+
+} // Namespace boost::math::statistics
+
+#endif
+
 #endif // BOOST_MATH_STATISTICS_CHATTERJEE_CORRELATION_HPP
diff --git a/include/boost/math/statistics/detail/rank.hpp b/include/boost/math/statistics/detail/rank.hpp
index 9157702462..4e5211607e 100644
--- a/include/boost/math/statistics/detail/rank.hpp
+++ b/include/boost/math/statistics/detail/rank.hpp
@@ -14,6 +14,10 @@
 #include <algorithm>
 #include <boost/math/tools/config.hpp>
 
+#ifdef BOOST_MATH_EXEC_COMPATIBLE
+#include <execution>
+#endif
+
 namespace boost { namespace math { namespace statistics { namespace detail {
 
 struct pair_equal
@@ -75,8 +79,6 @@ inline auto rank(const Container& c) -> std::vector<std::size_t>
 
 #else
 
-#include <execution>
-
 namespace boost::math::statistics::detail {
 
 template <typename ExecutionPolicy, typename ForwardIterator, typename T = typename std::iterator_traits<ForwardIterator>::value_type>