diff --git a/CHANGELOG.md b/CHANGELOG.md
index d13e702..a6f7e3c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,8 @@
 # Changelog
 
+## 0.5.3 - 2022-08-19
+* Distribute tests without historic runtime data evenly between subsuites.
+
 ## 0.5.2 - 2022-08-17
 * Improve task splitting based on historic tests runtime.
 
diff --git a/Cargo.lock b/Cargo.lock
index 2a9e951..6634b2a 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -1219,7 +1219,7 @@ dependencies = [
 
 [[package]]
 name = "mongo-task-generator"
-version = "0.5.2"
+version = "0.5.3"
 dependencies = [
  "anyhow",
  "assert_cmd",
diff --git a/Cargo.toml b/Cargo.toml
index 62d9a6f..151f619 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -1,6 +1,6 @@
 [package]
 name = "mongo-task-generator"
-version = "0.5.2"
+version = "0.5.3"
 repository = "https://github.com/mongodb/mongo-task-generator"
 authors = ["Decision Automation Group <dev-prod-dag@mongodb.com>"]
 edition = "2018"
diff --git a/src/task_types/resmoke_tasks.rs b/src/task_types/resmoke_tasks.rs
index a01fab4..6357b62 100644
--- a/src/task_types/resmoke_tasks.rs
+++ b/src/task_types/resmoke_tasks.rs
@@ -40,9 +40,6 @@ use super::{
     resmoke_config_writer::ResmokeConfigActor,
 };
 
-/// Required number of tests needing stats to use historic data for task splitting.
-const REQUIRED_STATS_THRESHOLD: f32 = 0.8;
-
 /// Parameters describing how a specific resmoke suite should be generated.
 #[derive(Clone, Debug, Default)]
 pub struct ResmokeGenParams {
@@ -385,20 +382,6 @@ impl GenResmokeTaskServiceImpl {
     }
 }
 
-/// Calculate the number of tests that fit in the given percent.
-///
-/// # Arguments
-///
-/// * `n_tests` - Total number of tests.
-/// * `percent` - Percentage to calculate.
-///
-/// # Returns
-///
-/// Number of tests that fit in the given percentage.
-fn percent_of_tests(n_tests: usize, percent: f32) -> usize {
-    (n_tests as f32 * percent) as usize
-}
-
 impl GenResmokeTaskServiceImpl {
     /// Split the given task into a number of sub-tasks for parallel execution.
     ///
@@ -421,18 +404,6 @@ impl GenResmokeTaskServiceImpl {
     ) -> Result<Vec<SubSuite>> {
         let origin_suite = multiversion_name.unwrap_or(&params.suite_name);
         let test_list = self.get_test_list(params, multiversion_name)?;
-        let required_stats_count = percent_of_tests(test_list.len(), REQUIRED_STATS_THRESHOLD);
-        if task_stats.test_map.len() < required_stats_count {
-            event!(
-                Level::WARN,
-                "Incomplete runtime stats for {}, using fallback, stat_count={}, test_count={}, limit={}",
-                &params.suite_name,
-                task_stats.test_map.len(),
-                test_list.len(),
-                required_stats_count
-            );
-            return self.split_task_fallback(params, multiversion_name, multiversion_tags);
-        }
         let total_runtime = task_stats
             .test_map
             .iter()
@@ -451,20 +422,22 @@ impl GenResmokeTaskServiceImpl {
         let sorted_test_list = sort_tests_by_runtime(test_list, task_stats);
         let mut running_tests = vec![vec![]; max_tasks];
         let mut running_runtimes = vec![0.0; max_tasks];
+        let mut left_tests = vec![];
 
         for test in sorted_test_list {
-            let mut min_idx = 0;
-            for (i, value) in running_runtimes.iter().enumerate() {
-                if value < &running_runtimes[min_idx] {
-                    min_idx = i;
-                }
-            }
-
+            let min_idx = get_min_index(&running_runtimes);
             let test_name = get_test_name(&test);
             if let Some(test_stats) = task_stats.test_map.get(&test_name) {
                 running_runtimes[min_idx] += test_stats.average_runtime;
+                running_tests[min_idx].push(test.clone());
+            } else {
+                left_tests.push(test.clone());
             }
-            running_tests[min_idx].push(test.clone());
+        }
+
+        let min_idx = get_min_index(&running_runtimes);
+        for (i, test) in left_tests.iter().enumerate() {
+            running_tests[(min_idx + i) % max_tasks].push(test.clone());
         }
 
         let mut sub_suites = vec![];
@@ -731,6 +704,25 @@ fn sort_tests_by_runtime(
     sorted_test_list
 }
 
+/// Get the index of sub suite with the least total runtime of tests.
+///
+/// # Arguments
+///
+/// * `running_runtimes` - Total runtimes of tests of sub suites.
+///
+/// # Returns
+///
+/// Index of sub suite with the least total runtime.
+fn get_min_index(running_runtimes: &[f64]) -> usize {
+    let mut min_idx = 0;
+    for (i, value) in running_runtimes.iter().enumerate() {
+        if value < &running_runtimes[min_idx] {
+            min_idx = i;
+        }
+    }
+    min_idx
+}
+
 #[async_trait]
 impl GenResmokeTaskService for GenResmokeTaskServiceImpl {
     /// Generate a task for running the given task in parallel.
@@ -1529,22 +1521,6 @@ mod tests {
         assert_eq!(get_evg_fn_name(&commands[5]), Some("run test"));
     }
 
-    // percent_of_tests tests.
-    #[rstest]
-    #[case(100, 0.8, 80)]
-    #[case(100, 1.0, 100)]
-    #[case(101, 0.8, 80)]
-    #[case(99, 0.8, 79)]
-    fn test_percent_of_tests(
-        #[case] n_tests: usize,
-        #[case] percent: f32,
-        #[case] expected_result: usize,
-    ) {
-        let result = percent_of_tests(n_tests, percent);
-
-        assert_eq!(result, expected_result);
-    }
-
     // sort_tests_by_runtime tests.
     #[rstest]
     #[case(vec![100.0, 50.0, 30.0, 25.0, 20.0, 15.0], vec![0, 1, 2, 3, 4, 5])]
@@ -1586,4 +1562,15 @@ mod tests {
 
         assert_eq!(result, expected_result);
     }
+
+    // get_min_index tests.
+    #[rstest]
+    #[case(vec![100.0, 50.0, 30.0, 25.0, 20.0, 15.0], 5)]
+    #[case(vec![15.0, 20.0, 25.0, 30.0, 50.0, 100.0], 0)]
+    #[case(vec![25.0, 50.0, 15.0, 30.0, 100.0, 20.0], 2)]
+    fn test_get_min_index(#[case] running_runtimes: Vec<f64>, #[case] expected_min_idx: usize) {
+        let min_idx = get_min_index(&running_runtimes);
+
+        assert_eq!(min_idx, expected_min_idx);
+    }
 }