diff --git a/scripts/tests/test_translate_model.py b/scripts/tests/test_translate_model.py
new file mode 100644
index 00000000..443022ee
--- /dev/null
+++ b/scripts/tests/test_translate_model.py
@@ -0,0 +1,52 @@
+# Copyright 2023 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Tests the model translator script."""
+
+import os
+import sys
+import unittest
+
+# module hack
+LIB_PATH = os.path.join(os.path.dirname(__file__), '..', '..')
+sys.path.insert(0, os.path.abspath(LIB_PATH))
+
+from scripts import translate_model  # type: ignore # noqa (module hack)
+
+
+class TestTranslate(unittest.TestCase):
+
+  def test_icu(self) -> None:
+    model = {'a': {'x': 12, 'y': 88}, 'b': {'x': 47, 'z': 13}}
+    expect = '''
+jaml {
+    aKeys {
+        "x",
+        "y",
+    }
+    aValues:intvector {
+        12,
+        88,
+    }
+    bKeys {
+        "x",
+        "z",
+    }
+    bValues:intvector {
+        47,
+        13,
+    }
+}
+'''.strip()
+    result = translate_model.translate_icu(model)
+    self.assertEqual(result, expect)
diff --git a/scripts/translate_model.py b/scripts/translate_model.py
new file mode 100644
index 00000000..d99a7142
--- /dev/null
+++ b/scripts/translate_model.py
@@ -0,0 +1,61 @@
+# Copyright 2023 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     https://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""Translates a model JSON file to another format, such as ICU Resource Bundle."""
+
+import argparse
+import json
+import typing
+
+ArgList = typing.Optional[typing.List[str]]
+
+
+def translate_icu(model: typing.Dict[str, typing.Dict[str, int]]) -> str:
+  """Translates a model to the ICU Resource Bundle format.
+
+  The output is intended to update the data in:
+  https://github.com/unicode-org/icu/blob/main/icu4c/source/data/brkitr/adaboost/jaml.txt
+
+  Args:
+    model: A model.
+  Returns:
+    A model string formatted in the ICU Resource Bundle format.
+  """
+  indent = '    '
+  output = 'jaml {\n'
+  for group_name, members in model.items():
+    output += f'{indent}{group_name}Keys {{\n'
+    for key in members.keys():
+      output += f'{indent}{indent}"{key}",\n'
+    output += f'{indent}}}\n'
+    output += f'{indent}{group_name}Values:intvector {{\n'
+    for val in members.values():
+      output += f'{indent}{indent}{val},\n'
+    output += f'{indent}}}\n'
+  output += '}'
+  return output
+
+
+def main() -> None:
+  parser = argparse.ArgumentParser(description=__doc__)
+  parser.add_argument(
+      'model', help='File path for the JSON format model file.', type=str)
+  args = parser.parse_args()
+  model_path: str = args.model
+  with open(model_path) as f:
+    model = json.load(f)
+  print(translate_icu(model))
+
+
+if __name__ == '__main__':
+  main()