diff --git a/model_data/simulation_system/README.md b/model_data/simulation_system/README.md
index e98767ea..ca7e90ee 100644
--- a/model_data/simulation_system/README.md
+++ b/model_data/simulation_system/README.md
@@ -3,7 +3,7 @@
 Starter Readme:
 Steps for pipeline:
 
-- (WIP) Set up the training development environment
+- Set up the training development environment
     - Change directory to this folder (simulation_system)
     - Run the following command `make env PYTHON_VERSION=3.10.12`
     - This will install the specified python version using `pyenv` and select this version as the global python version
@@ -56,6 +56,21 @@ Steps for pipeline:
         - I.e. the hyperparameters for models are in here but will move into a separate configuration file
 
 
+Data Workflow (DVC):
+- We can store artifacts (data/ models) in S3 but can add versioning to these artifacts by leveraging DVC (Not Just Data Version Control)
+- How does this work:
+    - (Initial run): Use the `dvc init` command to turn a git repo into a dvc repo
+        - This will add a dvc config file and add a gitignore file
+            -  use git to commit these files
+    - For any data/artifact file that is generated, we use the `dvc add <FILE/Directory>` command to track the file
+        - This creates a `<FILE/directory>.dvc` file that has the metadata of the corresponding artifact
+    - Now we need to add a remote location to where the files should be stored (or cached version of the data). This is done using the `dvc remote add REMOTE-NAME s3://REMOTE-LOCATION`
+        - The two remotes set up for this repo are `build-data-remote` and `etl-data-remote`, both pointing to different folders in s3
+    - You can use `dvc push` to move the data files to the remote storage locations
+    - Now if you every delete you data, you can run `dvc pull` and this will download all data back to the relative folders that have `.dvc` files
+
+- In this repo, this has been setup, so all you will need to do it run `dvc pull` to get all the latest data
+
 # TODO:
 - Structure/ MLOps:
     - Add configuration files (dev, staging, prod), including hyperparamters
diff --git a/model_data/simulation_system/requirements/training/training-dev.txt b/model_data/simulation_system/requirements/training/training-dev.txt
index bcba4f18..a8136586 100644
--- a/model_data/simulation_system/requirements/training/training-dev.txt
+++ b/model_data/simulation_system/requirements/training/training-dev.txt
@@ -3,3 +3,5 @@ pandas==1.5.3
 seaborn==0.12.2
 s3fs==2023.6.0
 pre-commit==3.3.3
+dvc
+dvc[s3]
diff --git a/model_data/simulation_system/requirements/training/training.txt b/model_data/simulation_system/requirements/training/training.txt
index cb2e1f87..33d86ede 100644
--- a/model_data/simulation_system/requirements/training/training.txt
+++ b/model_data/simulation_system/requirements/training/training.txt
@@ -2,3 +2,5 @@ autogluon==0.8.2
 pandas==1.5.3
 seaborn==0.12.2
 s3fs==2023.6.0
+dvc
+dvc[s3]