diff --git a/analyses/new_feature/README.md b/analyses/new_feature/README.md
index b865f3a3..95ded0d8 100644
--- a/analyses/new_feature/README.md
+++ b/analyses/new_feature/README.md
@@ -2,13 +2,13 @@
 
 ## Overview
 
-This directory contains Quarto analysis documents for the residential model. These documents need to be manually triggered following a model run. At present, they are designed to test the implementation of new features. These `qmd` files are located in the `new_feature` folder. In that folder, there are three sub-folders, `categorical`, `continuous`, and `shared`. `Shared` contains relevant information for both categorical and continuous variables, most notably the ingest script.
+This directory contains Quarto analysis documents for the residential model. These documents need to be manually triggered following a model run. At present, the only directory is to test new features. These `qmd` files are located in the `new_feature` folder. In that folder, there are three sub-folders, `categorical`, `continuous`, and `shared`. `Shared` contains relevant information for both categorical and continuous variables, most notably the ingest script.
 
 ## Structure
 
 The documents in this directory are **modularized** and separated by topic area. Documents prefixed with an underscore are considered **modules** and can be interpolated into other documents using the Quarto [include shortcode](https://quarto.org/docs/authoring/includes.html).
 
-For example, `categorical/categorial_shaps.qmd` produces charts and tables relating to the SHAP values of the newly added features. It uses the shortcode `{{< include ../_setup.qmd >}}` on the first line to run `_setup.qmd`, which loads all necessary libraries and data dependencies.
+For example, `categorical/categorial_shaps.qmd` produces charts and tables relating to the SHAP values of the newly added features. It uses the shortcode `{``{{< include ../shared/setup_shared.qmd >}}` on the first line to run `setup_shared.qmd`, which loads all necessary libraries and data dependencies.
 
 Main documents do not have an underscore prefix. They combine metadata with multiple modules to generate a single, large report. For example, `categorical/categorical_new_feature.qmd` combines modules and renders to a single HTML document with a table of contents.
 
@@ -16,7 +16,7 @@ Main documents do not have an underscore prefix. They combine metadata with mult
 
 ### Adding New Content
 
-To add new content to a module of a main document, simply edit the relevant module. Your changes will be interpolated directly into the main document when it renders.
+To add new content to a module of a document, simply edit the relevant module. Your changes will be interpolated directly into the main document when it renders. Make sure that changes are tracked in both `categorial` and `continuous` (if necessary).
 
 Be sure to load any new data you used in the module in `_shared_setup.qmd`, and add any new libraries you used to the main `DESCRIPTION` file (see [Managing R Dependencies](https://github.com/ccao-data/model-res-avm?tab=readme-ov-file#managing-r-dependencies) in the main README).