diff --git a/scoping_review.qmd b/scoping_review.qmd
index aebf693..245fed0 100644
--- a/scoping_review.qmd
+++ b/scoping_review.qmd
@@ -1185,6 +1185,12 @@ A variety of studies also look at female economic empowerment outcomes through a
 focusing on the effects of interventions aimed at maternity support for the mother and/or children ---
 childcare programmes, paid leave and maternity benefits.
 
+<!-- gender inequality frameworks/conclusions -->
+As @Grotti2016 demonstrate, an increased gender equality does not engender an increase in overall economic inequality.
+Using the Theil index, they decompose a method to account for the different mediating effects of employment similarity and earnings similarity between the genders and find that neither correlated with an increased income inequality.
+In fact the opposite seems the case, at least in their analysis of developed nations, with increased female employment reducing the economic inequality,
+which they see rather generated by a polarisation between high-income and low-income households.
+
 ## Spatial inequalities
 
 Spatial inequalities are less focused within European, Central Asian and North American regions, 
@@ -1404,4 +1410,3 @@ print(f"""
 ```
 
 {{< pagebreak >}}
-