diff --git a/02-data/processed/relevant/Broadway2020.yml b/02-data/processed/relevant/Broadway2020.yml
index 9542254..075fe8d 100644
--- a/02-data/processed/relevant/Broadway2020.yml
+++ b/02-data/processed/relevant/Broadway2020.yml
@@ -23,7 +23,7 @@ causal: 1 # 0 correlation / 1 causal
 theory:
 limitations: can not account for child-care costs; can not fully exclude selection bias into motherhood; potential (down-ward) bias through pre-birth labor supply effects/financial crisis
 observation:
-  - intervention: paid leave
+  - intervention: paid leave (childcare)
     institutional: 1
     structural: 1
     agency: 0
diff --git a/02-data/processed/relevant/Davies2022.yml b/02-data/processed/relevant/Davies2022.yml
index d603736..9aa5c7f 100644
--- a/02-data/processed/relevant/Davies2022.yml
+++ b/02-data/processed/relevant/Davies2022.yml
@@ -23,7 +23,7 @@ causal: 0 # 0 correlation / 1 causal
 theory: scarce high-level academic female representation through 'leaky pipeline'
 limitations: fragmented data restricting observable variables; doest not account for atypical/short-term contracts
 observation:
-  - intervention: maternity leave
+  - intervention: paid leave (childcare)
     institutional: 0
     structural: 1
     agency: 1
diff --git a/02-data/processed/relevant/Gilbert2001.yml b/02-data/processed/relevant/Gilbert2001.yml
index ba4fe49..771c263 100644
--- a/02-data/processed/relevant/Gilbert2001.yml
+++ b/02-data/processed/relevant/Gilbert2001.yml
@@ -16,7 +16,7 @@ data: national administrative panel survey British Household Panel Survey (BHPS)
 design: observational
 method: observational methods with counterfactual approach
 sample: 5500
-unit: households
+unit: household
 representativeness: subnational, rural
 causal: 1 # 0 correlation / 1 causal