diff --git a/02-data/processed/relevant/Clark2019.yml b/02-data/processed/relevant/Clark2019.yml
index 42d6bb2..38b9032 100644
--- a/02-data/processed/relevant/Clark2019.yml
+++ b/02-data/processed/relevant/Clark2019.yml
@@ -23,7 +23,7 @@ causal: 1 # 0 correlation / 1 causal
 theory: economic empowerment theory
 limitations: results restricted to 1 year; relatively high attrition rate
 observation:
-  - intervention: maternity benefits; childcare subsidy
+  - intervention: subsidy (childcare)
     institutional: 0
     structural: 1
     agency: 0
@@ -35,7 +35,7 @@ observation:
     channels: increased ability to work through lower childcare burden
     direction: 1 
     significance: 2 # 0 nsg / 1 msg / 2 sg
-  - intervention: childcare subsidy
+  - intervention: subsidy (childcare)
     institutional: 0
     structural: 1
     agency: 0
@@ -50,7 +50,7 @@ observation:
 
 notes:
 annotation: | 
-  An experimental study on the impacts of providing childcare vouchers to poort women in urban Kenya, estimating the impacts on their economic empowerment.
+  An experimental study on the impacts of providing childcare vouchers to poor women in urban Kenya, estimating the impacts on their economic empowerment.
   The empowerment is measured through disaggregated analyses of maternal income, employment probability and hours worked.
   It finds that, for married mothers there was a significantly positive effect on employment probability and hours worked, suggesting their increased ability to work through lower childcare costs increasing personal agency.
   For single mothers, it finds a negative effect on hours worked, though with a stable income.
diff --git a/02-data/processed/relevant/Debowicz2014.yml b/02-data/processed/relevant/Debowicz2014.yml
index a6072d9..30f6b08 100644
--- a/02-data/processed/relevant/Debowicz2014.yml
+++ b/02-data/processed/relevant/Debowicz2014.yml
@@ -23,7 +23,7 @@ causal: 1 # 0 correlation / 1 causal
 theory: human capital theory
 limitations: analytical household-level limitations; no indirect cost-effects able to be accounted for; static model
 observation:
-  - intervention: cash transfer (conditional)
+  - intervention: direct transfers (cash)
     institutional: 0
     structural: 1
     agency: 0
diff --git a/02-data/processed/relevant/Hojman2019.yml b/02-data/processed/relevant/Hojman2019.yml
index 0acda7f..09b357d 100644
--- a/02-data/processed/relevant/Hojman2019.yml
+++ b/02-data/processed/relevant/Hojman2019.yml
@@ -23,7 +23,7 @@ causal: 1 # 0 correlation / 1 causal
 theory:
 limitations: effect on employment is insignificant with IV on randomization alone; relatively small overall sample
 observation:
-  - intervention: maternity benefits; childcare subsidy
+  - intervention: subsidy (childcare)
     institutional: 0
     structural: 1
     agency: 1