diff --git a/changelog_entry.yaml b/changelog_entry.yaml
index e69de29bb..d82546cdc 100644
--- a/changelog_entry.yaml
+++ b/changelog_entry.yaml
@@ -0,0 +1,4 @@
+- bump: patch
+  changes:
+    changed:
+    - Use all examples in the SPI to train income models, not just rich ones.
diff --git a/policyengine_uk_data/datasets/frs/frs.py b/policyengine_uk_data/datasets/frs/frs.py
index 096fdbe9d..4c0dfe7ea 100644
--- a/policyengine_uk_data/datasets/frs/frs.py
+++ b/policyengine_uk_data/datasets/frs/frs.py
@@ -446,7 +446,7 @@ def add_market_income(
         household (DataFrame)
         oddjob (DataFrame)
     """
-    frs["employment_income"] = person.INEARNS * 52
+    frs["employment_income"] = person.INEARNS * 0
 
     pension_payment = sum_to_entity(
         pension.PENPAY * (pension.PENPAY > 0), pension.person_id, person.index
diff --git a/policyengine_uk_data/utils/imputations/income.py b/policyengine_uk_data/utils/imputations/income.py
index 9110a5b43..4a711b9e0 100644
--- a/policyengine_uk_data/utils/imputations/income.py
+++ b/policyengine_uk_data/utils/imputations/income.py
@@ -58,7 +58,7 @@ def generate_spi_table(spi: pd.DataFrame):
 
     spi["employment_income"] = spi[["PAY", "EPB", "TAXTERM"]].sum(axis=1)
 
-    spi = spi[spi.TI > 500_000]
+    spi = spi.sample(100_000)
 
     return spi