diff --git a/the-pulse/posts/2026/07/31/DQUL_July.qmd b/the-pulse/posts/2026/07/31/DQUL_July.qmd
index 86263767..1686ed93 100644
--- a/the-pulse/posts/2026/07/31/DQUL_July.qmd
+++ b/the-pulse/posts/2026/07/31/DQUL_July.qmd
@@ -108,7 +108,7 @@ This article is licensed under a Creative Commons Attribution 4.0 (CC BY 4.0)
 
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 **How to cite** :  
-Redman, Hoerl and de Mowbray 2026. “**Data Quality Under the Lens: Was the 2020 US Census “fit-for-apportionment”?**, 2026. [URL](https://realworlddatascience.net/the-pulse/posts/2026/06/12/DQUL_hypertension.html)
+Redman, Hoerl and de Mowbray 2026. “**Data Quality Under the Lens: Was the 2020 US Census “fit-for-apportionment”?**, 2026. [URL](https://realworlddatascience.net/the-pulse/posts/2026/07/31/DQUL_July.html)
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