diff --git a/README.md b/README.md
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+++ b/README.md
@@ -4,8 +4,9 @@
 
 [![codecov](https://codecov.io/gh/thorek1/MacroModelling.jl/branch/main/graph/badge.svg?token=QOANGF5MSX)](https://codecov.io/gh/thorek1/MacroModelling.jl)
 [![CI](https://github.com/thorek1/MacroModelling.jl/actions/workflows/ci.yml/badge.svg?branch=main)](https://github.com/thorek1/MacroModelling.jl/actions/workflows/ci.yml)
-[![DOI](https://zenodo.org/badge/571475096.svg)](https://zenodo.org/badge/latestdoi/571475096)
+[![DOI](https://joss.theoj.org/papers/10.21105/joss.05598/status.svg)](https://doi.org/10.21105/joss.05598)
 [![Downloads](https://shields.io/endpoint?url=https://pkgs.genieframework.com/api/v1/badge/MacroModelling)](https://pkgs.genieframework.com?packages=MacroModelling)
+<!-- [![DOI](https://zenodo.org/badge/571475096.svg)](https://zenodo.org/badge/latestdoi/571475096) -->
 <!-- [![](https://img.shields.io/badge/docs-dev-blue.svg)](https://thorek1.github.io/MacroModelling.jl/dev) -->
 
 **Author: Thore Kockerols (@thorek1)**