diff --git a/docs/source/how_to/how_to_algorithm_selection.ipynb b/docs/source/how_to/how_to_algorithm_selection.ipynb
index d6bbeb15c..0dfc58307 100644
--- a/docs/source/how_to/how_to_algorithm_selection.ipynb
+++ b/docs/source/how_to/how_to_algorithm_selection.ipynb
@@ -52,7 +52,7 @@
     "    E[\"Can you exploit<br/>a least-squares<br/>structure?\"] -- yes --> F[\"differentiable?\"]\n",
     "    E[\"Can you exploit<br/>a least-squares<br/>structure?\"] -- no --> G[\"differentiable?\"]\n",
     "\n",
-    "    F[\"differentiable?\"] -- yes --> H[\"scipy_ls_lm<br/>scipy_ls_trf<br/>scipy_ls_dogleg\"]\n",
+    "    F[\"differentiable?\"] -- yes --> H[\"scipy_ls_lm<br/>scipy_ls_trf<br/>scipy_ls_dogbox\"]\n",
     "    F[\"differentiable?\"] -- no --> I[\"nag_dflos<br/>pounders<br/>tao_pounders\"]\n",
     "\n",
     "    G[\"differentiable?\"] -- yes --> J[\"scipy_lbfgsb<br/>nlopt_lbfgsb<br/>fides\"]\n",