diff --git a/README.md b/README.md
index 01fe9ea..c733bb0 100644
--- a/README.md
+++ b/README.md
@@ -3,8 +3,8 @@
 ![Python version badge](https://img.shields.io/badge/python-3.11.3-blue.svg)
 [![PySB version badge](https://img.shields.io/badge/PySB->%3D1.15.0-9cf.svg)](https://pysb.org/)
 [![license](https://img.shields.io/github/license/blakeaw/pysb-pkpd.svg)](LICENSE)
-![version](https://img.shields.io/badge/version-0.3.1-orange.svg)
-[![release](https://img.shields.io/github/release-pre/blakeaw/pysb-pkpd.svg)](https://github.com/blakeaw/pysb-pkpd/releases/tag/v0.3.1)
+![version](https://img.shields.io/badge/version-0.3.2-orange.svg)
+[![release](https://img.shields.io/github/release-pre/blakeaw/pysb-pkpd.svg)](https://github.com/blakeaw/pysb-pkpd/releases/tag/v0.3.2)
 
 
 __`pysb-pkpd` enables you to efficiently program and simulate dynamic PK/PD and QSP models in Python using the PySB modeling framework.__ 
@@ -56,27 +56,27 @@ Note that `pysb-pkpd` has the following core dependencies:
 
 ### pip install
 
-You can install `pysb-pkpd` version 0.3.1 with `pip` sourced from the GitHub repo:
+You can install `pysb-pkpd` version 0.3.2 with `pip` sourced from the GitHub repo:
 
 ##### with git installed:
 
 Fresh install:
 ```
-pip install git+https://github.com/blakeaw/pysb-pkpd@v0.3.1
+pip install git+https://github.com/blakeaw/pysb-pkpd@v0.3.2
 ```
 Or to upgrade from an older version:
 ```
-pip install --upgrade git+https://github.com/blakeaw/pysb-pkpd@v0.3.1
+pip install --upgrade git+https://github.com/blakeaw/pysb-pkpd@v0.3.2
 ```
 ##### without git installed:
 
 Fresh install:
 ```
-pip install https://github.com/blakeaw/pysb-pkpd/archive/refs/tags/v0.3.1.zip
+pip install https://github.com/blakeaw/pysb-pkpd/archive/refs/tags/v0.3.2.zip
 ```
 Or to upgrade from an older version:
 ```
-pip install --upgrade https://github.com/blakeaw/pysb-pkpd/archive/refs/tags/v0.3.1.zip
+pip install --upgrade https://github.com/blakeaw/pysb-pkpd/archive/refs/tags/v0.3.2.zip
 ```
 ### Manual install