We present the development of the adjoint of a comprehensive cloud droplet formation parameterization for use in aerosol-cloud-climate interaction studies. The adjoint efficiently and accurately calculates the sensitivity of cloud droplet number concentration (CDNC) to all parameterization inputs (e. g. https://www.jmannino.com/quick-save-Arcade-Smokey-Bear-Belt-p10222-great-pick/