The variations of oxygen abundance and ionization parameter in HII regions are usually thought to be the dominant factors that produce the variations seen in observed emission line spectra. However, if and how these two quantities are physically related is hotly debated in the literature. We present ongoing research into the correlation between abundance and ionization parameter using the Star formation, Ionized Gas, and Nebular Abundances Legacy Survey’s (SIGNALS) large sample of Local Universe HII regions collected with the CFHT imaging spectrograph SITELLE. Using a combination of this large observational data set and photoionization models, we show that the correlation (if any) between ionization parameter and oxygen abundance is highly model dependent.