“…There have been many proposals for reducing representations in which a mixture of 10 000+ different types of molecules (Hamilton et al, 2004) are represented by some combination of their molecular size, carbon number, polarity, or elemental ratios (Pankow and Barsanti, 2009;Kroll et al, 2011;Daumit et al, 2013;Donahue et al, 2012), many of which are associated with observable quantities (e.g., by aerosol mass spectrometry (AMS; Jayne et al, 2000), gas chromatography-mass spectrometry (GC-MS and GCxGC-MS; Rogge et al, 1993;Hamilton et al, 2004)). Molecular bonds or organic functional groups (FGs), which are the focus of this manuscript, can also be used to provide reduced representations for mixtures and have been shown useful for organic mass (OM) quantification, source apportionment, and prediction of hygroscopicity and volatility (e.g., Russell, 2003;Donahue, 2011;Russell et al, 2011;Suda et al, 2014). Examples of property estimation methods include models for purecomponent vapor pressure (Pankow and Asher, 2008;Compernolle et al, 2011), UNIFAC, and its variations for activity coefficients and viscosity (Ming and Russell, 2001;Griffin et al, 2002;Zuend et al, 2008Zuend et al, , 2011.…”