“…For example, brain size does not scale linearly with body size within (Rubinstein, 1936) or across (e.g., Fitzpatrick et al, 2012;Montgomery, Capellini, Barton, & Mundy, 2010) species, brain regions do not scale uniformly with total brain size across species (see Heterogeneity in Brain Composition Within Taxonomic Groups section; e.g., Barton & Harvey, 2000;Farris & Schulmeister, 2011;Gonzalez-Voyer, Winberg, & Kolm, 2009), brain size does not uniformly scale with neuron number across taxa (see Heterogeneity in Brain Composition Within Taxonomic Groups section; Herculano-Houzel, Catania, Manger, & Kaas, 2015;Olkowicz et al, 2016), brain size does not necessarily translate into cognitive ability (see the Assumptions and Limitations About What Brains Mean for Cognition section and the Measuring Cognition Through Behavior Is Noisy Because We Use Unvalidated Proxies section), and brain size is not consistently related to variables of interest even within species (see the Does Selection Act on Brain Size? section; e.g., there are sex differences with regard to brain size and its relationship with cognition [Kotrschal et al, 2014;Kotrschal et al, 2013] and fitness and longevity [Logan, Kruuk, Stanley, Thompson, & Clutton-Brock, 2016]). Therefore, a research program that relies on one or more of these assumptions is limited in its ability to make reliable inferences about what brain size measures and what it means when such measures correlate (or not) with other traits.…”