#statstab #635 Standardization and other approaches to meta-analyze differences in means

Thoughts: A good resource for selecting the standardiser in your SMD & comments for the {metafor} pkg.

#metaanalysis #smd #effectsize #cohend #bias #heterogeneity

onlinelibrary.wiley.com/doi/10.1002/...

#statstab #623 Six Lemmas Concerning Heterogeneity and Nonlinearity in Causal Inference

Thoughts: A very clear treaty of Causal inference problems.

#causalinference #ATE #MachineLearning #inference #bias #heterogeneity #lemma #nonlinear #observational

math.la.asu.edu/~prhahn/six-...

#statstab #618 True and false interindividual differences in the physiological response to an intervention

Thoughts: Not all individual participant/data plots show what you think.

#dataviz #plots #variance #variability #randomization #heterogeneity

physoc.onlinelibrary.wiley.com/doi/ftr/10.1...

💥 We also find substantial intra-party #heterogeneity. So while there is still a clear AfD–Greens divide, climate politics cannot be fully understood along a simple left–right divide. Understanding these differences matters because they may shape the ambition and implementation of climate #policies.