Comment by fujimotos

Indeed. Even within a single economy, plotting a scatter plot for enough data points (e.g. 25 years) makes Philips curves just broken.

It was a gong moment for me when I came across a short passage discussing its foundedness.

* Freedman, Pisani and Purves Statistics, 4th edition (p153)