Check out the nice new paper here, by Hee Soo Kim, Christian Matthes, and Toan Phan. Clever and nicely-controlled use of the Actuaries Climate Index (ACI) in an Auerbach-Gorodnichenko (AG, 2012) style smooth-transition VAR. Much bigger effects of extreme weather in more recent years! I look forward to learning/thinking more about assumptions embedded in the AG framework, and the role that they may play in conjunction with the new ACI data in producing the result.
Friday, August 27, 2021
Thursday, August 19, 2021
Interactive Climate Change Simulator
Hsiang Chosen for National Climate Assessment
Monday, August 16, 2021
Unconditional and Conditional Density Forecast Calibration
I have been reading a new paper by Tilman Gneiting and Johannes Resin (GR2021) -- deep and thought-provoking as always -- "Regression Diagnostics meets Forecast Evaluation: Conditional Calibration, Reliability Diagrams, and Coefficient of Determination."
Their paper pushes in a variety of interesting ways toward aspects of conditional as opposed to merely unconditional (uniform probability transform, or PIT) density forecast calibration.
That's largely what the iid part of the Diebold-Gunther-Tay (DGT 1998) result ("correct conditional calibration implies PIT ~ iid U(0,1)") is about, and DGT emphasize and illustrate that one needs to check not just the condition for correct unconditional calibration (PIT ~ U(0,1)), but rather the joint condition PIT ~ iid U(0,1).
I want to understand more about the GR2021 results in their relation to the iid part of the DGT1998 PIT ~ iid U(0,1) result.
Some relevant history and perspective are at https://fxdiebold.blogspot.com/2018/06/peter-christoffersen-and-density.html.
The GR2021 paper and code are at:
https://urldefense.com/v3/__https://arxiv.org/abs/2108.03210__;!!IBzWLUs!BtUAeIBxhkYOch-aPxSnALk9MfYczGKu4G37CXTTHnimafIb85ov4cY12xVEYhicRaVT$
https://urldefense.com/v3/__https://github.com/resinj/replication_GR21__;!!IBzWLUs!BtUAeIBxhkYOch-aPxSnALk9MfYczGKu4G37CXTTHnimafIb85ov4cY12xVEYsNE2Kt1$
Climate change and financial risk
Climate change and financial risk. The SF Fed's virtual seminars on climate economics