markjrieke / 2024-potus

repo for constructing a 2024 presidential election forecast
MIT License
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Long term pollster error across cycles #14

Open markjrieke opened 3 months ago

markjrieke commented 3 months ago

We have information about pollster bias across many cycles. This can be used to inform poll level priors by running a model that fixes the random walk to the observed outcome on day $d=D$. Pollster, mode, etc. bias can then be given as a random walk over the observed cycles.

See, for example, the last paragraph in section 3.2 in Linzer, 2013

markjrieke commented 2 months ago

This methodology can also be used to set better priors whole-cloth. If parameters change from cycle to cycle (e.g., avg polling error, scale of sampling methodology, etc.), then I should think of them as a random walk over each cycle & use the output to set 2028 priors