P-spline
\pi\-spline\
P-splines (penalized splines) are a mathematical tool used to smooth and extrapolate trends in historical data, particularly in mortality modeling.
In practice, P-splines are effective at providing a close fit to historical mortality trends. However, when used to project future trends, they tend to be heavily influenced by the most recent data, which can limit their reliability for long-term forecasting.