I assume you are referring to pH calibration solutions, for which I may have some insight.
The pH calibration solutions I frequently use at work last about 4-8 months after having been opened. I would suspect that oxidation and precipitation of the buffer compounds may be the causes of degrading quality.
The easy way to find out would be to mix up and store a calibration solution for a few months and compare it to a freshly mixed solution to see how big the deviation is.