I have several measures on different memory tests. I consider these measures may actually measure different aspects of memory functioning and every measure contains a measurement error. I am thinking about two strategies. First one is using one measure as instrument variable. If errors are assumed independent, then IV gives a noise free measure. The second option is using factor analysis. I will derive the first factor and use it as an error-free measure.
Are these two methods valid? Thanks a lot.