The census or population de facto and the household registration records are the two target population types commonly used by survey investigators in Taiwan. This article examines the adequacy of their roles as the golden standards of population parameters. The study uses data from The 2001 National Health Interview Survey, The 2001 Taiwan's Election and Democratization Studies, and some typical telephone surveys to compare sampling frames and coverage rates for each of the target populations. The results show that neither census data nor household registration records can reflect the true population status in Taiwan. One of the prime reasons is the large quantity of Taiwanese people living in mainland China for various reasons but the matter is not properly handled by the census and household registration authorities. Other causes such as methods of data collection for the census and quality of data maintenance of household registration records all contribute to the shortcomings of the correct population counts in Taiwan. On the other hand, telephone surveys tend to have the lowest coverage rates among all types of surveys. Their demographic compositions of sample data also deviate severely from the target population, The study suggests that telephone surveys take necessary remedy measures before making inferences.