However, this type of analysis is not merely the act of collecting data over time. In time series analysis, analysts record data points at consistent intervals over a set period of time rather than just recording the data points intermittently or randomly. Time series analysis is a specific way of analyzing a sequence of data points collected over an interval of time. Reference Materials Toggle sub-navigation.