Regardless of the approach taken to cost estimation, data collection will affect how 'good' the estimation is.

Cost Estimation

The process of forecasting the likely costs of a project or production, based on various factors and historical data.

Data Collection

The process of gathering and measuring information on variables of interest, in an established systematic fashion that enables one to answer stated research questions, test hypotheses, and evaluate outcomes.