This document provides a critical overview of equations used to analyze pumping test data to determine aquifer parameters. It discusses the assumptions and limitations of the commonly used Theis equation. Three alternative mathematical solutions to the exponential integral in the Theis equation are derived: self-similar, separable variable, and travelling wave. Further analysis of the self-similar solution provides an alternative approach using a normal graph of drawdown versus time intervals in log cycles to determine transmissivity. This method is applied to pumping test data from two aquifers in Nigeria, yielding transmissivity values that align with known properties of the aquifers. The analysis suggests the normal graph approach provides a good alternative or supplementary method to traditional curve-matching techniques for