Evaluating the quality of textual data analysis often hinges on measuring its precision. Precision, in this context, indicates the extent to which the results faithfully reflects the true content of the text. Ensuring high precision is essential for creating trustworthy insights from textual data, as inaccuracies can materially affect the validity