We used various instruments to create a calibration curve showing the relationship between absorbance and molarity of a potassium permanganate solution. Stock and daughter solutions were created through serial dilutions and transferred to spectrophotometer cells to measure absorbance at 535nm. The resulting data was plotted on a graph, where increasing absorbance correlated with increasing molarity. Some points fell outside the linear regression, possibly due to imprecise dilution techniques. Removing these outlier points resulted in a cleaner linear regression to better interpret the calibration curve relationship.