To ensure your analysis is credible, you must demonstrate that your coding is consistent. A common way to achieve this is through Interrater Reliability: having multiple researchers code the same data to verify that they interpret the categories in the same way.
If working with a team, IRR measures how consistently different coders apply the same codes.