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We perform random error analysis using paired field observations taken under identical conditions from 16 to 26 year records in the North Temperate Lakes Long-Term Ecological Research (NTL LTER) dataset to quantify and characterize the random error in carbon system parameters. We propagate parameter errors onto three carbonate equilibria using a Monte Carlo approach in order to investigate the effect of those uncertainties on calculated pCO2 in four lake groups across a broad gradient of alkalinity and dissolved organic carbon concentrations. We also determine which carbonate equilibrium and alkalinity group is least sensitive to variation in input parameters and gives the most precise estimates of pCO2. We also compare calculated pCO2 with direct pCO2 observations to investigate if random error magnitudes among the two are comparable. Finally, we determine if random errors are the major source of uncertainty in pCO2