Seasonal and regional variations of primary (OC
pri) andsecondary (OC
sec) organic carbon aerosols across thecontinental United States for the year 2001 were examinedby a semi-empirical technique using observed OC andelemental carbon (EC) data from 142 routine monitoringsites in mostly rural locations across the country, coupledwith the primary OC/EC ratios, obtained from a chemicaltransport model (i.e., Community Multiscale Air Quality (CMAQ)model). This application yields the first non-mechanisticestimates of the spatial and temporal variations in OC
pri andOC
sec over an entire year on a continental scale. Thereis significant seasonal and regional variability in the relativecontributions of OC
pri and OC
sec to OC. Over the continentalUnited States, the median OC
sec concentrations are0.13, 0.36, 0.63, 0.44, and 0.42
g C m
-3 in winter (DJF),spring (MAM), summer (JJA), fall (SON), and annual,respectively, making 21, 44, 51, 42, and 43% contributionsto OC, respectively. OC
pri exceeds OC
sec in all seasonsexcept summer. Regional analysis shows that the southeasternregion has the highest concentration of OC
pri (annualmedian = 1.35
g C m
-3), whereas the central region hasthe highest concentration of OC
sec (annual median =0.76
g C m
-3). The mechanistic OC
sec estimates from theCMAQ model were compared against the independentlyderived semi-empirical OC
sec estimates. The results indicatethat the mechanistic model reproduced the monthlymedians of the semi-empirical OC
sec estimates well overthe northeast, southeast, midwest, and central regions in allmonths except the summer months (June, July, andAugust), during which the modeled regional monthlymedians were consistently lower than the semi-empiricalestimates. This indicates that the CMAQ model is missingOC
sec formation pathways that are important in the summer.