is an air pollutant affecting allergies and lung function (Mendell, 2007) and cancer risk (Salthammer et al., 2010), leading to its classification as a hazardous air pollutant in the 1990 Clean Air Act, and is included in the National Air Toxics Assessment (NATA) of the United States Environmental Protection Agency (U.S. EPA). While exposure to formaldehyde is greater in indoor air than outdoors (e.g., Daisey et al., 2003; Kinney et al., 2002), ambient (outdoor) concentrations account for about 30% of total exposure (Loh et al., 2007). In addition to its direct health effects, formaldehyde serves an indicator of chemical processes forming ground-level ozone, due to its role as a byproduct of volatile organic compound (VOC) oxidation (Sillman, 1995). As a primary pollutant, HCHO is directly emitted from plants and soils, wildfires and other wood-burnings, mobile vehicle sources, industrial processes, and other combustion and chemical activities (Liteplo et al., 2002; Salthammer, 2013). Secondary production from VOC oxidation exceeds primary emissions in most areas of the U.S. (e.g., D. J. Luecken et al. 2012), with natural VOC sources greater than anthropogenic sources (e.g., Millet et al., 2006). After photolysis and reactions with the hydroxyl radical (OH), formaldehyde has an atmospheric lifetime of a few hours (Atkinson, 2000; Levy, 1972). To support health assessment and regulatory activities, the EPA monitors ambient HCHO across the U.S. However, the data coverage provided by ground-based monitors is limited, with a high level of spatial and temporal heterogeneity. In the summer of 2011, the main focus period for this study, ground-based formaldehyde observations made with a 1, 3, or 24-h duration are available from 132 monitors across the U.S., but most monitors report data for a small fraction of the monitoring period. For example, 85% of monitors only report every 6-12 days.