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Occurrence of Pesticides in Shallow Ground Water of the United States: Initial Results from the National Water-Quality Assessment Program

Dana W. Kolpin, Jack E. Barbash, and Robert J. Gilliom

Adapted from original article published in the Environmental Science & Technology, v 32, 1998.

Sampling and Analytical Procedures
Land-Use Classification
Pesticide Use Data
Physical and Chemical Properties of Pesticides
Detection Frequencies
Overall Frequencies of Pesticide Detection and Comparisons with Previous
Multistate Studies
Relations to Pesticide Use
Relations to Pesticide Properties
Variations in Pesticide Detection Frequencies Among Land-Use categories
Table 1. Method Detection Limits, Detection Frequencies, Maximum Concentrations, and Drinking Water Quality Criteria for Pesticide Compounds
Figure 1. Locations of the 1034 sampling sites
Figure 2. Frequencies of detection of pesticide compounds in shallow groundwater
Figure 3. Frequencies of detection of selected pesticides in relation to detection threshold for shallow ground water
Figure 4. Frequencies of detection of pesticides detected in relation to agricultural use and Koc
Figure 5. Frequencies of herbicide and insecticide detection
Figure 6. Frequencies of detection of individual pesticides
Figure 7. Frequency of atrazine-residue detection

Dana W. Kolpin
U.S. Geological Survey,
400 S. Clinton St., Box 1230, Iowa City, IA 52244;
(319)-358-3614 (voice); (319)-358-3606 (fax)

Jack E. Barbash
U.S. Geological Survey,
345 Middlefield Road, MS 470
Menlo Park, CA 94025

Robert J. Gilliom
Placer Hall, 6000 J Street
Sacramento, CA 95819-6129
U.S. Geological Survey,


The first phase of intensive data collection for the National Water-Quality Assessment (NAWQA) was completed during 1993-1995 in 20 major hydrologic basins of the United States. Ground-water land-use studies, designed to sample recently recharged ground water (generally within 10 years) beneath specific land-use and hydrogeologic settings, are a major component of the ground-water quality assessment for NAWQA. Pesticide results from the 41 land-use studies conducted during 1993-95 indicate that pesticides were commonly detected in shallow ground water, having been found at 54.4% of the 1,034 sites sampled in agricultural and urban settings across the United States. Pesticide concentrations were generally low, with over 95% of the detections at concentrations less than 1 g/L. Of the 46 pesticide compounds examined, 39 were detected. The compounds detected most frequently were atrazine (38.2%), deethylatrazine (34.2%), simazine (18.0%), metolachlor (14.6%), and prometon (13.9%). Statistically significant relations were observed between frequencies of detection and the use, mobility, and persistence of these compounds.

Pesticide were commonly detected in both agricultural (56.4%; 813 sites) and urban (46.6%; 221 sites) settings. Frequent detections of pesticides in urban areas indicate that, as is the case with agricultural pesticide use in agricultural areas, urban and suburban pesticide use significantly contribute to pesticide occurrence in shallow ground water. Although pesticides were detected in ground water sampled in urban areas and all nine of the agricultural land-use categories examined, significant variations in occurrence were observed among these categories.

Maximum contaminant levels (MCLs) established by the U.S. Environmental Protection Agency for drinking water were exceeded for only one pesticide (atrazine >= 3 g/L) at a single location. However, MCLs have been established for only 25 of the 46 pesticide compounds examined, do not cover pesticide degradates, and, at present, do not take into account additive or synergistic effects of combinations of pesticide compounds or potential effects on nearby aquatic ecosystems.


The widespread use of synthetic organic pesticides over the past half century has led to their detection in many hydrologic systems of the United States and other countries (1-4). Pesticide contamination of ground water is an issue of National importance in the United States because ground water is used for drinking water by about 50% of the population (5).

Numerous studies have examined the occurrence of pesticides in ground water of the United States over the past three decades, particularly in agricultural areas (urban areas have seldom been sampled). However, the designs of past studies vary widely with respect to factors such as their analytical scope and sensitivity, the types of wells sampled, and the land uses targeted, making consistent comparisons and assessments at regional and national scales difficult (3). The National Water-Quality Assessment (NAWQA) examines ground- and surface-water quality on a National scale using a consistent study design with respect to these and other parameters (6, 7).

For each NAWQA Study Unit, ground-water quality is assessed using three principal study components (7): surveys of existing wells in major aquifers (aquifer surveys), studies focused on shallow ground water underlying specific land uses (land-use studies), and investigations of ground-water quality along individual flowpaths (flowpath studies). A National assessment of ground-water quality---and the processes that control it---will ultimately be obtained by combining the results for all three study components from NAWQA Study-Unit investigations conducted across the country, building over time as Study Units are completed.

This paper describes the pesticide results from the first set of ground-water land-use studies (31 agricultural and 10 urban) conducted in the first 20 NAWQA Study Units during 1993-1995. The objectives are: (1) to provide an initial summary of the concentrations and frequencies of detection of pesticide compounds in shallow ground water beneath agricultural and urban areas within a broad range of environmental settings across the Nation; and (2) to examine the extent to which pesticide occurrence in ground water beneath agricultural and urban areas is related to variations in the use and the physical and chemical properties of these compounds. Once the assembly of data from the first 20 NAWQA Study Units has been completed, the analysis will expand to a more detailed examination of factors affecting pesticide occurrence in ground water---including variations in hydrogeology, soil properties, well type, well construction, and agricultural management practices (e.g., irrigation and tillage).

Materials and Methods

The primary objective of each land-use study is to determine the quality of recently recharged ground water (generally within the past 10 years) beneath a specific land-use and hydrogeologic setting (7). The land-use studies provide a direct assessment of the effects of specific, recent human activities on ground-water quality, as well as an early warning of the potential for contamination of downgradient aquifers or nearby surface waters receiving ground-water discharge. To ensure that land-use study results from different Study Units are comparable, the ground-water sampling design of NAWQA employs consistent guidelines for selecting existing wells or locations for the installation of new wells (7-10). A total of 1,012 wells and 22 springs (Figure 1) were sampled for 41 land-use studies from June 1993 to March 1995. The features of these land-use studies are further described at

Sampling and Analytical Procedures. All samples were collected by U.S. Geological Survey (USGS) personnel using protocols and procedures designed to obtain a water sample representative of the targeted aquifer (11, 12). Before water samples were collected, each site was pumped until field-measured values of pH, water temperature, specific conductance, and dissolved-oxygen concentration stabilized. After being passed through a 0.7-m, baked, glass-fiber filter to remove suspended particles, 1 L of sample was either (a) stored in an amber, baked glass bottle and immediately chilled before and during shipment to the laboratory; or (b) pumped through a solid-phase extraction (SPE) cartridge, which was then chilled and shipped to the laboratory. The effectiveness of the sampling protocol and the analytical procedures used for this study was verified through the routine analysis of blank, replicate, and spiked samples for quality control (11).

In the laboratory, pesticide analytes were eluted from the SPE columns using a 3:1 hexane-isopropanol mixture. The resulting extracts were concentrated under a stream of nitrogen gas and analyzed for a total of 46 pesticide compounds---25 herbicides, 17 insecticides, 2 herbicide transformation products (degradates), and 2 insecticide degradates---using capillary column gas chromatography/mass spectrometry (12). Although dieldrin---a discontinued insecticide---is classified as a parent compound in this paper (Table 1), it also can be derived from the in situ epoxidation of aldrin (16), another discontinued insecticide. The method detection limits (MDL) of the 46 pesticide compounds varied from 0.001 to 0.018 g/L (Table 1), but these are provided only to indicate relative analytical precision and detection sensitivity and were not used as a lower limit for reporting concentrations that otherwise met compound identification criteria (12). Concentration values for detections below the MDL are designated as estimated values in the USGS data base.

Land-Use Classification. Information on cropping patterns provides a useful surrogate for agrichemical use and, to a certain extent, climatic, soil, and hydrogeologic characteristics (17). The 31 agricultural land-use studies were grouped into nine categories according to the principal crops grown within each area, based on a classification system developed for a national water-quality assessment (18).

Pesticide Use Data. To examine relations between the use and detection of pesticides in ground water, data on pesticide applications (19) were assembled for each sampled area. For each pesticide, the total amount of active ingredient applied to agricultural crops and pasture was estimated for every county containing one or more of the 813 agricultural sampling sites. The intensity of use (mass applied per unit area) for each compound was then computed by dividing the total amount applied in the sampled counties by the total area of cropland in these counties, including orchards, vineyards, citrus groves and pasture (20). The pesticide use data do not include applications to fallow land or non-agricultural areas (e.g., rights-of-way, lawns, golf courses, or sod farms), and thus do not include data for any of the counties sampled for the 10 urban land-use studies.

Physical and Chemical Properties of Pesticides. Data on some of the physical and chemical properties of pesticides were used to examine their relations to the detection of these compounds in ground water. The four parameters that have been used most frequently for this purpose are Koc, which describes the partitioning of organic compounds between water and soil organic carbon; Henry's Law Constant, which characterizes the partitioning between the aqueous and gas phases; water solubility, which provides an estimate of the maximum aqueous concentration likely to be encountered; and soil dissipation half-life, which serves as a rough indicator of persistence in situ. Values of Koc, water solubility, and soil dissipation half-life were obtained from various sources (21-26), while Henry's Law Constants were taken from the summary by Suntio et al. (27). Most literature values for soil dissipation half-life represent some unknown combination of the influences of transformation and off-site transport in reducing the concentration of a given compound at the point of measurement (3). Despite these uncertainties, the soil dissipation half-life was used as an approximate measure of persistence---instead of actual rate constants for transformation---because of the more widespread use and availability of this parameter.

Detection Frequencies. The detection frequencies for the pesticide compounds under investigation were calculated in two different ways, i.e., "unadjusted," based on all detections regardless of concentration (Table 1), and "adjusted," based on a common detection threshold for all compounds (Figure 2). The use of unadjusted detection frequencies maximizes the ability to track the movement and fate of individual pesticides in the environment because every detection is included, with no loss of information. The unadjusted method, however, is inappropriate for comparing occurrence data among pesticide compounds with varying detection thresholds because frequencies of pesticide detection are inversely related to analytical reporting limits (3,28). The adjusted method applied a common detection threshold of 0.01 g/L for computing detection frequencies, thus facilitating unbiased comparisons among compounds.

Results and Discussion

Overall Frequencies of Pesticide Detection and Comparisons with Previous Multistate Studies. Detections of pesticide compounds were widespread in the shallow ground water sampled, with one or more pesticide compounds being detected in 54.4% of the 1,034 wells and springs sampled. Thirty-nine different pesticide compounds were detected (Table 1), 26 of which had at least one concentration above 0.01 g/L (Figure 2). Consistent with findings from previous multistate studies (29), more than 95% of the reported pesticide concentrations were less than 1.0 g/L (Figure 3). With the exception of DDE, the results for the field blanks support the reliability of the pesticide data collected for this study (Table 1). The relatively frequent detections of DDE in the field blanks compared to environmental samples will be examined in more detail to determine whether any of the DDE detections in the ground-water samples arose from either sampling or laboratory procedures.

Herbicides were detected in shallow ground water much more frequently (52.4%) than were insecticides (7.5%). This pattern is consistent with early results reported by individual NAWQA Study Units (e.g., 30-32) and may be a reflection of the fact that herbicides are used in much greater quantities than insecticides (e.g., 33). Other factors, such as the persistence of the different compounds in situ or their method and timing of application, also may be important in contributing to the greater frequency of herbicide detection for this study, relative to the insecticides.

The overall frequency of pesticide detection for the 41 land-use studies is considerably higher than those reported by two previous large-scale, multistate studies of pesticide occurrence in ground water across the United States. Estimates from the National Pesticide Survey (NPS) indicated that one or more pesticides were likely to be detected in the water from 10.4% of the public-supply and 4.2% of the domestic wells in the Nation from 1988 to 1990 (34). The National Alachlor Well Water Survey (NAWWS) projected that during the period from 1987 to 1989, one or more herbicides were likely to be detected in water obtained from 12% of the estimated 6 million existing domestic wells in counties in the United States where alachlor was sold (35).

The contrasts in pesticide detection frequencies between this study and the NPS and NAWWS investigations are attributable primarily to: (1) low detection threshold characteristics of the analytical method used for NAWQA, and (2) the relatively young age of ground water sampled in the NAWQA land-use studies. Frequencies of pesticide detection are inversely related to the detection threshold (Figure 3). For example, the NAWQA detection threshold for atrazine in figure 2 is 0.01 g/L, whereas the reporting limits for the NAWWS, and NPS studies were 0.03 and 0.12 g/L, respectively. The frequencies of atrazine detection for the three studies decreased in the same order that the detection thresholds increased --- 27.7% (Figure 2), 11.68% (35), and 0.7% (34). Censoring the NAWQA atrazine data to the NPS and NAWWS reporting limits substantially decreases the atrazine detection frequency, but not to values as low as those for either the NPS or NAWWS investigations (Figure 3). A likely contributor to the remaining difference is that NAWQA land-use studies focus on sampling only shallow, recently recharged ground water, while the NPS and NAWWS studies sampled ground water from existing wells tapping ground water with considerably broader ranges in age. Previous research has shown that "younger" ground water is more likely to contain pesticides at detectable concentrations than "older" waters (28, 36).

Relations to Pesticide Use. Once variations in detection thresholds among the pesticide compounds have been accounted for (Figure 2), the reasons underlying the differences in frequencies of detection among the compounds can be examined. Previous work has demonstrated that variations in pesticide use are likely to affect the occurrence of pesticide compounds in ground water (3, 37). Since only limited data on non-agricultural use are available, the analysis of relations between occurrence and use was restricted to parent compounds with substantial present-day agricultural use, and thus excluded pesticides used primarily for non-agricultural purposes (prometon and tebuthiuron) or those that have been discontinued (dieldrin). Because of the focus on agricultural pesticides, the analysis was further limited to the data from the agricultural land-use studies. The pesticide use estimates employed in the correlation analysis are of total use in all counties included in the agricultural land-use studies. Consistent with expectation, a significant, positive relation was indeed observed between frequencies of detection (Figure 2) and estimated use (r = 0.36; p=0.02; Spearman rank correlation). Although significant, the weak correlation indicates that other factors also need to be considered to more accurately account variations in pesticide detections in ground water. Had it been available, specific information on chemical use within the vicinity of the sampled wells---rather than the estimated use throughout the surrounding counties---may have yielded a stronger relation between chemical use and pesticide detection frequencies in ground water for this study. Using the estimated use for each land-use study (discussed later in this paper), rather than the total in all counties, also may improve the relation between chemical use and pesticide detection frequencies.

Relations to Pesticide Properties. Differences in subsurface mobility and persistence among different pesticides are commonly thought to contribute to variations in their frequencies of detection in ground water. Consequently, data on the physical and chemical properties of pesticides have often been used to predict the likelihood of their reaching ground water in detectable concentrations (3).

Frequencies of pesticide detection exhibited a significant, inverse correlation with Koc values (r=-0.57, P<0.001; Spearman rank correlation), and a significant, positive correlation with water solubility (r=0.39, p=0.01; Spearman rank correlation), but correlations with soil dissipation half-life (p=0.12) and Henry's Law Constant (p=0.06) were not significant at α = 0.05. The significant correlations with Koc and water solubility are in agreement with the anticipated effects of these parameters on pesticide detections in ground water. Furthermore, the observation of a stronger correlation of detection frequency with Koc than with water solubility is consistent with the fact that the value of Koc reflects the effects of soil organic matter on pesticide transport in the subsurface, while the use of water solubilities does not (3). The absence of a significant correlation between detection frequency and Henry's Law Constant is consistent with the comparatively low volatility of the pesticide compounds examined. The lack of a significant correlation with dissipation half-life is somewhat unexpected, but may be due to (A) the variable manner in which this parameter has been determined, (B) the fact that it represents some unknown combination of transformation and off-site transport (3), and (C) the limited range of dissipation half-live values exhibited by the compounds evaluated.

Improvements in explaining the frequencies of pesticide detection determined from this study are obtained by using a multivariate approach, taking information on both estimated use and physical properties into account. All variables were log-transformed for this analysis, which resulted in relatively normal distributions. The resulting correlation matrix for the transformed data indicated pairwise correlations that were similar to those observed from the rank correlation analysis. The amount of variance in the log-transformed frequencies of pesticide detection that was explained by these parameter was found to be 18% for estimates use alone (p=0.007; R2 = 0.18), 48% for estimated use + Koc (P<0.001 for Koc; R2 = 0.48), and 52% for estimated use + Koc + soil dissipation half-life (p=0.10 for soil dissipation half-life; R2 = 0.52). Thus, consistent with the pair-wise analysis, dissipation half-life accounted for only a limited amount of the variation in pesticide detection frequency. Neither water solubility nor Henry's Law Constants could be included in this multivariate regression analysis because both were significantly correlated with Koc. Thus, among the parameters considered, estimated use and Koc have the most profound effect on determining pesticide occurrence in ground water.

Following an approach analogous to that described by Baker et al., (38) for assessing ground-water vulnerability to pesticide contamination, each compound examined for the multivariate analysis was classified as having either a "high", "medium", or "low" likelihood of being detection in groundwater, based on specific threshold values for use (1.00 kg/km2 -- roughly the median intensity of use among these compounds) and Koc (300 ml/g (39)). This approach demonstrates that, as anticipated, the frequencies of detection of different compounds generally diminished as the "likelihood of detection" decreased (Figure 4).

Variations in Pesticide Detection Frequencies Among Land-Use Categories. Ten land-use categories were used for this study: corn and soybeans each > 20% (corn & soybeans > 20); corn and alfalfa each > 20% (corn & alfalfa >20); corn > 50% (corn >50); peanuts > 50% (peanuts > 50); wheat and small grains > 50% (wheat > 50); wheat and small grains, and alfalfa each > 20% (wheat & alfalfa >20); alfalfa > 50% (alfalfa > 50); pasture > 90% (pasture); orchards or vineyards > 50% (orchard/vineyard >50); and urban areas (urban).

Pesticide compounds were commonly detected in both agricultural (56.4%; 813 sites) and urban (46.6%; 221 sites) settings. Frequent detections of pesticides in urban areas indicate that, as is the case for agricultural pesticide use in agricultural areas, urban and suburban pesticide use also significantly contribute to pesticide occurrence in shallow ground water. Although pesticides were detected in ground water sampled in all 10 of the land-use study categories, significant variations were observed in the frequencies of herbicide and insecticide detection among these categories (Table 1; Figure 5). For example, although the urban category ranked seventh in its median frequency of herbicide detection, it ranked second in its median frequency of insecticide detection (Figure 5). Similar contrasts in insecticide detection frequencies between agricultural and urban areas have also been observed in streams (40, 41).

Considerable variations also were observed in the assemblages of pesticide compounds most frequently detected in each of the land-use categories (Figure 6). Because the patterns of chemical use differ among these categories, these variations are not unexpected. Indeed, some of the variation in occurrence for a particular compound among the land-use categories can be explained by differences in the intensity of use. Statistically significant relations (P < 0.05; Spearman's rank correlation) between overall frequencies of detection (Table 1) and the intensity of chemical use among different agricultural land use studies were observed for six of the pesticides detected: atrazine residue (atrazine or deethylatrazine; r = 0.402, P = 0.025), cyanazine (r = 0.435, P = 0.014), DCPA (r = 0.426, P = 0.017), metolachlor (r = 0.742, P < 0.001), metribuzin (r = 0.361, P = 0.046), and pendimethalin (r = 0.412, P = 0.021).

Atrazine residues were detected more frequently than any other pesticide compounds during this study (Table 1, Figure 2), with occurrences in 9 of the 10 land-use categories (Figure 6). The widespread detections of atrazine residues in ground water are likely to have been the combined result of the comparatively slow rate of atrazine transformation under environmental conditions (42-44) and the extensive, long-term use of the herbicide in both agricultural and non-agricultural settings in this country (45). Indeed, atrazine has been the pesticide used most extensively in the United States since the early 1970's (46, 47) and has been the parent compound detected most frequently in ground water during many previous regional (34, 35, 48), statewide (49-51), and NAWQA studies (32, 52-54). A statistically significant relation between the intensity of agricultural atrazine use and the frequency of atrazine-residue detection in ground water among different agricultural land-use studies ground water was observed (Figure 7).

The relation shown in Figure 7 mimics those commonly observed between pesticide detection frequencies and pesticide use, wherein relatively infrequent detections occur at low use, but a broad range of detection frequencies are encountered at higher use (3). Intensive pesticide use thus appears to be a necessary, but not a sufficient condition for encountering high frequencies of pesticide detection in ground water. The wider ranges in pesticide detection frequencies observed at higher use are presumed to reflect the varying influence of other factors in addition to use in governing pesticide detection rates among different areas (e.g., soil properties, hydrogeology and recharge rates).

The clustering that is displayed among land-use studies conducted in similar agricultural settings (Figure 7) is likely to have arisen from similarities in one or more of these environmental factors among the study areas of interest. For example, the comparatively low frequencies of atrazine-residue detection in the corn & soybean>20 category (Figure 7) may be attributable to hydrogeologic factors such as low soil permeability and high soil organic matter content in the areas studied. Conversely, the two land-use studies in the wheat >50 category that exhibited unexpectedly high atrazine-residue detection frequencies were noted to have permeable soils and intensive irrigation---two factors known to facilitate the movement of pesticides to ground water (55-58).

In addition to atrazine, several other pesticide compounds also merit some discussion. Prometon is used primarily for non-agricultural purposes; such as domestic and commercial applications to driveways, fence lines, lawns and gardens, and as an asphalt additive (59-61). Prometon was detected in eight of the 10 land-use categories---most frequently in the urban setting (Table 1)---and was the third most frequently detected parent compound for this study (Figure 2). Relations to chemical use could not be examined because no nationwide compilations of prometon use are currently available. Consistent with its predominantly non-agricultural use, however, the frequency of prometon detection was significantly related to the median percentage of urban land within 1 km of the sampled sites for each land-use study (p=0.042; Spearman rank correlation). Previous research has also documented a direct relation between urban-residential land use and prometon detections in ground water (62, 63), as well as in surface water (41).

Dieldrin (a degradate of aldrin as well as an insecticide itself) is an organochlorine insecticide that was detected in ground water during this study (Table 1, Figure 2), even though both dieldrin and aldrin have been banned from normal agricultural use in the United States since the mid-1970's (dieldrin was cancelled for termiticidal use in 1987). While the concentrations and detection frequencies for dieldrin were quite low by comparison with many of the other pesticide compounds under investigation, the potential of this compound to accumulate to levels toxic to humans and aquatic life is much greater (64). As has been observed by other studies (e.g., 65-67), organochlorine insecticides continue to exert a negative impact on ground-water quality decades after having been banned from normal use.

Significance to Human and Environmental Health

Pesticides were commonly detected in shallow ground water for this study, but their concentrations rarely exceeded current drinking-water criteria established by the USEPA for the protection of human health (Table 1). The concentration of atrazine exceeded its Maximum Contaminant Level (MCL) of 3 g/L in one well, and dieldrin concentrations exceeded the 10-6 Risk-Specific Dose of 0.002 g/L (corresponding to a risk of one additional person contracting cancer out of one million people) in 14 wells.

The relative infrequency with which pesticides exceeded drinking-water criteria, however, may not provide a complete assessment of the overall health and environmental risks associated with the presence of pesticides in shallow ground water. First, water-quality criteria for the protection of human health have only been established for 25 of the 46 pesticide compounds examined for this study (Table 1). Second, these drinking-water criteria only consider the effects of individual compounds and do not account for the presence of more than one pesticide compound; some studies indicate that combinations of pesticide compounds may exhibit additive or even synergistic toxic effects (68, 69). In this study, 73% of the sampling sites where pesticides were detected had two or more compounds present, 25% had four or more, and 6% had six or more compounds present. Third, other pesticide compounds not examined for this study---particularly pesticide degradates---have been detected in ground water (e.g., 37, 70, 71) that also could have potential health effects (e.g., 72, 73). Fourth, recent research also suggests that some pesticide compounds may cause deleterious health effects at levels considered safe by current standards (67, 74, 75). Finally, drinking water criteria do not account for potential effects of pesticide compounds on aquatic ecosystems (e.g., 66, 76). Several exceedences of criteria for the protection of freshwater aquatic life (14, 77) were observed during the present study (atrazine >= 2.0 g/L at 4 sites; carbaryl >=0.02 g/L at 3 sites; diazinon >=0.009 g/L at 5 sites; dieldrin >=0.005 g/L at 13 sites); such exceedences may be significant to the health of aquatic ecosystems receiving ground-water discharge near the sampling locations of interest.


The authors would like to thank all of the members of the NAWQA Study Units who were responsible for selecting and/or installing the sampling sites, collecting the water samples, furnishing the pesticide data from the 41 land-use studies used for this study, and providing local expertise on their particular study area. The authors would also like to thank Gail Thelin, Naomi Nakagaki, and Kerie Hitt for their work assembling the geographic and pesticide use data employed for this study. In addition, the authors would like to thank Neil Dubrovsky (USGS) and Charles Crawford (USGS) for their critical comments provided during the USGS review process.

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