United States Environmental Protection Agency	Office of Research and Development

National Exposure Research Laboratory
Research Abstract

Government Performance Results Act Goal: Clean, Safe Water

Significant Research Findings:

Workshop on Statistical Analysis of Monitoring
Beach Water Data for Local Communities

Scientific Problem and Current EPA recommendations for monitoring bathing beach water

Policy Issues	quality are based on guidelines developed in 1968 by the Federal

Water Pollution Control Administration. The guidelines specify that
the geometric mean density of a fecal indicator organism, from five
water samples collected over a thirty day period, be used to establish
the acceptability of the water for public use. Data obtained using the
current sampling protocol is of limited use, since it provides only a
gross measure, both spatially and temporally, of water quality and
associated health risks from its recreational use. The purpose of this
research was to develop a scientifically defensible monitoring protocol
for bathing beach waters, which accounts for spatial and temporal
variability, has national application, and can be translated into risk
management and/or communication strategies to inform the public
about risks associated with swimming activities.

Research Approach Utilizing the recreational waters monitoring protocol developed by

ORD, intensive sampling studies were conducted in the summer of
2000 at five of EPA's Environmental Monitoring for Public Access
and Community Tracking (EMPACT) program city sites to
characterize the sampling variability encountered at marine,
freshwater, estuarine, and riverine bathing beaches. The design for the
study was developed through a data quality objectives workshop
attended by microbiologists and statisticians, and was based on data
collected from a pilot project during the previous bathing season. At
each beach, water samples were collected from a depth of 0.3 m below
the surface at each of nine locations in the bathing area, fixed in terms
of transects extending from the shoreline and water depth, twice daily,
at 9:00 a.m. and 2:00 p.m., over the period 1 July - 31 August, 2000.
Additional samples were collected on selected days as replicates of the
basic samples, at different depths below the surface, or at different
hours throughout the day (hourly) to supplement the basic sampling
scheme. Standard plate assays were used to determine the number of
the respective indicator bacteria per 100 mL in each sample. E. coli

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and enterococci indicators were measured. Ancillary data were
collected at each sampling visit, including weather data (air
temperature, wind direction, etc.), and recreational/wildlife data
(swimmers in the water, people on the beach, boats, animals, etc.). A
preliminary analysis of the results from this study was performed and
encompassed two distinct objectives — characterization of sampling
precision associated with various sampling plans and modeling for
forecasting indicator densities. Results from the study and these
analyses were discussed at the Workshop on Statistical Analysis of
Monitoring Data for Local Communities, which was held at the U.S.
EPA in Cincinnati, OH, and attended by four statisticians of national
and international prominence in the field of water monitoring, in
addition to one EPA statistician.

Results and	This Annual Performance Measure (APM 76) supports FY01 Annual

Implications	Performance Goal 012 which states: "Develop decision support

statistical tools for the watershed guidance in the watershed restoration
strategy." Significant findings were as follows:

1.)	The effects of water depth, time-of-day, and the various weather
and environmental data and their interactions on log density of the
respective indicator organism were evaluated and found to decrease in
terms of log density with increasing water depth and from morning to
afternoon, particularly on sunny days. Both factors have important
implications for design of a monitoring program. A dependency on
water depth suggests that the bathing area be subdivided into different
zones, or "strata", for purposes of sampling, and a weighted average of
these strata be utilized in developing the water quality index; allocating
the samples by stratum enables the collection of fewer samples overall
because of the relative homogeneity within each stratum as compared
to variance among strata. The observation that afternoon results are
likely to be lower reinforces the practice of sampling in the morning.
While indicator levels are likely to be lower in the afternoon, this does
not necessarily imply that contamination, or any associated adverse
health effects, are also lower. The decline in indicators may be largely
due to their die-off from ultraviolet radiation, as supported by the
relationship to sunlight, which may or may not affect each of the
variety of pathogenic organisms that might co-exist with these
indicators.

2.)	Other effects, notably those for wind, tides, and rainfall, were
observed in some instances, and are compatible with point sources of
pollution, such as combined sewer outlets and waste discharge
channels, known to exist near two of these beaches; in general,

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however, such effects would merit individual study at any beach
contemplating a monitoring program.

3.) This research has demonstrated that a fairly modest number of
samples, on the order of ten to fifteen samples from different locations
in the water, are adequate to insure that contamination levels that are in
excess of 150% of established guidelines will be detected 95% of the
time.

Implications for this research are improved sampling designs for
monitoring recreational water quality and improved communication of
recreational water quality to the public.

The EMPACT Beaches Analysis Workshop was a collaborative effort
between scientists and statisticians from the EPA's National Exposure
Research Laboratory, the EPA's Office of Water, the EPA's EMPACT
program, and statisticians from outside the EPA and preeminent in the
field of environmetrics. Technical results of this effort were presented
at the annual conference of The International Environmetrics Society
in an invited session in August 2001, to be published in the journal
Environmetrics. A users' conference, sponsored jointly by the Office
of Water and the Office of Research and Development, and open to
stakeholders in recreational water quality assessment, is planned for
October, 2001. At least five additional peer-reviewed publications,
incorporating all phases of the EMPACT Beaches research project,
including this workshop, are anticipated.

Future Research	The EPA Action Plan for Beaches and Recreational Waters, published

in 1999 (EPA/600/R-98/079), formulates program, policy, and research
needs for assessing, monitoring, and communicating "health risks
associated with potentially pathogen-contaminated rivers, lakes, and
ocean beaches." The outcome from the EMPACT Beaches Analysis
Workshop, and the forthcoming users' conference, represents the
cumulation of the "Modeling and Monitoring Research" activities.
Additional research is ongoing or planned to refine water quality
indicators, including the use of rapid methods and new or modified
indicators, characterization of human exposure through ingestion and
other swimmer behavior patterns, and model human health effects
predicted by other indicators through epidemiological studies.

Research
Collaboration and
Publications

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Questions and inquiries concerning this research can be directed to:
Larry J. Wymer

US EPA, Office of Research and Development
National Exposure Research Laboratory
Cincinnati, OH 45268

Phone: 513/569-7252
E-mail: wymer.larry@epa.gov

Alfred P. Dufour, PhD

US EPA, Office of Research and Development
National Exposure Research Laboratory
Cincinnati, OH 45268

Phone:513/569-7330
E-mail: dufour.alfred@epa.gov

Stephen A. Schaub, PhD
US EPA, Office of Water
Washington, DC 20460

Phone: 202/260-7591

E-mail: schaub.stephen@epa.gov

Federal funding for this research was provided by the EMPACT
program and the Office of Water.

Contacts for

Additional

Information

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