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DESIGNING IMPACT ASSESSMENTS FOR EVALUATING ECOLOGICAL EFFECTS OF AGRICULTURAL CONSERVATION PRACTICES ON STREAMS <br />experimental design (Galeone, 1999). Control streams <br />are necessary to isolate the effect of conservation <br />practices from other factors (Downes et al., 2002). <br />Control streams are similar to laboratory controls in <br />that both serve as the untreated treatment for the <br />experiment (Hulbert, 1984). Yet, control streams dif- <br />fer from laboratory controls in that environmental <br />conditions of control streams cannot be regulated to <br />reduce the influence of confounding factors, but envi- <br />ronmental conditions can be regulated in laboratory <br />controls (Hulbert, 1984). Hence, selection of control <br />streams plays a critical role and they need to be <br />selected to ensure the effects of conservation practices <br />are not confounded by the inherent differences among <br />control and treatment streams. <br />We also feel the a priori development of specific <br />habitat criteria to guide the selection of control and <br />treatment streams is a good practice. However, spe- <br />cific selection criteria will differ among experimental <br />designs. Site selection within before— after- control- <br />impact, before — after, and impact vs. control sites <br />designs (Table 2) involves consideration of selected <br />physical features to ensure the similarity among con- <br />trol and treatment streams. Conversely, site selection <br />within space- for -time (Table 2) and gradient designs <br />(Table 2) involves consideration of selected physical <br />features that need to differ among streams to create <br />the treatment effect. <br />An individual stream (i.e., tributary or subwater- <br />shed) is typically accepted as a replicate in stream <br />ecology due to interdependency in abiotic and biotic <br />conditions among sites within streams (Downes et al., <br />2002). For example, considering three sites within <br />one control stream and three sites within one treat- <br />ment stream (i.e., the one having the conservation <br />practice implemented) as a design having three repli- <br />cates of each group intended for analysis of variance <br />type analyses ( ANOVA) results in spatial pseudorep- <br />TABLE 2. Depiction of Replication Before and After <br />Implementation of Conservation Practices Within Different <br />Experimental Designs Used in Impact Assessments. <br />Experimental Design <br />Before <br />After <br />Replicated before— <br />❑ ❑ ❑ ■ ■ ■ <br />❑ ❑ ❑ ■ ■ ■ <br />after - control- impact <br />Replicated before —after <br />NEE <br />■ ■ ■ <br />Replicated space- for -time <br />❑ ❑ ❑ ■ ■ ■ <br />Unreplicated before— <br />❑ ■ <br />❑ ■ <br />after- control- impact <br />Impact vs. control sites <br />❑ ❑ ❑ ■ <br />❑ ❑ ❑ ■ <br />Unreplicated before —after <br />■ <br />■ <br />Gradient <br />■ <br />Note: Boxes represent control streams (unshaded boxes) and treat- <br />ment streams (shaded boxes). <br />lication (Hulbert, 1984). Sampling one site within a <br />stream five times before and after the implementa- <br />tion of a conservation practice with the intent of ana- <br />lyzing the data with ANOVA analyses is considered <br />temporal pseudoreplication (Hulbert, 1984). Instead, <br />three replicates for an ANOVA analyses would be <br />achieved by sampling three control streams and three <br />treatment streams. Additionally, sampling sites <br />should be selected randomly from a pool of available <br />sites when possible. <br />The use of replicated experimental designs with <br />appropriate controls and treatments represents the <br />ideal situation that can be logistically difficult to <br />achieve. However, we feel investigators should strive <br />to obtain the ideal situation first, and then accept <br />alternative designs if logistical barriers are encoun- <br />tered. Replicated before — after - control- impact (BACI) <br />designs are considered to be a powerful approach in <br />evaluating the impacts of anthropogenic habitat <br />alterations (Downes et al., 2002). Replicated BACI <br />designs involve sampling multiple control streams <br />and multiple treatment streams simultaneously (or <br />nearly so) before and after implementation of conser- <br />vation practices (Table 2). Replicated before —after <br />designs and replicated space- for -time designs are also <br />acceptable experimental designs despite their implicit <br />assumptions. Replicated before —after designs involve <br />sampling multiple treatment streams before and after <br />implementation of conservation practices (Table 2) <br />and assume the observed change between the before <br />and after sampling periods is due to the conservation <br />practice, not temporal variation. Replicated space -for- <br />time designs involve sampling control and treatment <br />streams without any before data and assume that <br />conditions within control streams represent condi- <br />tions of treatment streams in the absence of the con- <br />servation practices (Table 2). The number of <br />replicates to be sampled can be determined given an <br />estimate of the variability of the response variables <br />and the minimum change in response variables <br />among experimental treatments that the investiga- <br />tors wish to detect (Green, 1979; Zar, 1984; Loftis <br />et al., 2001). <br />BACI designs were originally intended to be used <br />in unreplicated studies having a single control and <br />treatment stream (Green, 1979; Table 2). Unreplicat- <br />ed BACI designs are also referred to as paired <br />watershed designs and evaluate the impact by sam- <br />pling control and treatment streams multiple times <br />before and after the implementation of the treatment <br />(Table 2). An unreplicated before —after study would <br />sample one treatment stream multiple times before <br />and after implementation of a treatment (Table 2). A <br />special case of the BACI design is the impact vs. con- <br />trol sites design (Stewart -Oaten and Bence, 2001) <br />where the investigator samples one treatment stream <br />JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION 871 JAWRA <br />