USGS - science for a changing world

Northern Prairie Wildlife Research Center

  Home About NPWRC Our Science Staff Employment Contacts Common Questions About the Site

Evaluations of Duck Habitat and Estimation of Duck Population Sizes with a Remote-Sensing-Based System

Data Analyses


Estimation Procedures

We required two types of estimates: totals (e.g., number of ponds) and ratios of totals (e.g., average pond size = area of ponds per number of ponds). Where possible, we also wanted variances of these estimates.

To estimate totals, we treated our sample of 10.4-km² plots as a random sample and stratified by waterfowl management district and U.S. Fish and Wildlife Service landownership. The amount of area in a given landownership varied from plot to plot. We employed a combined ratio estimator (Cochran 1977) that made use of the fact that the totals that we wanted to estimate positively correlated with the amount of area in that landownership. Estimation was the computation of an average density by landownership from the sample plots in each waterfowl management district and the multiplication of that value by the total amount of area of that landownership in each waterfowl management district. The overlay of plots on 1:250,000 landownership maps, described under stratification, provided estimates of the amount of land by landownership in each stratum and in each waterfowl management district. The combined totals of all landownerships were estimated by summing the landownership totals. Totals by state and their estimated variances were calculated by summing estimates from constituent waterfowl management districts.

Variances of the landownership totals were calculated with the Formula 6.51 from Cochran (1977). An upper bound to the variance of the combined total landownership of all ownership was estimated from Formula 5.10 (Cochran 1977:93).

We divided appropriate estimates of population totals of one parameter by totals of another parameter to arrive at estimates of population ratios (e.g., pairs per pond). We do not report estimated variances of population ratios because exact formulas do not exist and formulas for approximations are complex (Mood et al. 1974).

Estimates of Habitat Parameters

Number of wetland basins, area of wetland habitat, and amount of upland nesting cover were obtained from the maps of 10.4-km² plots prepared by the National Wetland Inventory. The number of ponds and the area of wetland covered by water varied from year to year and were obtained from the classified video scenes.

Number of Breeding Pairs

To estimate the size of the breeding duck population, the area of each pond (from the video scenes) was entered into the baseline regression of each species to estimate the number of the breeding pairs. These by-pond estimates were summed by plot and species and then expanded to waterfowl management districts as explained under Estimation Procedures. The resulting estimates were based on the assumption that the densities of ducks on ponds of the same size remains constant from year to year and from area to area. An adjustment of the differences among areas and years in each waterfowl management district was based on counts of the sample wetland basins. A correction (G) was defined as:

Equation 2

To determine the number of predicted pairs in this equation, we required the area of each counted pond. The video data did not identify each pond by number. Therefore, we used the product of the estimated proportion of the basin that contained water and the mapped area of the basin to estimate the area of each counted pond. Finally, the estimated number of predicted pairs in the waterfowl management district was multiplied by G to correct for differences in pair densities among years and among waterfowl management districts.

Estimation of Production

The number of young ducks recruited to the population in fall cannot be counted and, therefore, we used a model to calculate estimates. The model was deterministic and produced a result similar to that obtained from a stochastic mallard productivity model (Johnson et al. 1987). For our purposes, the deterministic technique was simpler and permitted more rapid calculation of estimates than the stochastic model. An example illustrates the method. To estimate the number of recruits in each landownership class, we essentially worked backwards from the general relation:

Equation 3

where 2 is a constant based on the assumption of equal sex ratio at hatch, R is the recruitment rate as defined by Cowardin and Johnson (1979), and n is the number of breeding pairs.

The recruitment rate was broken down into the components described by Cowardin and Johnson (1979) in the equation:

Equation 4

where H is hen success, 2 is a constant used because recruitment is defined in terms of only females, Z is the proportion of entire broods that survived to time of census, and B is the average brood size at fledging. For mallards, we used Z = 0.74 and B = 4.9 from Cowardin and Johnson (1979). Brood survival (Z) of 0.74 was also used for gadwalls, blue-winged teals, northern shovelers, and pintails. The mallard brood size of 4.9, adjusted for broods of size zero (Cowardin and Johnson 1979), was used as baseline to estimate Class-III brood (Callop and Marshal 1954) size of other species (Table 4).


Table 4. Average brood sizes of surface-feeding ducks (Anatinae), derived by scaling mallard (Anas platyrhynchos) brood size by relative clutch sizes of mallards and other species during a 1987-90 study in the prairie pothole region of the United States.

Species Clutch Sizea Average Brood Sizeb
Mallard
8.4
4.90
Gadwall
9.9
5.78
Blue-winged Teal
10.2
5.93
Northern Shoveler
9.9
5.78
Northern Pintail
7.1
4.12

aAfter Duebbert and Frank (1984:Table 3).
bAverage brood size = clutch size divided by mallard clutch size x 4.90

Table 5. Percent of total wetland basins that contained ponds in a study area in North Dakota (Cowardin et al. 1985) and estimates of Aa during 1977-80 in the prairie pothole region of the United States.

Year Total Basins Ponds %
A
1977
1984
224 11.3 0.5918
1978
1984
880 44.4 0.9108
1979
1984
1527 77.0 1.0444
1980
1984
507 25.6 0.8700

aAn index to nesting intensity after Cowardin and Johnson (1979).

Hen success was determined from the relation:

Equation 5

where P is clutch success, A is an index to nesting effort (Cowardin and Johnson 1979), and E is approximately 2.718. A relation between A and the percentage of basins containing water was derived from unpublished data gathered during a study of mallards in central North Dakota (Table 5). The technique was the same as that used by Cowardin et al. (1985) for relating A to the percentage of semipermanent ponds containing water. The resulting equation was:

Equation 6

where W is the percentage of basins that contained water in a waterfowl management district, estimated from the video data and divided by total number of basins as mapped by the National Wetland Inventory.

The number of produced recruits on a plot can be determined from the previous two equations if clutch success in each plot is available. Clutch success and the allocation of nests to the landownership classes were computed as in the following simplified example.

GIF - Duck Habitat

Fig. 3 Hypothetical distribution of duck (Anatinae) habitats and nests on a 10.4-km² plot with two landownerships and two habitats. Landownership classes include land owned by the U.S. Fish and Wildlife Service (service) and privately owned land (private) in the prairie pothole region of the United States, 1987-90. A and B denote arbitrary land cover type.

We assumed that the distribution of habitat and landownership (Fig. 3) was two habitats A and B and two landownerships, 259.2 ha of service landownership and 777.6 ha of private landownership. We assumed that the ducks' preference for habitat A was twice that for habitat B. If n nests were on 64.8 ha of habitat B. the number of nests on the other tracts of land could be calculated as area of the tract ÷ 64.8 x preference Value (Fig. 3). If clutch success was assumed to be PA = 0.50 and PB = 0.10, we could calculate the number of successful nesting attempts in habitats A and B (Fig. 4).

GIF - Number of nest attempts

Fig. 4 Numbers of successful nesting attempts by ducks (Anatinae) on a hypothetical 10.4-km² plot with two landownership classes include land owned by the U.S. Fish and Wildlife Service (service) and privately owned land (private) in the prairie pothole region of the United States, 1987-90.

With these assumptions, the total number of nests (Fig.3) is 23n and the number of successful nesting attempts (Fig.4) is 7.9n. Therefore, the weighted clutch success in the entire plot (P) is:

Equation 7

To allocate recruits to the landownership classes, we calculated the proportion of clutches hatched in each landownership class.


Previous Section -- Duck Populations
Return to Contents
Next Section -- Habitat Base

Accessibility FOIA Privacy Policies and Notices

Take Pride in America logo USA.gov logo U.S. Department of the Interior | U.S. Geological Survey
URL: http://www.npwrc.usgs.gov/resource/birds/duckhab/datanal.htm
Page Contact Information: Webmaster
Page Last Modified: Friday, 01-Feb-2013 19:14:46 EST
Reston, VA [vaww55]