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Sample size Estimating the required sample size when designing a distance sampling survey.

L4-3 Sample Size - Distance€¦ · Microsoft PowerPoint - L4-3 Sample Size.pptx Author: CREEM, Univ of St Andrews Created Date: 20180322132708Z

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Page 1: L4-3 Sample Size - Distance€¦ · Microsoft PowerPoint - L4-3 Sample Size.pptx Author: CREEM, Univ of St Andrews Created Date: 20180322132708Z

Sample size

Estimating the required sample size when designing adistance sampling survey.

Page 2: L4-3 Sample Size - Distance€¦ · Microsoft PowerPoint - L4-3 Sample Size.pptx Author: CREEM, Univ of St Andrews Created Date: 20180322132708Z

Sample size• Aim for at least 60-80 sightings for fitting the detectionfunction

• and at least 20 lines or points for estimating encounter raten/L or n/k

• Whether reliable estimates can be obtained from smallersamples depends on the data

Page 3: L4-3 Sample Size - Distance€¦ · Microsoft PowerPoint - L4-3 Sample Size.pptx Author: CREEM, Univ of St Andrews Created Date: 20180322132708Z

Sample size – continued

More observations are required:

• if detection function is spiked

• if population is highly aggregated

• for point transect sampling

Page 4: L4-3 Sample Size - Distance€¦ · Microsoft PowerPoint - L4-3 Sample Size.pptx Author: CREEM, Univ of St Andrews Created Date: 20180322132708Z

Increasing sample size using repeat countsIf a line is sampled three times,

• pool the distance data from the three visits

• enter survey effort as three times the line length.

If a point is sampled three times,

• enter survey effort as 3.

Page 5: L4-3 Sample Size - Distance€¦ · Microsoft PowerPoint - L4-3 Sample Size.pptx Author: CREEM, Univ of St Andrews Created Date: 20180322132708Z

Determining total line length

Where is the target cv (e.g. 10% is 0.1) and…

Pilot study: n0 animals (or clusters) counted from lines totallingL0 in length.

Total line length required in main survey is

0

02 n

L

Dcv

qL

t

ˆ

Dcvtˆ

Page 6: L4-3 Sample Size - Distance€¦ · Microsoft PowerPoint - L4-3 Sample Size.pptx Author: CREEM, Univ of St Andrews Created Date: 20180322132708Z

Determining line length (cont)

Pilot studies are typically too small to estimate q. If past similardata sets are not available, assume q = 3.

q is approximately20

0

)](ˆ[

)](ˆ[)(

f

fnV

n

nV

Page 7: L4-3 Sample Size - Distance€¦ · Microsoft PowerPoint - L4-3 Sample Size.pptx Author: CREEM, Univ of St Andrews Created Date: 20180322132708Z

Line length exampleA pilot study yields n0 = 20 observations from lines of total length 5km.We require a CV of 10%, and assume q = 3.

km.

7520

5

10

32

L

Estimated sample size is

3005

2075

0

0 L

nLn

Page 8: L4-3 Sample Size - Distance€¦ · Microsoft PowerPoint - L4-3 Sample Size.pptx Author: CREEM, Univ of St Andrews Created Date: 20180322132708Z

Determining line length (cont)

whereis the cv of estimated density obtained from the pilot

survey, and L is total line length in the main survey

If pilot survey is sufficiently large, calculate line length for mainsurvey as

2

200

)]ˆ([

)]ˆ([

Dcv

DcvLL

t

)ˆ( 0Dcv

Page 9: L4-3 Sample Size - Distance€¦ · Microsoft PowerPoint - L4-3 Sample Size.pptx Author: CREEM, Univ of St Andrews Created Date: 20180322132708Z

Point transects: number of points

or

0

02 n

k

Dcv

qk

t

)]ˆ([

2

200

)]ˆ([

)]ˆ([

Dcv

Dcvkk

t

where k0 points in the pilot survey yielded n0 detections, or estimateddensity of 0D̂