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Power analysis for a Mark Power analysis for a Mark recapture projectrecapture project
Dan BachenDan BachenDepartment of EcologyDepartment of Ecology
Montana State UniversityMontana State University
Project overview
• Data collection– Blacktail WMA – 24 plots– 4 weeks
Mark Recapture
• Data collection Methods – Trap grids 8x8– Sherman live traps– 5 nights per plot– Unique marks
• 4 species– Deer mouse dominant
> 90% of captures
Data example
SiteCapture Location
N1Capture Location
N2
Capture Location N3
Capture Location N4
Capture Location N5
SC1 0 4G 0 0 0
SC1 0 4E 0 0 0
SC1 0 6F 4G 0 0
Power analysis
• Goals – Optimize sample size
• Treatment effect -.1 to -1• 20 sites used (10 treatment, 10 control)• 40 sites used (20 treatment, 20 control)
– Effect of -.84 recorded by Ostoja 2009
• Assumptions– Abundance estimates normal– Capture probability
• .2 un-captured individuals• .9 captured individuals
Power analysis
• Methods– Generate abundances using likelihood
analysis (Rcapture)– Quantify statistics– Use statistics to set parameters– Iterate experiment– Score success
Results
Mean: 7.44
SE: 5.84
0
20
40
LC1LC2LC4LC6LT1 LT2LT3 LT4LT5 LT6SC1SC2SC3SC4SC5SC6ST1ST2ST3ST4ST5ST6Sites
Ab
un
da
nce
1
1
Abundance by Plot
Results
0 20 40 60 80 100
0.0
00
.05
0.1
00
.15
0.2
00
.25
Proportion successful at -10% TE
Index
succ
ess
.sa
mp
le.s
ize
0 20 40 60 80 100
0.0
0.2
0.4
0.6
0.8
1.0
Proportion successful at -80% TE
Index
succ
ess
.sa
mp
le.s
ize
Results
TE 10 20-0.6 0.63 0.92-0.7 0.77 0.98-0.8 0.86 0.995-0.9 0.92 0.99-1 0.97 0.99
Discussion
• Experiment might have worked
• Did I use the right tools?– No– Aggregation of samples
• Example:– Abundance= 158.2 – SE= 2.3
Future Work
• Re-run power analysis aggregating samples– New tools– RMark
• Compare results to other techniques