5. o eBird data has large biases in space and time (less structured)
o the Atlas provides a unique opportunity to compare statistically
corrected results from non-Atlas eBird data with Atlas data that is
free from spatiotemporal biases; methods can then be finalized
o the previous step is essential as methods may always be open to
criticism until they are validated (using the Atlas).
o is inference from less structured data reliable?
Problems
6. o Strong correlations
o Use Atlas dry season data to fine tune analytical methods
o Generalised Linear Mixed Models (GLMM)
o p/a ~ log(no. of species) + โฆ + 1|district/hotspot + 1|observer
Calibration of analyses โ eBird vs. Kerala Atlas
8. o the ability to validate methods using structured Atlas data may
provide us with the analytical template to make a first assessment
of the State of Indiaโs Birds.
Validation
Editor's Notes
Compare inference from structured and unstructured data, start with a European (non-eBird) case study to illustrate a point
Biases in space
Biases in time
Compare inference from structured and unstructured data, start with a European (non-eBird) case study to illustrate a point