Burning question:
There's so much monitoring data already- camera trap archives, acoustic recordings, GPS tracks - but almost all of it was collected to answer presence/absence or population questions. What I'm after is the layer above that: behavior. Not "is the species there," but "what are they doing, and for how long."
I'm working toward behavioral time-budget analysis as an early signal of ecosystem stress, and I keep hitting the same wall: how do you actually pull structured behavioral data out of collections that were never designed to capture it?
What I'm trying to figure out:
- What's genuinely been automated here, vs. still manual annotation?
- Is anyone extracting behavior (not just detection) from camera trap or bioacoustic archives at any kind of scale?
- Are there datasets already behaviorally coded, or is everyone building that layer from scratch?
Pointers to people, papers, tools - all welcome. Curious what's worked and what's been a dead end.
Thanks!
Maggie
17 June 2026 6:53am
There’s also a step before the behavioral analysis. And that’s capturing the behavior in the first place.
I agree the behavior side is very interesting. Our thermal module based camera traps see in both day and night over great distances. They also record in both thermal and visible light continuously, allowing one to remotely retrieve a video section, wind it backwards and see what the animal was doing before and where did it come from. Thermal enabled camera traps add huge value for behavior analysis.
19 June 2026 5:09pm
The real headache with pulling behavioural data from camera traps is that animal behaviour is just so complicated. You can't just look at a physical movement and assume it means the same thing every time, because different animals do the exact same things for completely different reasons. That’s why ethograms aren't one-size-fits-all. The meaning of a behaviour can completely shift from one report to another depending on what the researcher is looking for. Take a crocodile sitting totally still with its mouth wide open: to anyone watching, it looks like they’re being aggressive. But in reality, they might just be thermoregulating to cool down, or honestly, they could just be resting. Without that specific context, we can't be sure, and it's super easy to completely misinterpret what the animal is actually doing.
I think that is what makes animals so unique and interesting because they are so nuanced; it's never a one-size-fits-all.
Currently, the only technology I have used for animal recording is the camera traps and it's great because it filters all the data that doesn't have any movement, making it easier for behavioural studies to collect data. And even then, detecting behaviour in an area is difficult, as camera batteries cannot last long enough in these ecosystems for animals to be comfortable around them.


Kim Hendrikse