Powerful conservation tech tools are gathering more data in the field than ever before. But without equally powerful and effective data management and processing tools, that data - no matter how groundbreaking or interesting - will not be able to reach its full potential for impact.
Data management can sometimes seem intimidating to conservationists, especially those just getting started in the world of conservation tech or experimenting with new data collection methods. While every community member's workflow and preferred data management and processing methods may be different, this group can serve as a resource to explore what works for others, share your own advice, and develop new strategies together.
Below are a few WILDLABS events dealing with datasets collected from various conservation tech tools:
Nicole Flores: How do I get started with Wildlife Insights?
Jamie Macaulay: How do I analyse large acoustic datasets using PAMGuard?
Sarah Davidson: Tools for Bio-logging Data in Conservation
Whatever conservation tech tools you work with, and whatever your preferred data management methods, we hope you'll find something helpful and effective in this group when you become a member!
No showcases have been added to this group yet.
Conservationist | Ecologist| Geospatial Scientist
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Movement ecologist using conservation technology to study the behaviors of animals in the wild to understand how they cope with change and most effectively address conservation- and conflict-related issues.


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- @tobiaspetri
- | he/him
Schäuffelhut Berger GmbH
data science & algorithmic development for movement ecology



- 11 Resources
- 33 Discussions
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Forester/ Ecologist with a Master’s Degree in the department of Range science - Wildlife and Fresh water fisheries.
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- @Pooja_Lama
- | She/Her
I am an early career researcher who is interested in contributing to wildlife conservation.
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- @MandyEyrich
- | She/Her
University of Florida (UF)
Bridging industries with 15+ years of cross-sector expertise specializing in user-centric technology and product strategy, UX research, UX/UI design, process optimization, and end-to-end agile product development moving from ideation to iteration.
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- @santhosh
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Leads Technology for Conservation programme at The Habitats Trust
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- @jasminedaly
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Principal Consultant & Founder of Daly Analytics which helps nonprofits and purpose-driven teams make sense of their data.

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- @luciegallegos
- | she/her
Natural Solutions
As an agronomist engineer, I specialized in environmental management and resource conservation. 🌍 Interested in developing solutions for biodiversity conservation #indicators #monitoring
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Sustainability Manager for CERES Tag LTD. An animal health company; animal monitoring, conservation, & anti-poaching/ rural crime. Wildlife, livestock, equine & companion. #CeresTrace #CeresWild #CeresRanch





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- @SimonsVictor
- | Marsha
I'm passionate about wildlife and animal management on development of conservation strategies for a long time monitoring
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If you're a Post-Doctoral Fellow, a PhD student, or a member of the research staff interested in applying your computational skills to support active research publications, please read on to learn about the Cross-...
5 August 2025
Really liked this article on dataset evaluation and how we can move towards a more standardized and inter-operable nature data space.
5 August 2025
Article
Everything you need on the IUCN Red list is now accessible from R, outputted as tibble to facilitate data query, analysis, and visualization.
20 July 2025
Funding
2025 Ebbe Nielsen Challenge seeks innovations for open biodiversity data
17 July 2025
Link
Firetail now features a fresh account over at Bluesky - follow us for updates on animal tracking, bio-logging and, of course, upcoming releases and features!
26 June 2025
In this case, you’ll explore how the BoutScout project is improving avian behavioural research through deep learning—without relying on images or video. By combining dataloggers, open-source hardware, and a powerful...
24 June 2025
Careers
Rewilding Europe is seeking a Business Intelligence Analyst to support measuring rewilding impact through data automation, dashboards, and cross-domain analysis.
3 June 2025
HawkEars is a deep learning model designed specifically to recognize the calls of 328 Canadian bird species and 13 amphibians.
13 May 2025
Hi together, I am working on detecting causalities between land surface dynamics and animal movement by using satellite-based earth observation data. As this is might be your expertise I kindly ask for your support...
8 May 2025
The Convention on the Conservation of Migratory Species (CMS) is seeking information on existing databases relevant for animal movement. If you know of a database that should be included, please complete the survey to...
30 April 2025
Conservation International is proud to announce the launch of the Nature Tech for Biodiversity Sector Map, developed in partnership with the Nature Tech Collective!
1 April 2025
Funding
I have been a bit distracted the past months by my move from Costa Rica to Spain ( all went well, thank you, I just miss the rain forest and the Ticos ) and have to catch up on funding calls. Because I still have little...
28 March 2025
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87 Products
Recently updated products
Description | Activity | Replies | Groups | Updated |
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Bird Monitoring Data Exchange is a standard often used for birds data. |
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AI for Conservation, Data management and processing tools, Emerging Tech | 8 months 2 weeks ago | |
Super interesting work! Maybe one day you will also be able to have a career as a science fiction writer. Lot of interesting outcomes can come of this. ❤️ |
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Acoustics, Data management and processing tools, Early Career | 8 months 2 weeks ago | |
It's a really good question, Colleen!Ideally, I would work with two developers, or at least one developer and one other party who knows what developing an app like this would mean... |
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Data management and processing tools, Software Development | 8 months 3 weeks ago | |
Hi Lucy,I now realised it is an old thread and you most likely have already found a solution long ago but this might be of interest to others.As mentioned previously, it is... |
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Camera Traps, Data management and processing tools, Open Source Solutions, Software Development | 9 months 2 weeks ago | |
Do you use camera traps? If so, we'd love if you could take five minutes to fill out this survey: tinyurl.com/zambasurveyWith our WILDLABS... |
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AI for Conservation, Camera Traps, Data management and processing tools, Software Development, Open Source Solutions | 10 months 1 week ago | |
Hi all! I've recently founded a company called EarthScape, which is focused on helping landowners transition to Native Plants, using... |
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Software Development, Climate Change, Data management and processing tools | 10 months 2 weeks ago | |
That's a really honest answer Kim! Thank you for clarifyingYou're likely not the only one. In fact it would be interesting to find out how much conservation tech use and... |
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Funding and Finance, Data management and processing tools | 10 months 3 weeks ago | |
Agreed. I have recently begun using SegmentAnything as a replacement for Detectron and have been very pleased. However, for a fish school I don't know how well it would do out of... |
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Data management and processing tools, AI for Conservation | 11 months 4 weeks ago | |
Really interesting, I will take a look |
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AI for Conservation, Camera Traps, Data management and processing tools, Emerging Tech | 1 year ago | |
Great Project !! |
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Data management and processing tools | 1 year ago | |
interesting!!! |
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AI for Conservation, Animal Movement, Data management and processing tools | 1 year ago | |
Thanks!I'm definitely looking at Smart and EarthRanger for overall management eventually, but for now I just want to track what we have better - especially as a base map to... |
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Geospatial, Data management and processing tools | 1 year ago |
Fauna & Flora: Bridging geospatial data and people together for enhanced conservation management
17 April 2024 11:31am
16 June 2024 3:32pm
Tagging @Chelsea_Smith so she sees this :)
FOSS Geospatial Tools
Case Study: Drone-based radio-tracking of Eastern Bandicoots
14 June 2024 3:53am
€4,000 travel grants for insect monitoring an AI
6 June 2024 4:49pm
New WILDLABS Funding & Finance group
5 June 2024 3:24pm
5 June 2024 4:14pm
6 June 2024 1:38am
6 June 2024 4:16am
Apply! 2024 Conservation Tech Award
3 June 2024 3:51pm
Share Your Work in a Conservation Technology Video
17 May 2024 9:06pm
Survey on European biodiversity monitoring communities
7 May 2024 3:39pm
Drop-deployed HydroMoth
2 April 2024 10:20am
15 April 2024 6:53am
Hi Matthew,
Thanks for your advice, this is really helpful!
I'm planning to use it in a seagrass meadow survey for a series of ~20 drops/sites to around 30 m, recording for around 10 minutes each time, in Cornwall, UK.
At this stage I reckon we won't exceed 30 m, but based on your advice, I think this sounds like not the best setup for the surveys we want to try.
We will try the Aquarian H1a, attached to the Zoom H1e unit, through a PVC case. This is what Aquarian recommended to me when I contacted them too.
Thanks for the advice, to be honest the software component is what I was most interested in when it came to the AudioMoth- is there any other open source software you would recommend for this?
Best wishes,
Sol
21 April 2024 7:10pm
Hey Sol,
No problem at all. Depending on your configuration, the Audiomoth software would have to work on a PCB with an ESP32 chip which is the unit on the audiomoth/hydromoth, so you would have to make a PCB centered around this chip. You could mimic the functionality of the audiomoth software on another chip, like on a raspberry pi with python's pyaudio library for example. The problem you would have is that the H1A requires phantom power, so it's not plug and play. I'm not too aware with the H1e, but maybe you can control the microphone through the recorder that is programmable through activations by the RPi (not that this is the most efficient MCU for this application, but it is user friendly). A simpler solution might be to just record continuously and play a sound or take notes of when your 10 min deployment starts. I think it should last you >6 hours with a set of lithium energizer batteries. You may want to think about putting a penetrator on the PVC housing for a push button or switch to start when you deploy. They make a few waterproof options.
Just somethign else that occured to me, but if you're dropping these systems, you'll want to ensure that the system isn't wobbling in the seagrass as that will probably be all you will hear on the recordings, especially if you plan to deploy shallower. For my studies in Curacao, we aim to be 5lbs negative, but this all depends on your current and surface action. You might also want to think about the time of day you're recording biodiversity in general. I may suggest recording the site for a bit (a couple days or a week) prior to your study to see what you should account for (e.g. tide flow/current/anthropogenic disturbance) and determine diel patterning of vocalizations you are aiming to collect if subsampling at 10 minutes.
Cheers,
Matt
3 May 2024 12:55pm
Hi Sol,
If the maximum depth is 30m, it would be worth experimenting with HydroMoth in this application especially if the deployment time is short. As Matt says, the air-filed case means it is not possible to accurately calibrate the signal strength due to the directionality of the response. For some applications, this doesn't matter. For others, it may.
Another option for longer/deeper deployments would be an Aquarian H2D hydrophone which will plug directly into AudioMoth Dev or AudioMoth 1.2 (with the 3.5mm jack added). You can then use any appropriately sized battery pack.
If you also connect a magnetic switch, as per the GPS board, you can stop and start recording from outside the housing with the standard firmware.
Alex
WILDLABS AWARDS 2024 - Underwater Passive Acoustic Monitoring (UPAM) for threatened Andean water frogs
30 March 2024 3:54pm
5 April 2024 12:13pm
Congratulations, very exciting! Keep us updated!
7 April 2024 6:09pm
This is so cool @Mauricio_Akmentins - congrats and look forward to seeing your project evolve!
1 May 2024 5:17pm
Congratulations! My first hydromoth was just arrived yesterday and so excited! Looking forward for the update from your project!!!
The Inventory User Guide
1 May 2024 12:46pm
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1 May 2024 12:46pm
22 July 2024 10:55am
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23 July 2024 2:53pm
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Ecologist Postdoctoral Research Fellow
23 April 2024 4:32pm
Newt belly pattern for picture-matching
18 April 2024 3:57pm
19 April 2024 10:31am
19 April 2024 4:14pm
Hi Robin this is a great idea! Have been thinking about approaching the community for quiz questions. Will reach out to Xavier to ask if we can use it or if he wishes to run it on next Wednesdays VH
22 April 2024 11:27am
Thanks, and that's a match!
All these pictures are from a lab experiment and formated with AmphIdent. We took weekly belly pictures of several larvae. The aim of this google form is to validate (by comparing answers with the lab reference image base) picture-matching by human is reliable although the change of pattern can be verry quick at this life stage.
If validated there will be the need to improve existing pattern-matching solutions for in situ observations of larvae, for instance with ML and/or Human Learning (thanks Zooniverse)...
Early Warning Systems for Human-Wildlife Conflict, Zoonotic Spillover, and Other Conservation Challenges
17 April 2024 5:43pm
Camera Trap storage and analyzing tools
16 April 2024 5:15pm
16 April 2024 7:17pm
I don't have an easy solution or a specific recommendation, but I try to track all the systems that do at least one of those things here:
https://agentmorris.github.io/camera-trap-ml-survey/#camera-trap-systems-using-ml
That's a list of camera trap analysis / data management systems that use AI in some way, but in practice, just about every system available now uses AI in some way, so it's a de facto list of tools you might want to at least browse.
AFAIK there are very few tools that are all of (1) a data management system, (2) an image review platform, and (3) an offline tool. If "no Internet access" still allows for access to a local network (e.g. WiFi within the ranger station), Camelot is a good starting point; it's designed to have an image database running on a local network. TRAPPER has a lot of the same properties, and @ptynecki (who works on TRAPPER) is active here on WILDLABS.
Ease of use is in the eye of the beholder, but I think what you'll find is that any system that has to actually deal with shared storage will require IT expertise to configure, but systems like Camelot and TRAPPER should be very easy to use from the perspective of the typical users who are storing and reviewing images every day.
Let us know what you decide!
17 April 2024 1:55am
Can't beat Dan's list!
I would just add that if you're interested in broader protected area management, platforms like EarthRanger and SMART are amazing, and can integrate with camera-trapping (amongst other) platforms.
Research Assistant, Lion Landscapes in Nanyuki
11 April 2024 9:49am
Applied hierarchical modelling (AHM) for species distribution and abundance
9 April 2024 7:22pm
Conservation Science Intern - Space for Giants, Nanyuki
9 April 2024 8:55am
Underwater advertisement call of the threatened Telmatobius rubigo (Anura: Telmatobiidae
6 April 2024 9:56pm
WILDLABS AWARDS 2024 - BoutScout: Monitoring System for Avian Nesting Behavior Studies
31 March 2024 5:57am
SURAKHSYA Portal for Human-Elephant Conflict - any updates?
25 March 2024 11:15am
25 March 2024 11:39am
Ha - you're already in my thread, i've got your project in there, don't worry!
But it's more I don't want proof of concept early R&D type projects that are just destined for a paper or a hobby project, I want to hear about projects that have some plan for usability and scaling so that other people can take and implement them.
25 March 2024 12:17pm
I think that my system is likely the closest thing you will find in terms of production ready and potential to scale as it once was a commercial system with complete over the air updates more than 10 years ago. It’s been in use by many people for more than 10 years and has used AI triggering since 2019. I’m pretty sure no other system can claim that.
So I have the system but you got me on the scalability because to do that you need funding. I don’t have the funding. If I had the funding I’d be doing it full time. But I’ve said enough now. So I’ll leave it at that.
25 March 2024 12:26pm
This thread is off-topic in this conversation, so happy to continue it in the other one. However, just noting - your system is one example, but not the only one - there are certainly other early warning systems in varying stages of development, testing and roll out, and using different levels of technology (ai or otherwise).
The Variety Hour: 2024 Lineup
22 March 2024 4:30pm
Catch up with The Variety Hour: March 2024
21 March 2024 7:39pm
21 March 2024 9:48pm
30 March 2024 3:08pm
31 March 2024 12:43pm
Leveraging Actuarial Skills for Conservation Impact
15 March 2024 12:31pm
19 March 2024 6:35pm
Thank you for your response Akiba. I will have a look. 👏🏻
19 March 2024 7:52pm
I would look into the TNFD (Taskforce on Nature-Related Disclosures), Finance for Biodiversity, Accounting for Nature, etc. which are all focusing on how to incorporate nature risk into corporate reporting and sustainability frameworks!
20 March 2024 3:48pm
Thank you Carly, I will definitely take a look.
SMART Global Congress 2024: A quick summary
19 March 2024 6:42pm
Data Manager and Technology Coordinator, ABC Global Climate Center
15 March 2024 5:01pm
13 June 2024 8:51pm
This is amazing! Thank you for sharing. I'm speaking on this topic at the National Center for Ecological Analysis and Synthesis in October. If you have any other resources on this topic, let me know! Closing the loop for "Science to Action" is a huge part of the work we do so I'm always looking to learn.