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!
- 1 Resources
- 4 Discussions
- 2 Groups
- @cleo
- | She/Her
Southern African Wildlife College
I am ecologist working in African conservation areas who loves wildlife & wild landscapes. I increasingly recognize that conservation is about people, especially those living in & around protected areas. Finding ways to benefit marginalized people is my passion.
- 0 Resources
- 0 Discussions
- 14 Groups
Technologist, birder, photographer and mountain guide.
- 0 Resources
- 0 Discussions
- 18 Groups
- @vandita_shukla
- | she/her
PhD candidate studying drone flight planning for enabling tracking and identification of individual characteristics of wildlife; member of the WildDrone, an MSCA Doctoral Network funded by the European Union’s Horizon Europe research
- 0 Resources
- 0 Discussions
- 20 Groups
- @beter22
- | he
A Nigerian business journalist
- 0 Resources
- 0 Discussions
- 3 Groups
Movement Ecologist studying the where, why, and how animals move throughout our world. Current work is investigating the movement and energetics of large neotropical bats in a changing environment with ephemeral resources.
- 0 Resources
- 23 Discussions
- 22 Groups
- @TheDataEnthusiastic
- | He/Him
Hi, I'm pursuing Master's in Data Science. And I want work help protect nature and wildlife.
- 0 Resources
- 0 Discussions
- 14 Groups
- @Ariel
- | they/them
Ariel is passionate about centering both our environment and social justice and using data to support nature-based solutions to the poly-crisis, and they are particularly interested in mycelium, soil health, forestry, agriculture, ecosystems, conservation, and restoration.
- 0 Resources
- 0 Discussions
- 3 Groups
Western Sydney University
Zoologist
- 0 Resources
- 32 Discussions
- 3 Groups
- @roxirisa
- | roxi
Biologist I consider myself a data scientist with a passion for nature and with an extensive experience in species distribution modeling, handling large data sets from different sources such as gbif, eBird, xeno-canto, Worldclim, Terraclimate, ocean color e NASA among others. But
- 0 Resources
- 0 Discussions
- 9 Groups
Environmentalist and Python developer working in the realm of Remote Sensing. Fascinated by the intersection of technology and nature, with a focus on machine learning, ecological modeling, and biodiversity monitoring. 🌍
- 0 Resources
- 0 Discussions
- 11 Groups
- @foxy50213
- | Mr.
- 0 Resources
- 0 Discussions
- 8 Groups
Individuals and teams developing open data innovations for biodiversity can submit them between now and 22 August for a chance to share up to €20,000 in this annual incentive competition.
10 February 2023
Consultancy opportunity at ZSL for an experienced monitoring specialist to support species monitoring in rewilding landscapes across Europe
31 January 2023
Careers
Yale University - Center for Biodiversity and Global Change
17 January 2023
Careers
Join the Arribada Initiative! We have a unique opportunity for a software developer to create mobile / desktop applications and intuitive user interfaces that assist researchers and fieldworkers to conserve wildlife.
16 January 2023
WILDLABS and Fauna & Flora International are seeking an early career Vietnamese conservationist for 12-month paid internship position to grow and support the Southeast Asia regional community in our global...
11 January 2023
Seeking Software Engineer for Marine Science Lab a UC Santa Barbara
19 December 2022
Using satellite imagery to detect and classify the severity of cyanobacteria blooms in small, inland water bodies.
15 December 2022
Careers
Conservify is seeking a hands-on Senior Software Engineer with front end and back end experience developing rich web and mobile applications, and a strong desire to build a best-in-class product that stands out in both...
9 December 2022
Conservation partnership launches new award to advance biodiversity conservation from space
5 December 2022
Careers
This position (at California State University, Long Beach) provides data management & analysis support to Shark Lab research operations including shark tagging, active tracking, receiver data, AUV & UAV data...
24 October 2022
The candidate will partner with our global team members that are focused on designing and implementing island restorations using the most effective, science-based, cost-efficient, and collaborative methods available.
14 October 2022
Rainforest Alliance are seeking a Enterprise Data and Information Architect, based in UK, the Netherlands, or Kenya.
11 October 2022
July 2024
October 2024
December 2023
event
November 2023
68 Products
Recently updated products
Description | Activity | Replies | Groups | Updated |
---|---|---|---|---|
Hi everyone, I seek your help for the choice of my thesis subject, I hold a Master's degree in Management of protected areas and I have... |
|
Camera Traps, Data management and processing tools, Protected Area Management Tools, Remote Sensing & GIS | 1 year 4 months ago | |
intrested. |
|
Community Base, Data management and processing tools, Early Career, Emerging Tech | 1 year 4 months ago | |
No, I was never able to figure out how to send these to anyone on here. I was hoping to learn how to clear these videos up if possible! |
|
Camera Traps, Data management and processing tools, Open Source Solutions, Software and Mobile Apps | 1 year 4 months ago | |
I'll just ask the question without further explanation : How could your work on data management be made easier?I am really interested. |
|
Data management and processing tools | 1 year 5 months ago | |
Hi Steph. Would be interested also. |
|
Biologging, Community Base, Connectivity, Data management and processing tools, Emerging Tech, Remote Sensing & GIS | 1 year 5 months ago | |
Hi Alex,I'd go much further along the lines that David @dtsavage sets out. Before jumping to implementations, better think through why you want to keep all that data, and for who... |
|
Acoustics, Data management and processing tools | 1 year 6 months ago | |
The open-source program Audacity can show the spectrograms and histograms and has quite a lot of other useful features, e.g. playing ultrasound calls slower, so it can be heard by... |
|
Acoustics, Citizen Science, Data management and processing tools, Open Source Solutions, Software and Mobile Apps | 1 year 7 months ago | |
Have a look at @tessa_rhinehart 's TechTutors on scaling up acoustic surveys. This is addressed at 11 min: The "hexadecapus" is the hardware, but transfer is automated by... |
|
Camera Traps, Data management and processing tools | 1 year 7 months ago | |
Agreed that this would be super useful! It definitely would have served me well in undergrad when I was trying out some AI camera trap image analysis and ended up having to build... |
|
Data management and processing tools | 1 year 7 months ago | |
Thanks so much!! |
|
Acoustics, AI for Conservation, Biologging, Camera Traps, Community Base, Data management and processing tools, Drones, eDNA & Genomics, Emerging Tech, Open Source Solutions, Remote Sensing & GIS, Software and Mobile Apps | 1 year 7 months ago | |
Hi there Camilo, What an interesting project! If you are looking for a lower cost, but effective tools for acoustic monitoring you might want to look into two options: ... |
|
Acoustics, AI for Conservation, Data management and processing tools, Sensors, Software and Mobile Apps | 1 year 7 months ago | |
Hello. I am a PhD candidate at Penn State University. I submitted a post to this group back in March and I am resubmitting... |
|
Community Base, Data management and processing tools, Remote Sensing & GIS, Wildlife Crime | 1 year 8 months ago |
ONLINE TRAINING: Project Planning for Wildlife Conservation
15 December 2022 7:11pm
How could your work on data management be made easier?
14 December 2022 12:10am
Workshop Invite: Building Partnerships between Conservation Tech and the UK Space Sector
22 September 2022 3:50pm
6 December 2022 5:52pm
Hey Vance! We hosted the workshop a few weeks ago, but we're doing follow up calls and future meetings. I'll loop you into the next call!
Steph
12 December 2022 12:03am
Hi Steph. Would be interested also.
Senior Software Engineer
9 December 2022 5:01pm
New: Satellites for Biodiversity Award
5 December 2022 2:08pm
Webinar: Cloud Computing for Biodiversity and Nature-Based Solutions
2 November 2022 8:09pm
Data mgmt for Passive Acoustic Monitoring best practices?
14 September 2022 8:35pm
15 September 2022 4:20pm
Hi Alex--
The first thing I'd suggest you think through is how much data you have vs how much data you are currently working on. Because if you have data from previous years that you want to ensure you're storing securely and reliably but don't need immediate access to in order to run analysis on, that opens up some options. You can compress data using lossless algorithms like FLAC, where the compression ratio varies but 50% is a pretty good margin, and then convert back to WAV if necessary for reanalysis. Compressing using MP3, OGG, AIFF, or other compression algorithms is an option that saves even more storage space but you will lose information in ways you wouldn't with FLAC--it depends on your specific needs.
I'd also recommend setting up a RAID array (RAID = "Redundant Array of Inexpensive Disks"). This offers some additional security in event of a drive failure. A lot of folks who do video editing, probably the most similar use case to people working with acoustic data who also lack the institutional support of a large company or university IT department use a local NAS enclosure like https://www.qnap.com/en-us/product/ts-433 that are designed for just this purpose. Some higher initial startup costs than just buying individual USB hard drives but that does come with some perks including additional reliability and can be faster to read data depending on the exact drive specs and your local networking setup.
There are also low-cost cloud storage services like Amazon's Glacier. However, getting these set up can be a little bit tricky and they are not particularly responsive (for example, if you upload data to Glacier, it will be very safe, but getting it back if you need to use it again can take a few days depending on the dataset size).
19 September 2022 1:58am
Hello Alex,
My information might not be that helpful to you, still, our organisation have an Enterprise license of AWS cloud and we store all our media files (video, pictures, audio etc.) there. We are also using a media management solution, Piction, thru which we upload the files into the S3 bucket and in the process it also captures the file metadata (some of the metadata values needs to be entered manually). This is useful to search the files if someone wants to view or process the file later. We are soon deciding on the file storage configuration so that old files will move to cheap storage like AWS Glacier, which will take a maximum of a week time to retrieve it.
Jitendra
28 October 2022 4:19pm
Hi Alex,
I'd go much further along the lines that David @dtsavage sets out. Before jumping to implementations, better think through why you want to keep all that data, and for who? From your question, it appears you have at least three purposes:
1- for yourself to do your research
2- for others to re-use.
3- for yourself to have a back-up
For 1) you should do what works best for you.
For 3) use your organization's back-up system or whatever comes close to that
For 2 and 3) As you are indicating yourself : deposit your data at your nation's repository or zenodo.org if your nation doe not have one. It may be some documentation work ( which is what you should do anyways, right? ), but then you can stop worrying about holding on to it. Someone else is doing that for you and they do a much better job - because it is their job. Moreover, you increase the chance that other will actually become aware of all that data that you are sitting on by putting it into a repository. Who is otherwise going to find out and how that you have those disks on your desk? Lastly, depositing your data can also serve as a back-up. If you don't want to share it before you've published about it, there is likely the option of depositing under time-embargo or of depositing while requiring your consent for any re-use.
You ask how many people actually do this? You can find the answers at the repository, but I suggest that what matters most is whether you want to for your own reasons, and whether your funders, or organization's funders require it.
Shark Lab Data Analyst
24 October 2022 7:12pm
Software to aid acoustic sound files visualization/labelling + Software to syncronize video/acoustic sonograms
23 September 2022 1:01pm
8 October 2022 12:44am
I would also recommend Arbimon. It is well set up to handle Audiomoth recordings. Being cloud based, you will need a good internet connection for sound file upload. I'm just starting to investigate its use for Song Scope recordings. Setting up the call recognisers will be a slow process, but they can be made available to all users once done.
8 October 2022 7:33am
You could try using a video editor like DaVinci for looking at your video and audio together. I don't think DaVinci displays sonograms by default (just waveform) but I think it will open your selected audio in an external editor which would allow you to see the sonograms and make measurements with something like Audacity or Kaleidoscope.
20 October 2022 11:01am
The open-source program Audacity can show the spectrograms and histograms and has quite a lot of other useful features, e.g. playing ultrasound calls slower, so it can be heard by people.
GIS & Data Science Specialist, Island Conservation
14 October 2022 12:02am
Enterprise Data & Information Architect
11 October 2022 12:12pm
Data Engineer
11 October 2022 11:35am
Multi-SD card reading hubs
2 October 2022 3:46am
4 October 2022 2:04am
Good point and nice link. My USB 3.0 (errr USB 3.1 Gen 1) portable HDD gets a real read speed of 133 MBps or ~1Gbps. The theoretical max is 5 Gbps but I think the speed is limited by processor used by the HDD/USB bridge controller. Most SD card readers may be more limited even if the SD card can handle higher data rates. That may be why it could be best to just use the multi-port device from SanDisk.
7 October 2022 4:35pm
Jamie,
I have been using a 12-card Lexar Professional Workflow system for several years to process images from 24 trail cameras. The system has 4 bays, with 3 card readers per bay. I wrote software to automatically download and rename the images using metadata read from the info banner burned into the images by the camera. (Alternatively, the software can use the Exif metadata attached to the image.) The software is described in a recent Wildlife Society Bulletin:
The software is available on github:
Don't be put off by "time-lapse recordings" - it works on still images also.
Regards,
Mike Hilton
8 October 2022 12:22am
Have a look at @tessa_rhinehart 's TechTutors on scaling up acoustic surveys. This is addressed at 11 min:
The "hexadecapus" is the hardware, but transfer is automated by naming the SDCards prior to use and scripts take care of the transfer. The scripts may be written up in the audiomoth guide but the kitzes lab have this on github (although it may be mac specific)
GitHub - kitzeslab/sd-transfer: Find mounted SD cards and do a data transfer to a local or Globus destination
Find mounted SD cards and do a data transfer to a local or Globus destination - kitzeslab/sd-transfer
GitHubFrontiers Symposium: Digital tools for reversing environmental degradation
5 October 2022 10:23am
Interest in an "IT for Ecologists" webinar/manual?
4 October 2022 1:24am
4 October 2022 1:42pm
Next WILDLABS virtual course?!? :)
4 October 2022 9:55pm
Agreed that this would be super useful! It definitely would have served me well in undergrad when I was trying out some AI camera trap image analysis and ended up having to build my own system from scrap pieces in a professor's gear closet, ha. Just some basic understanding of what would be required from a system for that kind of work would have saved me a lot of time and chaos. Some kind of guide or course that covers what to be thinking about depending on your data and goals would be awesome
Conservation leadership: Learning
4 October 2022 2:29pm
ONLINE COURSE: Monitoring and Evaluation for Wildlife Conservation
4 October 2022 2:04pm
ONLINE COURSE: Project Management for Wildlife Conservation
4 October 2022 2:00pm
18 Sustainability Job Opportunities at Google
3 October 2022 7:09pm
NHM develops new data platform with AWS: The Data Ecosystem
3 October 2022 6:09pm
Conservation Tech Directory - new update!
29 August 2022 2:38pm
23 September 2022 5:26pm
Congrats on the milestone Carly and Gracie!
26 September 2022 10:07pm
Thanks so much!!
Ecological Forecasting Initiative's data analysis webinar series
26 September 2022 6:50pm
Mangrove soundscape
27 August 2022 4:57pm
29 August 2022 2:47pm
You might check out the devices listed in the Conservation Tech Directory - you can search for 'acoustic recorder' or 'ARU' or something like that.
The most common off-the-shelf models (other than Frontier Labs' BARLTs mentioned above😊) are Open Acoustic Devices Audiomoths & Hydromoths (which may be particularly useful for you since they come in completely watertight cases that can be stuck underwater for deployments), Wildlife Acoustics' SongMeter series, and Cornell Lab of Ornithology's Swift units.
30 August 2022 10:10pm
Camilo--
Are you interested only in airborne sounds or do you want to deploy hydrophones? That decision would inform a lot of other decisions about your purchase of equipment, as would having a clearer picture of your budget.
23 September 2022 5:39pm
Hi there Camilo,
What an interesting project! If you are looking for a lower cost, but effective tools for acoustic monitoring you might want to look into two options:
SoundTraps - are very commonly used and perform quite well:
SonarPoints - these are also a great instrument option:
The planet matters. People matter. Location matters.
23 September 2022 12:16pm
Movement Ecology Field Team and Data Coordinator: Osa Conservation [Open until filled)
22 September 2022 11:55pm
Senior Conservation Technology Expert Position (Consultancy) with the Global Wildlife Program
22 September 2022 5:35pm
Catch Up with the Variety Hour: October 2022
22 September 2022 1:59pm
HeroX Challenge: Better Call Trawl
21 September 2022 6:50pm
First-of-Its-Kind Digital Platform Reveals Migration Data for Birds Across the Americas Just In Time for Fall Migration
16 September 2022 1:02pm
5 December 2022 3:10pm
Hi Steph,
If it's not too late, I'm very interested in this workshop.
Best,
V