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DrivenData
@drivendata.org
DrivenData builds AI solutions for social good through data science competitions and our expert in-house project team.

Challenges - https://www.drivendata.org/
Data Consulting - https://drivendata.co/
In our newest machine learning challenge, solvers will use survey data and help uncover imputation methods for monitoring poverty trends. The top teams will take home a share of the $10,000 prize, provided by The World Bank. Learn more and submit predictions here: www.drivendata.org/competitions...
Poverty Prediction Challenge
Estimate individual and aggregate household consumption from limited survey data.
www.drivendata.org
December 10, 2025 at 9:45 PM
Throwback to our "Hateful Memes" challenge where teams detected harmful content combining text and images. Critical work for online safety! 🛡️💻 #ContentModeration #AI drivendata.org/competitions/64/
September 15, 2025 at 11:30 AM
Hot topic in #DataScience: Multi-modal learning is bridging text, images, and audio. Our blog explores practical applications beyond the hype! 🎭🔗 #MultiModal #AI drivendata.co/blog.html
DrivenData Labs
DrivenData helps mission-driven organizations harness their data to work smarter and offer more impactful services using data science, machine learning, and AI.
drivendata.co
September 11, 2025 at 11:30 AM
Our latest blog dives into "Causal Inference for Data Scientists" - moving beyond correlation to understand what actually drives outcomes! 🔗💡 #CausalInference #DataScience drivendata.co/blog.html
DrivenData Labs
DrivenData helps mission-driven organizations harness their data to work smarter and offer more impactful services using data science, machine learning, and AI.
drivendata.co
September 8, 2025 at 11:30 AM
Ever wonder how AI helps track endangered species? Our "Pri-matrix Factorization" competition used camera trap data to identify primates in the wild! 🐒📷 #WildlifeConservation #ComputerVision drivendata.org/competitions/49/
Pri-matrix Factorization
Data scientists from more than 90 countries around the world drew on 300,000 video clips in a competition to build the best machine learning models for identifying wildlife from camera trap footage. …
drivendata.org
September 4, 2025 at 11:30 AM
Community Spotlight: Kirill Brodt
The Community Spotlight features fantastic members from our DrivenData community. Kirill Brodt, a researcher in computer graphics at the University of Montreal, talks animation, pose estimation, and data science challenges.
Community Spotlight: Kirill Brodt
The Community Spotlight features fantastic members from our DrivenData community. Kirill Brodt, a researcher in computer graphics at the University of Montreal, talks animation, pose estimation, and…
drivendata.co
August 21, 2025 at 11:30 AM
Want to build ML systems that actually work in production? Download our free ebook "The 10 Rules of Reliable Data Science" and learn the essentials from our years of real-world experience. Game-changing insights await! 📊🔬 #DataScience #MachineLearning
DrivenData Labs
DrivenData helps mission-driven organizations harness their data to work smarter and offer more impactful services using data science, machine learning, and AI.
drivendata.co
June 30, 2025 at 11:31 AM
Check out our "Open AI Caribbean Challenge" winners! Teams used satellite imagery to map building footprints for disaster preparedness. Amazing work applying #ComputerVision to humanitarian needs! 🛰️🏠 #DataForGood drivendata.org/competitions/58/
Open AI Caribbean Challenge: Mapping Disaster Risk from Aerial Imagery
Can you predict the roof material of buildings from drone imagery? Leverage aerial imagery in St. Lucia, Guatemala, and Colombia to more accurately map disaster risk at scale.
drivendata.org
June 26, 2025 at 11:31 AM
📢 We're Hiring: Child Speech Transcriber (Remote, Part-Time)
Join DrivenData in making speech technology more accessible for children! We're looking for a Child Speech Orthographic Transcriber to help advance Automatic Speech Recognition (ASR) for young learners.
docs.google.com/forms/d/e/1F...
June 24, 2025 at 11:31 AM
Why do "accurate" models fail in production? Our blog posts dive into better evaluation metrics for real-world ML applications. Essential reading! 📊🧠 #DataScience #MLOps drivendata.co/blog.html
DrivenData Labs
DrivenData helps mission-driven organizations harness their data to work smarter and offer more impactful services using data science, machine learning, and AI.
drivendata.co
June 23, 2025 at 11:31 AM
Looking for time series forecasting inspiration? Check out the innovative approaches from our "Power Laws" competition where teams predicted electricity demand across multiple regions! ⚡📈 #DataScience #TimeSeries drivendata.org/competitions/53/
Power Laws: Optimizing Demand-side Strategies
Storage is critical to flexible and reliable access to renewable energy sources. In this challenge, competitors combined traditional optimization methods and machine learning to build algorithms for…
drivendata.org
June 19, 2025 at 11:30 AM
🚀 Stellar news: DrivenData is excited to be selected as one of NASA’s newest open innovation contract awardees!
We’re proud to push the boundaries of crowdsourced science & AI innovation to help solve NASA’s toughest challenges & to work alongside this amazing community.
NASA Awards Third Crowdsourcing Contract Iteration - NASA
NASA continues to collaborate with global communities to solve complex challenges through crowdsourcing with a series of 25 new NASA Open Innovation Service
www.nasa.gov
June 18, 2025 at 11:30 AM
BIG NEWS! 📸 Zamba Cloud now supports camera trap IMAGES! Our wildlife AI recognizes 178 taxa with automatic bounding boxes. Try it at www.zambacloud.com or check our Python library: github.com/drivendataor... #WildlifeConservation #AIforGood
Zamba Cloud
www.zambacloud.com
June 16, 2025 at 11:30 AM
🧠 Zamba Cloud's new image support uses deep learning to detect & classify 178 wildlife taxa. Built on 15M+ annotations from @LILAscience datasets. Customize with transfer learning! Check out our Python library: github.com/drivendataor... #MachineLearning #ComputerVision
GitHub - drivendataorg/zamba: A Python package for identifying hundreds of kinds of animals, training custom models, and estimating distance from camera trap videos and images
A Python package for identifying hundreds of kinds of animals, training custom models, and estimating distance from camera trap videos and images - drivendataorg/zamba
github.com
June 12, 2025 at 11:31 AM
Every hour spent manually sorting camera trap images is time NOT spent on conservation action. 🌍 Zamba Cloud now automates wildlife ID for BOTH videos & images, giving researchers their time back. www.zambacloud.com #ConservationTech #BiodiversityProtection 🦏
Zamba Cloud
www.zambacloud.com
June 10, 2025 at 11:30 AM
Reposted by DrivenData
You don't need to be a coder to use AI for wildlife research! 💻➡️🚫 With Zamba Cloud's new image support, simply upload photos, get species IDs, and even train custom models—all without writing a single line of code. www.zambacloud.com #WildlifeResearch
Zamba Cloud
www.zambacloud.com
May 29, 2025 at 11:31 AM
You don't need to be a coder to use AI for wildlife research! 💻➡️🚫 With Zamba Cloud's new image support, simply upload photos, get species IDs, and even train custom models—all without writing a single line of code. www.zambacloud.com #WildlifeResearch
Zamba Cloud
www.zambacloud.com
May 29, 2025 at 11:31 AM
BEFORE: Spend weeks manually reviewing 10,000 camera trap photos
AFTER: Upload to Zamba Cloud, grab coffee, get results ☕

Our wildlife ID system now works for images too! www.zambacloud.com #ResearchEfficiency #WildlifeMonitoring 📊🐾
Zamba Cloud
www.zambacloud.com
May 26, 2025 at 11:30 AM
What's "fine-tuning"? 🧐 It's like teaching Zamba Cloud to recognize YOUR local animals! Upload labeled examples & our AI learns what matters in YOUR ecosystem. Now available for images too! www.zambacloud.com #AIforConservation #MachineLearning 🦁🌿
Zamba Cloud
www.zambacloud.com
May 22, 2025 at 2:11 PM
Calling all #conservation developers! 👩‍💻 Zamba Cloud's image support is powered by our open-source library. Want to customize? Contribute? Build your own tools? We've got you covered: github.com/drivendataor... #OpenSource #ConservationTech 🐯
GitHub - drivendataorg/zamba: A Python package for identifying hundreds of kinds of animals, training custom models, and estimating distance from camera trap videos and images
A Python package for identifying hundreds of kinds of animals, training custom models, and estimating distance from camera trap videos and images - drivendataorg/zamba
github.com
May 20, 2025 at 11:30 AM
Reposted by DrivenData
😍 New DrivenData Labs data services site is LIVE! So much easier to find what we do and see our history of work. Come check it out (and let me know if you see any issues!). drivendata.co
DrivenData Labs
DrivenData helps mission-driven organizations harness their data to work smarter and offer more impactful services using data science, machine learning, and AI.
drivendata.co
May 9, 2025 at 6:36 PM
Reposted by DrivenData
We need LLM benchmarks with the same lessons we learned from ML challenges. Absolutely private test sets, submissions can only be selected based on public score, number of subs limited. Even with these, value decays over time.
It is critical for scientific integrity that we trust our measure of progress.

The @lmarena.bsky.social has become the go-to evaluation for AI progress.

Our release today demonstrates the difficulty in maintaining fair evaluations on the Arena, despite best intentions.
May 11, 2025 at 8:23 PM
Reposted by DrivenData
AI alone won't change the social sector. I put down a few thoughts spurred at #GTF2025 on what other infrastructure—technical and social—we need to make AI work. Let me know your thoughts! www.linkedin.com/pulse/tech-i...
(Tech) Infrastructure Week for the Nonprofit Sector
This Good Tech Fest didn’t start for me with “Data science is bullsh*t, right?” like last year, but the 2025 edition was just as provocative. After the conference, I’ve been working to crystalize…
www.linkedin.com
May 12, 2025 at 6:36 PM
The "On Cloud N" competition showcased amazing solutions for predicting nitrogen dioxide levels using satellite data. Browse the winning approaches to see how data science tackles air quality monitoring from space! 🛰️☁️ drivendata.org/competitions/142/competition-cloudnine/ #DataForGood
U.K. PETs Prize Challenge: Phase 3 (Red Teams)
Help unlock the potential of privacy-enhancing technologies (PETs) to combat global societal challenges. Test the privacy guarantees of blue teams' federated learning solutions.
drivendata.org
May 7, 2025 at 11:31 AM
Curious about ML for conservation? Check out the closed "Tick Tick Bloom" competition where data scientists predicted harmful algal blooms in lakes. See how winners combined satellite imagery and water quality data! 🌊🔬 drivendata.org/competitions/143/tick-tick-bloom/ #DataForGood
Tick Tick Bloom: Harmful Algal Bloom Detection Challenge
Harmful algal blooms occur all around the world, and can harm people, their pets, and marine life. Use satellite imagery to detect dangerous concentrations of cyanobacteria, and help protect public…
drivendata.org
May 5, 2025 at 11:30 AM