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Birdsong data from Merlin ID app to help global biodiversity project

Merlin App Enhances Global Biodiversity Monitoring Through Real-Time Birdsong Identification Birdsong data from Merlin ID app - The Cornell Lab for

Desk Environment
Published July 4, 2026
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Merlin App Enhances Global Biodiversity Monitoring Through Real-Time Birdsong Identification

Birdsong data from Merlin ID app – The Cornell Lab for Ornithology’s Merlin bird ID app is set to revolutionize how citizens contribute to biodiversity research, with an upcoming update enabling users to seamlessly submit real-time bird identifications to eBird, the world’s largest online database of bird observation records. This integration aims to bolster conservation efforts for vulnerable avian species by harnessing the collective data of millions of users. The app, which has been available for over five years, already employs machine learning to deliver rapid sound-identification results, pairing each detected species with an image for visual confirmation. With this new feature, the process of recording and sharing bird sightings will become more efficient, allowing for a continuous flow of information into eBird’s expansive system.

eBird, the platform behind the Merlin app, has amassed over 2 billion observation records since its launch in 2002. These data points, gathered from amateur and professional birdwatchers alike, serve as a critical resource for tracking population trends and ecological shifts. The Merlin app’s latest development will automate the collection of user-generated bird identifications, streamlining the process for participants and expanding the dataset. In the UK, for instance, the British Trust for Ornithology reports that the total bird population has declined by more than 70 million over the past five decades. This stark decrease underscores the urgency of leveraging tools like Merlin to monitor avian health and guide conservation strategies.

The Guardian has created an audio soundscape that captures the rich birdsong diversity observed in 1976, offering a stark contrast to the current soundscape. This project highlights the changing acoustic environment and serves as a benchmark for evaluating the app’s ability to detect shifts in bird populations. Over 2 million users in the UK accessed Merlin in May alone, identifying birds in gardens, woodlands, and rural areas. The app’s machine-learning models analyze spectrograms—visual representations of sound—to recognize unique patterns in birdsong, assigning them to specific species. This capability has already made Merlin a valuable tool for both casual users and dedicated ornithologists.

Cornell Lab’s eBird platform, which the Merlin app is linked to, has been instrumental in advancing environmental science. By aggregating data from citizen scientists across the globe, it provides a dynamic picture of bird distribution and abundance. Jessie Barry, a lead developer of Merlin, emphasized the importance of this connection: “The eBird mobile app will soon allow users to upload their recordings directly, which will be automatically integrated into the global database. Future updates will strengthen this relationship, enabling us to use the data from what people hear with Merlin to track bird populations more effectively.” According to Barry, the data generated by users helps create tools that support conservation initiatives, build public engagement, and shape ecological management plans.

Merlin currently identifies 2,066 bird species, covering most avian life in the US, Canada, and Europe, as well as common species in India and Central/South America. While the app is continually expanding its database, some species remain to be added. “We are always refining our models and incorporating new species,” Barry noted. The app has seen remarkable growth, with over 40 million downloads across 240 countries since its launch. In the UK, it boasts nearly 2 million users, placing the nation second in global app adoption. Countries like Canada, Germany, France, Spain, and the Netherlands lead in usage, demonstrating Merlin’s widespread appeal.

Despite its popularity, the app faces some scrutiny. The European Bird Census Council (EBCC) cautions against relying solely on Merlin for official breeding surveys, citing potential misidentifications. However, the EBCC has established a monitoring group to standardize acoustic bird tracking across Europe, aiming to balance innovation with accuracy. Moira Forsyth, a Merlin user in Muir of Ord, Scotland, shared her experience: “Combining the app with other resources, like the RSPB’s Scottish birds guide and Collins Complete British Wildlife, has made our birdwatching more precise. We’ve discovered a greater variety of species in our area than we previously imagined.” Forsyth’s anecdote illustrates how Merlin complements traditional methods, enhancing both personal engagement and scientific accuracy.

Prof Richard Gregory of the RSPB praised Merlin’s growing impact: “The app’s rising popularity is a positive development, especially among a broader audience of nature enthusiasts. I’ve seen people using it in diverse settings, from urban parks to remote forests, connecting with wildlife in meaningful ways. It’s an exciting shift in how people interact with the natural world.” Yet, Gregory also highlighted a concern: “The app occasionally misidentifies birds, such as when it classified my dachshund as a mallard. Without expertise, users may not notice these errors, which could affect the reliability of conservation data.” He acknowledged that while the app’s accuracy improves, its current limitations require careful interpretation.

Barry addressed these challenges, noting that research teams utilizing eBird data will work to refine its quality. “Having more data, even if imperfect, is better than having none at all,” she explained. “The more observations we collect, the better we can understand changes in bird populations and their habitats.” This approach aligns with the broader goals of citizen science, which relies on large-scale participation to fill gaps in ecological research. As Merlin continues to evolve, its integration with eBird represents a significant step forward in making biodiversity monitoring more accessible and actionable.

With over 40 million downloads worldwide, the app has already transformed how people engage with ornithology. Its ability to translate birdsong into actionable data underscores the power of technology in environmental conservation. While experts like Gregory stress the need for vigilance, the consensus remains that Merlin’s contributions are invaluable. By bridging the gap between casual observation and scientific analysis, the app not only aids in tracking avian populations but also fosters a deeper appreciation for nature among users. As the platform expands its capabilities, it promises to play an even greater role in safeguarding the planet’s biodiversity.

A New Era for Citizen Science and Biodiversity Tracking

The Merlin app’s integration with eBird marks a pivotal moment in the history of citizen science, allowing ordinary individuals to play a direct role in environmental research. This partnership exemplifies how digital tools can democratize data collection, turning everyday observations into critical insights for conservation. The Guardian’s audio comparison project, which underscores the loss of birdsong over time, further highlights the importance of such initiatives. By providing users with a visual and auditory reference, the app encourages a more nuanced understanding of ecological changes.

As the app’s user base grows, so does its potential to influence conservation outcomes. The 2 million UK users in May alone represent a significant contribution to the global effort, with their data adding layers of detail to eBird’s extensive records. The ability to automatically transfer bird identifications to the database ensures a continuous and reliable stream of information, crucial for analyzing long-term trends. This feature also allows for real-time monitoring, which can be particularly useful during seasonal migrations or population surges.

Merlin’s success in diverse regions—from North America to Europe and Asia—demonstrates its adaptability to different ecosystems. The app’s machine-learning models are trained to recognize subtle variations in birdsong, making it a powerful tool for identifying species in varied environments. However, the accuracy of these models remains a focus of ongoing improvement. Barry acknowledged that while the system is robust, there is always room for enhancement. “Our models are constantly being refined to reduce errors and improve recognition rates,” she said. This iterative process ensures that Merlin remains at the forefront of bird identification technology.

The app’s role in connecting people to nature is equally significant. For many users, Merlin serves as an entry point to the world of ornithology, transforming passive observers into active participants. This engagement is vital for fostering a culture of conservation, as increased awareness often leads to greater environmental stewardship. Yet, the challenge lies in balancing accessibility with precision. As the EBCC and other organizations work to establish standards for acoustic monitoring, Merlin’s data will be a key component in validating these efforts.

Looking ahead, the Merlin team envisions a future where the app’s integration with eBird becomes even more seamless. This advancement will not only enhance the accuracy of population tracking but also empower researchers with a wealth of data. The potential for real-time analysis means that conservationists can respond quickly to threats, such as habitat loss or climate change, by identifying shifts in bird distribution. As the app continues to expand its reach, it stands as a testament to the power of technology in uniting people with the natural world and driving meaningful conservation outcomes.

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