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Continuous-time movement modelling reveals spatial memory, movement strategies and social spacing of a large herbivore in a highly degraded landscape

This study utilizes continuous-time movement models on GPS telemetry data to reveal that critically endangered hirola antelopes exhibit significant individual heterogeneity in movement strategies, spatial memory, and social spacing, providing a more accurate understanding of their space use than conventional methods and establishing a framework for future conservation efforts.

Original authors: Abdullahi H. Ali, George M. Maina

Published 2026-08-19
📖 6 min read🧠 Deep dive

Original authors: Abdullahi H. Ali, George M. Maina

Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). ⚕️ This is an AI-generated explanation of a preprint that has not been peer-reviewed. It is not medical advice. Do not make health decisions based on this content. Read full disclaimer

To understand how animals survive in a changing world, scientists must first understand how they move. For decades, researchers have tried to map the territories of wild creatures, drawing lines around the areas where they live, eat, and raise their young. This concept, known as a home range, is a fundamental tool for conservationists. It helps them decide how much land is needed to save a species from extinction and where to build protected areas. However, a major problem has long plagued these maps: the tools used to draw them often assume that an animal's location at one moment has nothing to do with its location the next. In reality, animals do not jump randomly across a landscape; they move in continuous, flowing paths. When scientists ignore this natural continuity, their maps become blurry and inaccurate, often making an animal's territory look much smaller than it truly is. This error is particularly dangerous for species on the brink of disappearing, where every square kilometer of habitat counts.

In a new study, researchers turned their attention to the hirola, a rare antelope found only in a small corner of north-eastern Kenya. Listed as critically endangered, the hirola population has crashed from thousands to fewer than five hundred individuals, squeezed by drought, hunting, and the slow encroachment of trees into the open grasslands they need to survive. While scientists have tracked these animals before, no one had ever analyzed their movement patterns using a method that accounts for the continuous flow of time. The researchers set out to fix this gap by studying seven adult female hirola fitted with GPS collars that recorded their location every hour for several years. They wanted to know not just where the animals went, but how they remembered their landscape, how they moved through it, and how they shared space with one another.

The results of this study revealed that the old way of measuring these animals' territories was significantly underestimating their needs. By using a new statistical approach that respects the continuous nature of movement, the researchers found that the average hirola requires a home range of 53.61 square kilometers. This is notably larger than previous estimates, which had suggested a range of roughly 40 square kilometers. The difference might seem small at first glance, but for a species fighting for survival, it represents a substantial amount of missing habitat. The study showed that when you ignore the fact that an animal's path is a connected journey rather than a series of random dots, you end up with a map that is too tight and too small.

Beyond the size of their territories, the study uncovered that hirola are not all the same when it comes to how they move. The researchers discovered two distinct personality types within the group. Four of the animals behaved as "range residents," moving in a way that suggested they were comfortably settled in a specific area, returning to familiar spots with a high degree of predictability. The other three animals, however, displayed a different strategy. They moved with a sense of direction and persistence, traveling in straighter lines for longer periods before turning, a behavior that suggests they were actively exploring or commuting between distant resources. This variety in movement styles means that a single rule cannot apply to all hirola; some are steady residents, while others are more like explorers covering vast distances.

The study also shed light on how long these animals remember their surroundings. By analyzing how long it took for an animal's location to become unpredictable based on its past path, the researchers measured a form of spatial memory. For some hirola, this memory lasted less than a day, meaning they quickly forgot where they had been just hours ago. For others, the memory stretched out for nearly twelve days. One individual, in particular, seemed to hold a mental map of its territory for almost two weeks, allowing it to navigate a massive area of 165.55 square kilometers with confidence. This variation suggests that some hirola are deeply familiar with their local landscape, while others are constantly re-learning or navigating a much wider world.

Perhaps the most surprising finding concerned how these animals interact with one another. In the wild, many herbivores live in herds, but the hirola in this study mostly kept to themselves. Out of all the possible pairs of animals, the vast majority showed almost no overlap in their daily movements, suggesting they live in separate, exclusive worlds. However, there was one striking exception: two specific females shared nearly their entire territory, overlapping by more than 90 percent. This near-perfect match in their movements indicates a strong social bond, likely meaning they are members of the same family group or a tightly knit pair. This discovery is crucial for conservationists planning to move these animals to new locations, as it suggests that separating such bonded pairs could be disastrous for their survival.

The implications of these findings are immediate and practical for the future of the hirola. Because the animals have such different movement styles and memory spans, the researchers can now give precise instructions on how to track them in future reintroduction programs. They recommend that GPS collars should record locations more frequently than once every eleven hours to capture the animals' true movements, and that scientists should wait at least 47 days after releasing an animal before trying to map its new home. This waiting period allows the animal to settle and establish a stable routine, ensuring that the resulting map is accurate. Furthermore, the study suggests that any new habitat created for these antelopes must be at least 8.23 square kilometers in size to support their core daily needs, a figure derived directly from the most intensively used parts of their ranges.

Ultimately, this research transforms our understanding of the hirola from a generic statistic into a complex group of individuals with unique behaviors. It proves that to save a species, we must understand not just where they live, but how they think, move, and remember the world around them. By correcting the errors of the past and embracing the continuous flow of animal life, scientists can now design better protection plans, ensuring that the few remaining hirola have the space and the social connections they need to survive. The path forward is no longer a guess; it is a map drawn with the precision these endangered animals deserve.

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