Meet our grantees
Wild Animal Initiative funds academic research on high-priority questions in wild animal welfare.
The goal of our grants program is to fund research that deepens scientific knowledge of the welfare of wild animals in order to better understand how to improve the welfare of as many wild animals as possible, regardless of what causes the threats to their well-being.
We showcase our grantees and their projects here and continuously update this page as new projects are added.
Harnessing machine learning for the non-invasive assessment of wild fish welfare
Grantee: Thomas Pike
Institution: University of Lincoln
Project summary
This project aims to develop an open-source aquatic camera system capable of automatically and non-invasively quantifying a suite of behavioural and cognitive welfare indicators in wild fish. Behavioural indicators include the degree of physical closeness between individuals within a group, the spatial arrangement of subgroups, movement behaviour, and agonistic interactions. The project will examine variation in these indicators along an urban–rural gradient to a range of putative stressors, before validating them using “challenge” tests involving ecologically relevant experimental interventions (e.g., acoustic disturbances such as boat noise). The overarching objective is to develop an open-source toolkit that integrates commercially available hardware with custom-designed software, allowing the methods to be readily used by others to assess wild fish welfare.
Grantee: Thomas Pike
Institution: University of Lincoln, UK
Grant amount: $81,927
Grant type: Challenge grants
Focal species: Fish
Conservation status: Least concern
Disciplines: Animal behavior, cognition, climate science, ichthyology
Research locations: United Kingdom
Project summary
Wild fish are facing unprecedented challenges from climate-change-induced alterations to natural environments and anthropogenic stressors. Yet assessing their welfare is extremely challenging. To address this, this project aims to develop an open-source aquatic camera system capable of automatically and non-invasively quantifying a suite of behavioural and cognitive welfare indicators. Behavioural indicators include the degree of physical closeness between individuals within a group, the spatial arrangement of subgroups, movement behaviour, and agonistic interactions. The project will examine variation in these indicators along an urban–rural gradient to a range of putative stressors, before validating them using “challenge” tests involving ecologically relevant experimental interventions (e.g., acoustic disturbances such as boat noise). The overarching objective is to develop an open-source toolkit that integrates commercially available hardware with custom-designed software, allowing the methods to be readily used by others to easily, cheaply, and repeatedly assess the welfare of wild fish.
Why we funded this project
This project will provide proof of concept for a novel approach to monitoring fish welfare at scale that is designed to be widely generalisable and translatable across species, habitats, and contexts. This project will improve current strategies for assessing the welfare of wild fish, most notably by avoiding the need for capture, handling, or restraint, and by being entirely non-invasive and non-disruptive.
Remote welfare assessment in wildlife using stand-off Raman spectroscopy
Grantees: Jose Gonzalez-Rodriguez and Teresa Romero
Institution: University of Lincoln
Project summary
This project aims to develop a stand-off Raman spectroscopy system as a non-invasive tool to assess hormonal levels in wild animals, which can be integrated into welfare assessments. The project also aims to validate under standardized and natural conditions how biomarkers of long-term stress relate to a range of stressors that may affect wild animal welfare. They will use a combination of socio-positive (e.g., play, grooming) and negative (e.g., aggression, screaming) behaviors, indices of social integration, behavioral indicators of anxiety (i.e., self-directed behaviors), and resting behavior, as well as physical indicators of welfare (body condition, instances of injury).
Grantees: Jose Gonzalez-Rodriguez and Teresa Romero
Institution: University of Lincoln, UK
Grant amount: $55,519
Grant type: Discovery grants
Focal species: Tufted capuchin monkeys (Sapajus apella)
Conservation status: Least concern
Disciplines: Physiology, animal behavior
Research locations: United Kingdom, United States
Project summary
To enhance the welfare of wild animals, it is crucial to continuously monitor biomarkers and other metrics that can indicate changes in their welfare. However, this presents the challenge of obtaining repeated measurements from individuals, which often involves capture, restraint, and/or handling — procedures that can have significant negative welfare impacts on free-living wild animals. This project aims to develop a stand-off Raman spectroscopy system as a non-invasive tool to assess hormonal levels in wild animals, which can be integrated into welfare assessments. The project also aims to validate under standardized and natural conditions how biomarkers of long-term stress relate to a range of stressors that may affect wild animal welfare. They will use a combination of socio-positive (e.g., play, grooming) and negative (e.g., aggression, screaming) behaviors, indices of social integration, behavioral indicators of anxiety (i.e., self-directed behaviors), and resting behavior, as well as physical indicators of welfare (body condition, instances of injury).
Why we funded this project
This project builds on a previous WAI-funded project, which validated the use of Raman spectroscopy as an efficient way of testing hormones in hair. It will test whether this method can be used to measure hair cortisol levels from a distance, potentially helping to make the use of this indicator more scalable for long-term monitoring in the field, and reducing the need for distressing or invasive methods for welfare assessment.
Validating body posture as a novel marker of well-being in animals
Grantee: Nicole Koyama
Institution: Liverpool John Moores University
Project summary
A few studies on nonhuman primates have found that a hunched posture is a response to social separation and physical inflammation, but research linking whole body posture and physiological measures of welfare is lacking. This project will combine established measures of affective valence (nasal temperature) and arousal (iris-pupil ratio) to validate body posture as a new measure of affective valence. Two months of video data will be collected and used for thermal imaging, behavioral, and postural analysis from groups of wild Barbary macaques, along with pilot data for comparison from non-human primate zoo animals. Ultimately, the project aims to share a new validated measure and conceptual framework that can be applied to a range of wild mammals.
Grantee: Nicola Koyama
Institution: Liverpool John Moores University, United Kingdom
Grant amount: $9,995
Grant type: Seed grants
Focal species: Barbary macaque (Macaca sylvanus)
Conservation status: Endangered
Disciplines: Primatology, animal behavior, physiology
Research locations: United Kingdom, Morocco
Project summary
A few studies on non-human primates have found that a hunched posture is a response to social separation and physical inflammation, but research linking whole body posture and physiological measures of welfare is lacking. This project will combine established measures of affective valence (nasal temperature) and arousal (iris-pupil ratio) to validate body posture as a new measure of affective valence. Two months of video data will be collected and used for thermal imaging, behavioral, and postural analysis from groups of wild Barbary macaques, along with pilot data for comparison from non-human primate zoo animals. Ultimately, the project aims to share a new validated measure and conceptual framework that can be applied to a range of wild mammals.
Why we funded this project
This project will validate an indicator for assessing welfare that could be relevant across primates, and provide proof of concept for its application in the field.
An Evaluation of Effective Disturbance Mitigation Measures for European Badgers (Meles meles) Occupying Setts During Forestry Operations
Grantee: Stephen McAuliffe
Institution: University of Brighton and Forest Research
Project summary
In order to avoid possible disturbance to European badgers, forestry guidance in England states that activities using heavy machinery should be prohibited within 20 meters of active badger setts. This research aims to validate that the approved noise and vibration mitigation buffer distances intended to prevent disturbance from anthropogenic activities are effective. Observations of badger behavior will be made in woodland habitats, and fecal cortisol metabolites will be collected for analysis. If changes in behavior and increases in cortisol levels are not found following exposure to forestry noise and vibration greater than 20 meters away, robust evidence will be provided to validate that badger welfare is not being adversely impacted by legally sanctioned forestry activities.
Grantee: Stephen McAuliffe
Institution: University of Brighton and Forest Research, United Kingdom
Grant amount: $10,137
Grant type: Seed grants
Focal species: European badger (Meles meles)
Conservation status: Least concern
Disciplines: Animal behavior, physiology, mammalogy, human-wildlife conflicet
Research locations: United Kingdom
Project summary
In order to avoid possible disturbance to European badgers (Meles meles), forestry guidance in England states that activities using heavy machinery should be prohibited within 20 meters of active badger setts. However, this commonly adopted mitigation measure has never been scientifically assessed. As a result, it relies on the untested assumption that noise and vibrations do not disturb badgers if a buffer zone of 20 meters is maintained between forestry operations and setts. This research aims to validate that the approved noise and vibration mitigation buffer distances intended to prevent disturbance from anthropogenic activities are effective. Observations of badger behavior will be made in woodland habitats, and fecal cortisol metabolites will be collected for analysis. If changes in behavior and increases in cortisol levels are not found following exposure to forestry noise and vibration greater than 20 meters away, robust evidence will be provided to validate that badger welfare is not being adversely impacted by legally sanctioned forestry activities.
Why we funded this project
This project will help us understand the welfare impacts of anthropogenic disturbance on a common mammal, and could lead to a very near-term intervention to mitigate them if the project results in a recommendation to increase buffer distances. We hope it will set a precedent for testing and improving animal welfare protection methods routinely advised and adopted by many land-based sectors such as forestry, utilities providers, construction and agriculture.
The impact of winter food provisioning on the welfare of wild urban hedgehogs
Grantee: Julia Nowack
Institution: Liverpool John Moores University
Project summary
This project will investigate the welfare impacts of supplemental feeding during winter on European hedgehogs. Hedgehogs and other species have adapted to the lack of natural food during the winter by hibernating. Previous research, however, has suggested that hibernation may be interrupted when anthropogenic food sources are available. This project will use biologgers to collect data on winter activity and hibernation, as well as the animals’ use of specially designed feeding stations equipped with miniature thermal imaging devices, which will be used to non-invasively measure eye temperature as an indicator of physiological stress. Welfare assessment will also be supplemented by data on ectoparasite load, body mass, fecal glucocorticoid concentrations, latency to approach a feeding station, and survival rate for adults and juveniles.
Grantee: Julia Nowack
Institution: Liverpool John Moores University, UK
Grant amount: $29,977
Grant type: Seed grant
Focal species: Western European hedgehog (Erinaceus europaeus)
Conservation status: Least concern
Disciplines: Physiology, population ecology, animal behavior
Research locations: United Kingdom
Project summary
This project will investigate the welfare impacts of supplemental feeding during winter on European hedgehogs. Hedgehogs and other species have adapted to the lack of natural food during the winter by hibernating. Previous research, however, has suggested that hibernation may be interrupted when anthropogenic food sources are available. This project will use biologgers to collect data on winter activity and hibernation, as well as the animals’ use of specially designed feeding stations equipped with miniature thermal imaging devices, which will be used to non-invasively measure eye temperature as an indicator of physiological stress. Welfare assessment will also be supplemented by data on ectoparasite load, body mass, fecal glucocorticoid concentrations, latency to approach a feeding station, and survival rate for adults and juveniles.
Why we funded this project
Food provisioning is a potentially important near-term intervention that is already practiced in some contexts, but usually without data on or a primary interest in its wild animal welfare impacts. We appreciate that this project will use a non-invasive approach with multiple physiological and behavioral indicators to evaluate welfare impacts of supplemental feeding on wild European hedgehogs, including juveniles. The results could have implications for the management of other hibernators with access to supplementary feeding, such as dormice, bears, or chipmunks.
Field tests of bee welfare
Grantee: Vivek Nityanada
Institution: Newcastle University
Project summary
The goal of this project is to develop a cognitive judgment bias test for wild bees and pilot its use in the field. The project will investigate how bee cognitive biases and reward responses vary with factors expected to cause high or low welfare, such as light and vehicular pollution. The researchers will also develop a “lick-o-meter” for assessing welfare based on individual variation in the bees’ consumption of a sugar-water reward, with the expectation that bees in low-welfare environments will display less enthusiasm for consuming the sugar-water.
Grantee: Vivek Nityananda
Institutions: Newcastle University, United Kingdom
Grant amount: $194,317
Grant type: Challenge grant
Focal species: Buff tailed bumblebees (Bombus terrestris)
Conservation status: Least concern
Disciplines: Animal welfare science, entomology, animal behavior
Research location: United Kingdom
Project summary
Studying affective states in animals has been a key component towards assessing their welfare. Most studies that have used this approach have focused on vertebrates. Yet, the rapid decline in insect numbers calls out for novel methods to monitor their welfare and measuring their affective states would be an important approach. A few recent papers have indicated the presence of affective states in insects, especially bees. These papers have used judgement bias tests in laboratory settings. Recent findings using an active choice test in our lab have also shown robust evidence of affective states in bees due to changed expectations of rewards. However, there is no research looking at these states in the wild. To address this gap, this project seeks to develop and validate new tests for bee affective states in the wild and use these to assess the welfare of bees in the field.
This project will assess whether environments predicted to induce poor welfare and negative valence for bees– such as ones with poor nutrition or light pollution- induce changes in predicted markers of poor welfare. We will use performances in judgement bias tests and reduced responses to rewards in the wild as behavioral markers of welfare. We will also measure the role of neuromodulators (dopamine, serotonin) by measuring the differences in their expression, and of genes involved in their synthesis pathways, in the brains of wild bees in different environments. Measuring changes in these three different markers across different low-welfare environments will help validate them as measure of bee welfare and develop novel markers for wild bee welfare. They will thus providing vital tools for further biological and environmental research in a variety of pollinators.
Why we funded this project
We are generally excited to support this project because it focuses on a wild insect. Insects are extremely abundant and their welfare is typically neglected. Validating a cognitive judgment bias test that can be implemented in the field for a wild insect would be a powerful step forward.
Parasites in the city: How is the impact of parasites on wild animal welfare affected by urbanization?
Grantee: Amanda Trask
Institutions: Institute of Zoology (IOZ), Zoological Society of London (ZSL)
Project summary
This project will evaluate the extent to which parasitism and urbanization impact wild animal welfare, both independently and synergistically, using physiological data on the internal and external parasite loads of deceased gray squirrels, as well as their body condition, immune function, and stress response. The researchers will also collect behavioral welfare indicators from other squirrels using camera traps. This data will be collected along a gradient of urbanization levels and analyzed in the context of the squirrels’ sex and age, to compare population-level welfare across sites varying in degree of urbanization and average parasite metrics and predict how future increases in urbanization might impact wildlife welfare.
Grantee: Amanda Trask
Institutions: Institute of Zoology (IOZ), Zoological Society of London (ZSL), United Kingdom
Grant amount: $199,941
Grant type: Challenge grant
Focal species: Eastern grey squirrel (Sciurus carolinensis)
Conservation status: Least concern
Disciplines: Infectious disease, population ecology
Research location: United Kingdom
Project summary
Parasitism is likely a key determiner of wild animal welfare, while rapidly increasing urbanisation presents novel challenges and welfare threats, yet the extent that parasitism and urbanisation impact wild animal welfare, both independently and synergistically, remains a major knowledge gap. An individual’s parasite infection status, and the associated welfare impacts, is dependent on parasite exposure risk and susceptibility. Urbanisation may alter exposure risk, for example through changes to population density and resource distribution, and susceptibility, for example through altered host immune function from exposure to urban stressors. Urbanisation may also compound impacts of parasitism, if chronically stressed individuals are less able to cope with further welfare challenges, resulting in synergistic negative welfare effects. Furthermore, welfare impacts of parasites and urbanisation may vary across sex- and life-stage classes, for example due to hormonal influences and changes in immune function with chronic exposure to urban pollution.
We will address this knowledge gap, using grey squirrels from UK sites across an urbanisation gradient. We will use detailed individual-level data on parasite loads and physical and physiological welfare indicators, collected from dead squirrels killed as part of non-native species management, to determine welfare impacts across sites varying in degree of urbanisation, and across sexes and life stages. Then, we will use behavioural indicators from camera trap data to determine associations between population-level welfare, parasite prevalence and degree of urbanisation. Finally, we will estimate ‘welfare expectancy’ of individuals from different populations using sex- and life-stage specific welfare scores. We will expand on current theory and develop a modelling tool to incorporate demographic and environmental stochasticity in welfare states into population models, to aid prediction of how increasing urbanisation may impact wildlife welfare in the future. This study will provide vital knowledge to aid understanding and prediction of the experience and future responses of wild animals to parasites in the context of increasing urbanization, facilitating design and integration of welfare-friendly urban environments for wildlife.
Why we funded this project
Gray squirrels are abundant, they live in close proximity to humans, and they could benefit from welfare interventions such as wildlife fertility control in the near future. Gray squirrels are not native in the UK, where this study will be conducted, and the welfare of non-native species is generally understudied or undervalued compared with native species of conservation interest. This project provides a special opportunity to take advantage of data from squirrels who are being killed as part of a government program, and to access valuable metrics that are hard to measure non-invasively, thereby creating from their deaths an opportunity to gain valuable insights that could ultimately help other squirrels. In addition to their good range of welfare indicators, we appreciate that this project will consider sex- and age-specific variation in welfare impacts and attempt to estimate “welfare expectancy” at a population level.
Are we making urban wildlife sick?
Grantee: Carl Soulsbury
Institution: University of Lincoln
Project summary
The goal of this project is to test whether differences in welfare among individual red foxes and individual European hedgehogs are explained by specific environmental stressors arising from urbanization (e.g., increased human population density, noise pollution, or reduced habitat heterogeneity). Notably, on a population level, foxes appear to have fared well alongside humans, while hedgehogs have struggled to cope with urbanization. The study will confirm whether this contrast is also seen at the level of individual welfare, and offers a unique opportunity to identify common environmental stressors that may be impacting the health and welfare of urban wildlife more generally. To assess welfare, the project will perform cognitive judgment bias and novel object tests and combine them with non-invasive indicators of physiological stress (fecal glucocorticoids and eye/ear temperature) and health (pathogen load).
Grantee: Carl Soulsbury
Institutions: University of Lincoln, United Kingdom
Grant amount: $148,741.43
Grant type: Challenge grant
Focal species: Red fox (Vulpes vulpes) and European hedgehog (Erinaceus europaeus)
Conservation status: Least concern
Disciplines: Animal welfare science, animal behavior, physiology
Research location: United Kingdom
Project summary
Urbanisation causes profound changes to biodiversity. For many species living in urban areas, there is evidence that urban living leads to greater disease prevalence. It is unclear, however, (a) what factors drive this higher disease prevalence and (b) whether this leads to poorer wild animal welfare. We propose a study to compare two urban-dwelling species, red foxes and Eurasian hedgehogs, where we will characterize pathogen prevalence, load, and diversity across an urban-rural gradient. This study will be carried out at two scales: firstly, we will link pathogen loads, faecal glucocortoicoids and habitat at the landscape level, allowing us to broadly understand if urbanisation is associated with increased pathogen loads. We will then carry out a second, more detailed data collection where we will combine pathogen data with measures of stress (infra-red thermography, faecal glucocorticoids) and behavioural measures of affective valence (novel object and judgement bias tests). Here, we will link together pathogen loads and different measures of welfare at the individual level. Ultimately, our aim is to test, within each species, whether population differences in health and welfare are explained by environmental stressors arising from urbanisation (e.g., increased human population density and reduced habitat heterogeneity).
Why we funded this project
We appreciate that this project considers specific characteristics of urban environments, as opposed to simply comparing urban environments with rural ones. This way, it has more potential to inform near-term interventions. Plus, the project design humanely allows for animals’ voluntary participation. In addition to using an effective suite of welfare indicators to investigate the impact of different parasite loads on welfare, the combination of cognitive bias testing with non-invasive physiological stress metrics will provide information on the validity of those metrics, which are being used concurrently in other projects.
Developing an automated cognitive bias task for wild squirrels
Grantees: Vikki Neville, Lisa Leaver
Institutions: University of Bristol, University of Exeter
Project summary
The goal of this project is to develop a cognitive judgment bias test for use in wild gray squirrels that capitalizes on their innate behavior, avoiding the need for the extensive type of training that is usually part of cognitive judgment bias tests in captive settings. By making use of the widely available Raspberry Pi platform, the test should be relatively easy for other researchers to replicate and adapt for use in other species. To validate the test itself, the research team will also assess how measurement of cognitive judgment bias varies with factors assumed to affect the valence of animals participating in the test, such as distance from cover and levels of food provisioning in the environment, as well as how the test results correlate with other potential non-invasive behavioral and physiological indicators of welfare, such as the distance at which a squirrel flees from approaching humans, hair cortisol concentration, and real-time fluctuations in eye temperature in response to stimuli during the the test.
Grantees: Vikki Neville and Lisa Leaver
Institutions: University of Bristol, University of Exeter, United Kingdom
Grant amount: $157,049
Grant type: Challenge grant
Focal species: Grey squirrel (Sciurus carolinensis)
Conservation status: Least concern
Disciplines: Animal welfare science, physiology, animal behavior
Research location: United Kingdom
Project summary
The development of the cognitive judgment bias (CJB) task for non-human animals revolutionised the field of animal welfare. The CJB task: (a) is thought to measure both relatively better and relatively poorer welfare across the full spectrum of possible welfare states, (b) is non-invasive, and (c) has been validated using a meta-analytic approach. Moreover, the theoretical basis of the predictions for the CJB task should be applicable across taxa and, accordingly, it has been used successfully in many species. However, to date, its use has largely been in captive species and there are a dearth of examples in wild animals. A key barrier to implementation is that it is difficult to train animals to associate stimuli with particular outcomes: the time needed to do so makes these studies unsuccessful or infeasible in non-captive populations of animals. We propose that this could be overcome by capitalising on the natural behaviour of a species to reduce training time and by using equipment that allows automation of stimulus presentation and data collection.
The main aim of our proposed project is to develop a CJB task for use in wild animals, in particular wild squirrels. Our key objectives are to develop a task for collecting CJB data from grey squirrels which: (1) capitalises on their innate behaviour, obviating the need for extensive training, and (2) makes use of Raspberry Pi equipment so that the task can be easily implemented by other researchers and straightforwardly adapted for use across species to measure welfare and validate novel potential measures of welfare.
To assess that our task works as anticipated, secondary objectives will be to: (1) assess how CJB varies with task manipulations designed to alter affective valence (the distance of the equipment from cover, and levels of food provisioning in the environment), and (2) assess how CJB correlates with other potential non-invasive indicators of welfare (e.g. flight distance in response to humans, QBA scores, retrapability, social status, hair cortisol concentration, and fluctuations in eye temperature following positive and negative stimuli on the judgement bias test measured using infrared thermal cameras).
Why we funded this project
As noted above, cognitive bias tests are generally considered to be exceptionally robust welfare indicators, while gray squirrels are an abundant species and a prime target for near-term interventions. Therefore, we are excited to support the development of a cognitive judgment bias test for use on free-living gray squirrels, which will also help to assess the validity of simpler indicators, such as eye temperature and flight initiation distance.
Validating the use of cognitive bias to assess affective valence in wild bird populations.
Grantee: Oliver Burman
Institution: University of Lincoln
Project summary
The goal of this project is to develop and validate a cognitive bias test for assessing the welfare of woodland birds that does not require any training stage, and instead takes advantage of innate attraction and aversion to stimuli that resemble preferred or noxious prey (with a range of likeness accuracy, based on the principle of imperfect Batesian mimicry). Continuing the theme of exploiting natural variation, the project will use spatial variation in numerous components of habitat preferability that can be assumed to directionally affect welfare — such as food abundance and shelter — as natural experiments to validate their cognitive bias tests.
Grantees: Oliver Burman
Institutions: University of Lincoln, United Kingdom
Grant amount: $193,684.17
Grant type: Challenge grant
Focal species: Free-living wild birds, including (but not limited to): blue tits (Cyanistes caeruleus), great tits (Parus major), wrens (Troglodytes troglodytes), coal tits (Poecile ater), European robins (Erithacus rubecula), chaffinches (Fringilla coelebs), greenfinches (Chloris chloris), starlings (Sturnus vulgaris), blackbirds (Turdus merula) and Eurasian jays (Garrulus glandarius).
Conservation status: Least concern
Disciplines: Animal welfare science, ornithology, animal behavior
Research location: United Kingdom
Project summary
Cognitive bias is a robust and validated measure of affective valence effective in a wide variety of animal species. However, this valuable approach has been primarily focused on the welfare assessment of captive animals and has not yet been demonstrated in wild free-living animal populations. This goal is crucial for addressing urgent contemporary issues such as the impact of anthropogenic and climatic change on wild animal welfare and to tackle key conservation challenges. In the first attempt to apply a cognitive judgement bias task in a free-living wild animal population, we found that wild birds struggled to complete the necessary training (discrimination) stage of the cognitive bias task. In the proposed project, our aim is therefore to validate two novel cognitive approaches to assessing affective valence in wild animals that do not require training, in conjunction with established behavioural and physiological indicators of welfare. Firstly, we will investigate a modified cognitive judgement bias task based on the innate avoidance of naturally occurring aversive prey, using the principle of imperfect Batesian mimicry. Secondly, we will modify and validate a cognitive attention bias task that relies on a spontaneous response to a potential threat. Both tasks will be assessed in populations of wild birds using natural variation in affective valence. Our anticipated outcomes are the development of an effective, validated measure of affective valence applicable to wild birds without the need for capture/restraint that can be translated across species; an invaluable tool in the assessment of wild animal welfare in response to a wide variety of environmental challenges.
Why we funded this project
This project’s results are intended to be generalizable to numerous woodland bird species (e.g., tits, wrens, starlings). We also appreciate its creatively humane approach to validation, using innate preferences and natural variation in affective valence, rather than training and experimental manipulation. Plus, the project considers both presumably positive (e.g., food, shelter) and presumably negative (e.g., predator abundance) welfare factors, which further strengthens the validation.