GLobal Insect Threat-Response Synthesis (GLiTRS): a comprehensive and predictive assessment of the pattern and consequences of insect declines
Lead Research Organisation:
Natural History Museum
Department Name: Life Sciences
Abstract
With increasing recognition of the importance of insects, there are growing concerns that insect biodiversity has declined globally, with serious consequences for ecosystem function and services. Yet, gaps in knowledge limit progress in understanding the magnitude and direction of change. Information about insect trends is fragmented, and time-series data are restricted and unrepresentative, both taxonomically and spatially. Moreover, causal links between insect trends and anthropogenic pressures are not well-established. It is, therefore, difficult to evaluate stories about "insectageddon", to understand the ecosystem consequences, to devise mitigation strategies, or predict future trends.
To address the shortfalls, we will bring together diverse sources of information, such as meta-analyses, correlative relationships and expert judgement. GLiTRS will collate these diverse lines of evidence on how insect biodiversity has changed in response to anthropogenic pressures, how responses vary according to functional traits, over space, and across biodiversity metrics (e.g. species abundance, occupancy, richness and biomass), and how insect trends drive further changes (e.g. mediated by interaction networks).
We will integrate these lines of evidence into a Threat-Response model describing trends in insect biodiversity across the globe. The model will be represented in the form of a series of probabilistic statements (a Bayesian belief network) describing relationships between insect biodiversity and anthropogenic pressures.
By challenging this "Threat-Response model" to predict trends for taxa and places where high-quality time series data exist, we will identify insect groups and regions for which indirect data sources are a) sufficient for predicting recent trends, b) inadequate, or c) too uncertain. Knowledge about the predictability of threat-response relationships will allow projections - with uncertainty estimates - of how insect biodiversity has changed globally, across all major taxa, functional groups and biomes.
This global perspective on recent trends will provide the basis for an exploration of the consequences of insect decline for a range of ecosystem functions and services, as well as how biodiversity and ecosystem properties might be affected by plausible scenarios of future environmental change.
GLiTRS is an ambitious and innovative research program: two features are particularly ground-breaking. First, the collation of multiple forms of evidence will permit a truly global perspective on insect declines that is unachievable using conventional approaches. Second, by validating "prior knowledge" (from evidence synthesis) with recent trends, we will assess the degree to which insect declines are predictable, and at what scales.
To address the shortfalls, we will bring together diverse sources of information, such as meta-analyses, correlative relationships and expert judgement. GLiTRS will collate these diverse lines of evidence on how insect biodiversity has changed in response to anthropogenic pressures, how responses vary according to functional traits, over space, and across biodiversity metrics (e.g. species abundance, occupancy, richness and biomass), and how insect trends drive further changes (e.g. mediated by interaction networks).
We will integrate these lines of evidence into a Threat-Response model describing trends in insect biodiversity across the globe. The model will be represented in the form of a series of probabilistic statements (a Bayesian belief network) describing relationships between insect biodiversity and anthropogenic pressures.
By challenging this "Threat-Response model" to predict trends for taxa and places where high-quality time series data exist, we will identify insect groups and regions for which indirect data sources are a) sufficient for predicting recent trends, b) inadequate, or c) too uncertain. Knowledge about the predictability of threat-response relationships will allow projections - with uncertainty estimates - of how insect biodiversity has changed globally, across all major taxa, functional groups and biomes.
This global perspective on recent trends will provide the basis for an exploration of the consequences of insect decline for a range of ecosystem functions and services, as well as how biodiversity and ecosystem properties might be affected by plausible scenarios of future environmental change.
GLiTRS is an ambitious and innovative research program: two features are particularly ground-breaking. First, the collation of multiple forms of evidence will permit a truly global perspective on insect declines that is unachievable using conventional approaches. Second, by validating "prior knowledge" (from evidence synthesis) with recent trends, we will assess the degree to which insect declines are predictable, and at what scales.
Publications
Jaureguiberry P
(2022)
The direct drivers of recent global anthropogenic biodiversity loss
in Science Advances
Johnson T
(2024)
Pressure to publish introduces large-language model risks
in Methods in Ecology and Evolution
Johnson TF
(2023)
Achieving a real-time online monitoring system for conservation culturomics.
in Conservation biology : the journal of the Society for Conservation Biology
Millard J
(2024)
ChatGPT is likely reducing opportunity for support, friendship and learned kindness in research
in Methods in Ecology and Evolution
Millard J
(2023)
Key tropical crops at risk from pollinator loss due to climate change and land use.
in Science advances
Purvis A
(2025)
Bending the curve of biodiversity loss requires a 'satnav' for nature
in Philosophical Transactions of the Royal Society B: Biological Sciences
Scheepens D
(2024)
Large language models help facilitate the automated synthesis of information on potential pest controllers
in Methods in Ecology and Evolution
| Description | 1. Land-use change has been the most important direct driver of recent biodiversity loss on land and in freshwater, with climate change only fourth (behind direct exploitation of organisms and pollution). The most comprehensive and rigorous synthesis to date of studies that compared multiple direct drivers showed that this ranking is consistent among major geographic regions but varies among different kinds of biodiversity variable; for example, climate change is a more important driver of community composition change than of changes in species populations. Insects, other invertebrates and plants remain under-studied compared with vertebrates, highlighting the need for the kind of understanding that GLiTRS is aiming to provide. Stopping biodiversity loss will require policies and actions to tackle all of the major direct drivers and their interactions, not focusing on some to the exclusion of others. 2. Key tropical crops at risk from pollinator loss due to climate change and land use. Dr Millard's Science Advances paper showed that the interactive effect of climate change and land-use is likely causing a reduction in insect pollinator abundance and richness, potentially creating a risk to the production, price, and availability of pollination dependent crops in the tropics (e.g. cocoa and coffee). 3. Dynameta. We released a software package that allows ecologists and conservationists to flexibly carry out dynamic meta-analysis, for any combination of a taxonomic group, biodiversity metric, anthropogenic threat, and country. This software is now being used for an online platform, to which we have been uploading meta-analytic effect sizes. 4. Real-time monitoring for human-nature interactions: Dr Millard showed in a paper how real-time monitoring platforms can be built to monitor human-nature interactions. The software underpinning this publication helped inform more recent work on Dynameta. |
| Exploitation Route | 1. The results of this study were widely reported in the media and were prominent at the Convention on Biological Diversity's COP15 in Montreal in December 2022; the ranking of drivers is even quoted in the preliminary text of the new Global Biodiversity Framework. The results highlight the need to tackle the full range of drivers of biodiversity loss, rather than focusing too strongly on any single driver. 2. This model will likely help inform some of the work towards the end of GLiTRS, when we project likely consequences for ecosystem services, and will likewise be helpful for others trying to make compound projections. 3. The platform, which is freely available for others to develop as they wish, will help the science of threat responses to become properly cumulative. |
| Sectors | Agriculture Food and Drink Environment |
| Description | Work within the GLiTRS project has strengthened arguments for the use of predictive modelling to understand and mitigate future biodiversity change. We have been active within GEO BON and other networks in making the case for model-based indicators, including at CBD COP16 (e.g., in the Science-Policy Forum session). GLiTRS has facilitated our contribution to the Grand Challenges in Entomology project, which is proving extremely influential in shaping the strategy of the Royal Entomological Society. |
| First Year Of Impact | 2023 |
| Sector | Environment |
| Impact Types | Policy & public services |
| Description | Co-wrote the scoping document for the 2nd IPBES Global Assessment of biodiversity and ecosystem services |
| Geographic Reach | Multiple continents/international |
| Policy Influence Type | Participation in a guidance/advisory committee |
| URL | https://files.ipbes.net/ipbes-web-prod-public-files/2025-02/annex_1_decision_ipbes11_1_en_ADVANCE.pd... |
| Title | AWS/Data Labs integration |
| Description | We have adapted Dynameta to now run at UK CEH's Datalabs, with the back-end supported by a postgres database running at the Natural History Museum. We will be releasing a new local version of this software with an upcoming database publication containing our meta-analytic effect sizes. This is not yet available outside of GLITRS but the data will be made available in time, |
| Type Of Material | Improvements to research infrastructure |
| Year Produced | 2023 |
| Provided To Others? | No |
| Impact | Greatly facilitates integrated work among the different institutions involved in GLITRS |
| Title | A preregistration guidance document for the production and collation of meta-analyses for the GLiTRS project |
| Description | This preregistration document sets out how meta-analyses will be performed and collated for GLiTRS (GLobal Insect Threat-Response Synthesis; see https://glitrs.ceh.ac.uk/), such that we can combine the results of multiple meta-analyses to build a global threat-response model of insect biodiversity change. |
| Type Of Material | Database/Collection of data |
| Year Produced | 2023 |
| Provided To Others? | Yes |
| Impact | In this document we describe the GLiTRS meta-analytical approach, with a focus on understanding the relationship between threats (e.g. invasive species, pollution, climate change) and insect biodiversity. This preregistration represents an ambitious approach to the standardisation of meta-analytic data from across multiple insect biodiversity meta-analyses, which as far as we know has not been attempted in this manner before. |
| URL | https://osf.io/jw3gh |
| Description | OpenNature group |
| Organisation | |
| Department | Google UK |
| Country | United Kingdom |
| Sector | Private |
| PI Contribution | JWM has joined a group of people in ecology data science working on metrics, trying to push open data products, greater collaboration, and foundational models for biodiversity (includes Mike Harfoot, Drew Purves, Derek Tittensor, Craig Mills, Francis Gassert, Marissa Balfour, Dave Thau, Laura Pollock, Alison Johnston) |
| Collaborator Contribution | Open forum for discussion and development of ideas. |
| Impact | Preprint: https://doi.org/10.1101/2025.02.10.637097 |
| Start Year | 2024 |
| Description | Sharing data with BOB in a Box |
| Organisation | Group on Earth Observations (GEO) |
| Department | Biodiversity Observation Network (GEO-BON) |
| Country | Switzerland |
| Sector | Charity/Non Profit |
| PI Contribution | We have established a partnership with BON in a Box, an initiative led by GEO BON, whereby we provide biodiversity indicator data (the Biodiversity Intactness Index) available for any non-commercial use, with an emphasis on the policy community. As well as providing the data and meta-data, we gave feedback on early versions of the user interface. AP also gave two presentations at CBD COP16 in October 2024 about the collaboration. |
| Collaborator Contribution | GEO BON provide the hardware and software architecture behind BON in a Box and designed the user interface. Andrew Gonzalez (GEO BON co-Chair) co-presented with AP to the Science Policy Forum at COP16. |
| Impact | The collaboration encouraged at least one other holder of a large biodiversity database to make it available via BON in a Box, benefiting the science-policy community. |
| Start Year | 2024 |
| Title | Dynameta: a dynamic platform for ecological meta-analyses in R Shiny |
| Description | Dynameta is a living-review (i.e. continually updateable) R Shiny platform for interactive ecological meta-analyses, oriented around testing the effect of anthropogenic threats on biodiversity. This platform is written as an R package and highly generalisable, such that it can be applied in the context of any meta-analytic PICO (Population, Intervention, Comparator, and Outcome) question concerning the effect of any threat on any taxonomic group, for any biodiversity metric and with relevance to all geographic regions. |
| Type Of Technology | Software |
| Year Produced | 2023 |
| Open Source License? | Yes |
| Impact | Our hope is that Dynameta can help encourage the broader adoption of dynamic meta-analyses in ecology. On GLiTRS we will be using Dynameta for the collection and standardisation of insect biodiversity meta-analytic data. |
| URL | https://github.com/gls21/Dynameta |
| Description | BES Hackathon |
| Form Of Engagement Activity | Participation in an activity, workshop or similar |
| Part Of Official Scheme? | No |
| Geographic Reach | National |
| Primary Audience | Professional Practitioners |
| Results and Impact | JWM was the lead organiser of a hackathon on 'Next-generation monitoring of human-nature interactions', for which he secured British Ecological Society support. Groups of 5-6 carried out short projects on ideas related to human-nature interactions - e.g., nature in cities, how well to the Global Biodiversity Framework goals cover the importance of nature to people in different forms, and the use of large language models in distinguishing whether or not ambiguous words are being used in a nature-related context. There were also some plenary talks. |
| Year(s) Of Engagement Activity | 2024 |
| Description | CBD COP15, Montreal, Canada |
| Form Of Engagement Activity | Participation in an activity, workshop or similar |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Policymakers/politicians |
| Results and Impact | Prof Purvis attended CBD COP15 in Montreal, speaking at a side-event and a public outreach event, and - throughout the duration of COP - using the Econario artwork to show the potential benefits of action and costs of inaction in terms of likely future biodiversity outcomes, and as a prompt for broader discussions about the status and trends in biodiversity and biodiversity knowledge. Many of the policymakers and others said that Econario had brought home to them what was at stake and made them think differently about future consequences of today's decisions. |
| Year(s) Of Engagement Activity | 2022 |
| URL | https://www.youtube.com/watch?v=is0j1m5vGLo&ab_channel=ThijsBiersteker |
| Description | Engagement with press relating to published paper |
| Form Of Engagement Activity | A press release, press conference or response to a media enquiry/interview |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Media (as a channel to the public) |
| Results and Impact | Following his Science Advances publication, Dr Millard gave interviews for the Associated Press, Radio France Internationale, Grist, the Global Coffee Report, 2 student podcasts, the Natural History Museum's press team, and the UCL press team. |
| Year(s) Of Engagement Activity | 2023 |
| Description | Expert Elicitation Workshop at NHM |
| Form Of Engagement Activity | Participation in an activity, workshop or similar |
| Part Of Official Scheme? | No |
| Geographic Reach | Regional |
| Primary Audience | Professional Practitioners |
| Results and Impact | Expert elicitation workshop to refine workshop process and to obtain initial rankings of the importance of drivers of biodiversity change in different insect orders. |
| Year(s) Of Engagement Activity | 2022 |
| Description | GEO BON Working Group on biodiversity model intercomparisons |
| Form Of Engagement Activity | A formal working group, expert panel or dialogue |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Study participants or study members |
| Results and Impact | Prof Purvis attended a GEO BON working group on biodiversity model intercomparisons from 14th-17th October 2023. Biodiversity models languish far behind climate models in terms of their technical development, model-data comparisons and model-model comparisons. A formal model intercomparison program could greatly accelerate model improvement. The workshop was very open, discussing a wide range of issues, opportunities and pitfalls. The main thrust of the work program that developed is likely to centre around species distribution modelling, which is less relevant to GLITRS than larger-scale modelling would be. Nonetheless, the meeting was important for developing a shared understanding of the issues among the biodiversity modelling community, and there have been regular follow-up meetings at which GLITRS has been represented. |
| Year(s) Of Engagement Activity | 2023 |
| URL | https://geobon.org/ecocode-modelling-life-on-earth/ |
| Description | Joined Defra Biodiversity Expert Committee |
| Form Of Engagement Activity | A formal working group, expert panel or dialogue |
| Part Of Official Scheme? | No |
| Geographic Reach | National |
| Primary Audience | Policymakers/politicians |
| Results and Impact | Prof Purvis was invited to join Defra's Biodiversity Expert Committee in the summer of 2023. The committee meets quarterly to consider biodiversity-related activities and needs across the whole of Defra's remit, and reports to Defra's Science Advisory Council |
| Year(s) Of Engagement Activity | 2023,2024 |
| Description | Visit to Swaffham Bulbeck Primary School |
| Form Of Engagement Activity | Participation in an activity, workshop or similar |
| Part Of Official Scheme? | No |
| Geographic Reach | Local |
| Primary Audience | Schools |
| Results and Impact | Dr Millard visited Swaffham Bulbeck Primary School for the day to talk about insects and the Natural History Museum's Nature Overheard programme, running sessions for each of years 1-2, years 3-4, and year 5-6. |
| Year(s) Of Engagement Activity | 2023 |
