Causal inference with observational data and unobserved confounding variables

JEK Byrnes, LE Dee - Ecology Letters, 2025 - Wiley Online Library
Experiments have long been the gold standard for causal inference in Ecology. As Ecology
tackles progressively larger problems, however, we are moving beyond the scales at which …

Scaling-up ecological understanding with remote sensing and causal inference

E Van Cleemput, PB Adler, KN Suding… - Trends in Ecology & …, 2024 - cell.com
Decades of empirical ecological research have focused on understanding ecological
dynamics at local scales. Remote sensing products can help to scale-up ecological …

Widening global variability in grassland biomass since the 1980s

AS MacDougall, E Esch, Q Chen, O Carroll… - Nature ecology & …, 2024 - nature.com
Global change is associated with variable shifts in the annual production of aboveground
plant biomass, suggesting localized sensitivities with unclear causal origins. Combining …

Biodiversity loss reduces global terrestrial carbon storage

SR Weiskopf, F Isbell, MI Arce-Plata, M Di Marco… - Nature …, 2024 - nature.com
Natural ecosystems store large amounts of carbon globally, as organisms absorb carbon
from the atmosphere to build large, long-lasting, or slow-decaying structures such as tree …

Rapid shifts in grassland communities driven by climate change

K Zhu, Y Song, JC Lesage, JC Luong… - Nature Ecology & …, 2024 - nature.com
Many terrestrial plant communities, especially forests, have been shown to lag in response
to rapid climate change. Grassland communities may respond more quickly to novel …

Top-predator recovery abates geomorphic decline of a coastal ecosystem

BB Hughes, KM Beheshti, MT Tinker, C Angelini… - Nature, 2024 - nature.com
The recovery of top predators is thought to have cascading effects on vegetated ecosystems
and their geomorphology,, but the evidence for this remains correlational and intensely …

Positive effects of tree diversity on tropical forest restoration in a field-scale experiment

R Veryard, J Wu, MJ O'Brien, R Anthony, S Both… - Science …, 2023 - science.org
Experiments under controlled conditions have established that ecosystem functioning is
generally positively related to levels of biodiversity, but it is unclear how widespread these …

Trade-offs between grassland plant biodiversity and yields are heterogenous across Germany

D Schulz, C Stetter, J Muro, J Spekker… - … Earth & Environment, 2024 - nature.com
Grasslands are key for food security and provide important ecosystem services. Intensive
management, such as frequent mowing, increases productivity but decreases other …

Modern causal inference approaches to investigate biodiversity-ecosystem functioning relationships

J Runge - nature communications, 2023 - nature.com
Detecting and quantifying the causal relations of ecosystem functioning is a challenging
endeavor. A global study on grasslands illustrates how reasoning about underlying …

Weak reciprocal relationships between productivity and plant biodiversity in managed grasslands

K Andraczek, LE Dee, A Weigelt, J Hinderling… - Journal of …, 2024 - Wiley Online Library
Relationships between plant biodiversity and productivity are highly variable across studies
in managed grasslands, partly because of the challenge of accounting for confounding's and …