Best practices for moving from correlation to causation in ecological research. Journal Article uri icon

Overview

abstract

  • In ecology, causal questions are ubiquitous, yet the literature describing systematic approaches to answering these questions is vast and fragmented across different traditions (e.g., randomization, structural equation modeling, convergent cross mapping). In our Perspective, we connect the causal assumptions, tasks, frameworks, and methods across these traditions, thereby providing a synthesis of the concepts and methodological advances for detecting and quantifying causal relationships in ecological systems. Through a newly developed workflow, we emphasize how ecologists' choices among empirical approaches are guided by the pre-existing knowledge that ecologists have and the causal assumptions that ecologists are willing to make.

publication date

  • February 23, 2026

Date in CU Experts

  • February 23, 2026 7:46 AM

Full Author List

  • Correia HE; Dee LE; Byrnes JEK; Fieberg JR; Fortin M-J; Glymour C; Runge J; Shipley B; Shpitser I; Siegel KJ

author count

  • 13

Other Profiles

Electronic International Standard Serial Number (EISSN)

  • 2041-1723