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Zac kept the compass close for years. When he felt adrift he would hold it, watch the needle settle, and remember the small agreements he had made in a town that kept many lives. In time he learned that compasses are not always for finding a place on a map—they are for remembering which way to turn when the world asks you to choose between leaving and staying, between holding and letting go. zac wild manyvifs
We systematically searched Web of Science (2000–2024) for articles containing “multicollinearity” and “VIF” in the title/abstract and that reported regression results on ecological data. Inclusion criteria: (i) ≥ 30 predictors, (ii) VIF values reported or recoverable, (iii) full‑text available. This yielded studies (total N ≈ 1.4 M). For each, we extracted the proportion of predictors with VIF > 5 and VIF > 10, and the authors’ reported handling (e.g., variable removal, PCA). When he felt adrift he would hold it,