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Data Analysis & Reporting Flashcards

7 cards from real CF practice questions. Tap to flip, then mark Knew It or Still Learning — missed cards come back until you master them.

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  1. A forester finds that the correlation coefficient (r) between tree age and height is 0.87. What percentage of variation in height is explained by age?

    Answer: 75.7%

    The coefficient of determination R² = r² = 0.87² = 0.757, meaning 75.7% of height variation is explained by age.

  2. Which type of error occurs when a forester concludes that there IS a significant difference between two forest stands when in reality there is NOT?

    Answer: Type I error (false positive)

    A Type I error (false positive) is rejecting a true null hypothesis — incorrectly concluding a difference exists.

  3. In forest carbon accounting, the term 'above-ground biomass' (AGB) most commonly excludes which of the following?

    Answer: Roots

    Above-ground biomass includes stems, branches, and foliage but excludes roots, which are counted as below-ground biomass.

  4. A forester wants to compare species diversity across five different forest stands. Which index accounts for both species richness AND evenness?

    Answer: Shannon-Wiener diversity index

    The Shannon-Wiener index (H') incorporates both the number of species (richness) and the proportional abundance of each species (evenness).

  5. In a multiple regression model predicting timber volume, a high Variance Inflation Factor (VIF > 10) for a predictor variable indicates:

    Answer: Severe multicollinearity — that predictor is highly correlated with other predictors

    A VIF above 10 signals severe multicollinearity, meaning that predictor's variance is largely explained by other predictors, making coefficients unstable.

  6. Systematic sampling in a forest inventory involves:

    Answer: Placing plots at fixed, equally spaced intervals across the area

    Systematic sampling places sample units at equal intervals (e.g., every 200 m on a grid), providing good spatial coverage with minimal effort.

  7. A forester uses allometric equations to estimate tree biomass from DBH measurements. The term 'allometric' refers to:

    Answer: Relationships between different body measurements of an organism that follow a power function

    Allometric equations describe proportional relationships between biological dimensions (e.g., DBH and biomass) typically expressed as power functions.

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Sources & references

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  1. eforester.org — Eligibility, fees, renewal, test delivery, passing score, retake policy, test dates · verified Oct 2026