Use a reference to test disturbance effects
Interpret before-after contrasts without confusing shared environmental change with treatment effects.
Learning outcome: Interpret before-after contrasts without confusing shared environmental change with treatment effects.
Starting recap
A comparison site can help estimate a counterfactual, but its comparability is an assumption.
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Try
Both sites start 100. Reference rises 110 and disturbed site ends 90; adjusted contrast is−20 rather than−10.
Open the experimentPredict
Does a before-after decline at one site isolate the disturbance effect?
Experiment
Compare reference after 80,100,120 while holding the treatment-reference gap−20. Reconstruct naive and adjusted changes; state when parallel trends could fail.
Use a reference to interpret a disturbance
Worked teaching model · synthetic values · Synthetic before-after comparison: both sites begin at 100 index units. After treatment=a+b and reference=a. Difference-in-differences estimates b under parallel counterfactual trends; one pair alone does not establish causality.
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| Quantity | Value | Unit |
|---|---|---|
| Reference change | 10 | index points |
| Treatment after | 90 | index |
| Naive treatment change | -10 | index points |
| Reference-adjusted contrast | -20 | index points |
Subtracting the reference trend separates a shared temporal change under the parallel-trends assumption.
Replicated sites, pre-treatment trends and comparable measurement improve inference. Natural disturbances vary in severity and frequency; a negative short-term index is not proof of permanent ecosystem loss.
Predict before changing a control. Save two contrasting captures and explain what is held fixed. Displayed digits are calculation precision, not experimental uncertainty.
Subtracting the reference trend separates a shared temporal change under the parallel-trends assumption.
Replicated sites, pre-treatment trends and comparable measurement improve inference. Natural disturbances vary in severity and frequency; a negative short-term index is not proof of permanent ecosystem loss.
Captures preserve recipes and replay their calculated results. They are synthetic model evidence, not physical measurements.
Understand
Apply
Public practice checks a specific claim. It does not establish independent mastery.
Use two contrasting captures, reconstruct the evidence, and state one changed-case prediction and one limitation. Interpret before-after contrasts without confusing shared environmental change with treatment effects.
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Completion requires a saved prediction, at least one capture and a reflection. Presence checks do not grade your reasoning.
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