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SELECTED STUDIES · METHODS · AL-187 · #173

Parallel-Trends & Placebo Checker

A single pre-period and a single post-period is enough to compute a difference-in-differences estimate, but it is not enough to test the assumption that estimate depends on: that the treatment and control groups would have moved in parallel absent treatment. Enter three or more pre-treatment periods for both groups to get a pre-trend slope gap with a t-test, a period-by-period event-study table, and an in-time placebo test that reruns the estimate at a fake treatment date inside the pre-period. A classic single pre/post 2×2 tab ships for completeness only.

Method: closed-form ordinary least squares on your entered period values, with a numerically implemented t-distribution CDF for the t-tests. No live data. The built-in worked example is an illustrative synthetic panel, not a historical dataset.
Group Labels
Period Panel
Pre-Treatment Rates by Period
Pre-Trend Slope Gap (Pooled Regression, Group × Period Interaction)

Uses the same period panel entered in the Pre-Trend Test tab. The baseline period is the last pre-treatment period before the treatment-start selection.
Period-by-Period Treatment-Minus-Control Difference, Relative to Baseline
▶ How to Read This

Uses the pre-treatment periods from the Pre-Trend Test tab only. Pick a period inside the pre-treatment window to treat as a fake treatment date; everything from that period onward inside the pre-window is treated as the fake post-period.
Fake Treatment Date
Placebo Difference-in-Differences Estimate

This tab computes the classic single pre-period, single post-period 2×2 difference-in-differences estimate from four group means. It exists only so all four modes live in one file. This design is already served by other difference-in-differences calculators in this suite; the pre-trend, event-study, and placebo tabs above are the actual contribution of this tool. Four means alone carry no variance information, so no standard error or significance test is reported here.
Group Means
Classic 2×2 Result