Parallel trends means the gap between treated and control outcomes would have stayed constant in the absence of treatment. We verify this using pre-treatment periods: trends should look similar before the intervention.
Event-study plots show coefficients by time relative to treatment. Pre-treatment coefficients near zero support credibility; sharp jumps at treatment time suggest an effect.