The effects of lid design characteristics on perceived effort ratings were examined via Mixed Model Analysis and estimated marginal means comparison.
However, it is important to consider whether or not effects are meaningful from a practical perspective, as well.
Mean differences in perceived effort ratings for the statistically significant effects