I'm exploring the LPM model and while it seems promising, I'm concerned about its potential downsides. Specifically, I want to understand what the main disadvantage of using the LPM model is.
6 answers
CryptoProphet
Sun Oct 13 2024
The LPM, a statistical model commonly found in textbooks, possesses a significant limitation that is often overlooked.
SoulWhisper
Sun Oct 13 2024
This limitation revolves around the inherent nonlinearity in the true relationship between a binary outcome and a continuous explanatory variable.
SumoMighty
Sun Oct 13 2024
The LPM assumes a linear relationship between these two variables, which in many real-world scenarios, does not accurately reflect the complexity of the data.
ethan_carter_engineer
Sat Oct 12 2024
This assumption can lead to misleading conclusions and inaccurate predictions, as it fails to capture the nuances and intricacies of the true relationship.
DondaejiDelightfulCharmingSmile
Sat Oct 12 2024
To overcome this limitation, researchers and practitioners often turn to more sophisticated models that can accommodate nonlinearity, such as logistic regression or generalized additive models.