I'm looking for an explanation of logit and probit models, specifically an example that illustrates each one. I want to understand how these models are used and what they represent.
7 answers
isabella_taylor_activist
Mon Oct 14 2024
Grades in educational settings also represent an ordered categorical variable. Grades like A, B, C, D, and F are assigned to students based on their performance, with each letter grade representing a higher level of achievement than the previous one.
EclipseChaser
Mon Oct 14 2024
Ordered probit and logit models are statistical tools utilized when the dependent variable is categorical and ordered in nature. This means that the possible outcomes of the variable can be ranked from one extreme to another, with a clear hierarchy among them.
Carlo
Mon Oct 14 2024
One common application of these models is in rating systems, where items or entities are assigned a rating based on certain criteria. For instance, a product review system might use a scale ranging from "poor" to "excellent" to evaluate the quality of a product.
Bianca
Mon Oct 14 2024
Another scenario where ordered probit and logit models are useful is in opinion surveys. Surveys often ask respondents to express their agreement or disagreement with a statement, using a Likert scale that ranges from "strongly disagree" to "strongly agree."
CryptoLord
Sun Oct 13 2024
In the financial sector, bond ratings are also examples of ordered categorical variables. Credit rating agencies assess the creditworthiness of bonds and assign ratings, such as AAA, AA, A, and so on, which indicate the relative risk of investing in the bond.