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  • OLS vs. Ordered Logistic Regression

    Hello,

    I have five employee-level variables as below, and I was wondering if I could use the OLS with fixed effect or ordered logistic regression...

    Z1 = employee wage

    Z2 = employee tenure

    Z3 = employee age

    Y = employee perception of fairness (ordinal survey item with 5 = very fair... 1 = very unfair)

    X = employee job satisfaction (ordinal survey item with 5 = very satisfied...1 = very unsatisfied).

    My understanding is that with the two ordinal independent and dependent variables, I perhaps need to use the ordered logistic model. However, I was wondering if using OLS would be incorrect? Furthermore, would it be acceptable to incorporate firm-level fixed effect in the ordered logistic model?

    Does STATA allow fixed effects with an ordered logistic model?

    Thank you!

  • #2
    Dave:
    1) go -ologit-;
    2) check whether -i.whatever- plugged in the right-hand side of your regression equation does the trick.
    What above assumes that you are dealing with a cross-sectional dataset.
    If you have panel data, see -xtologit- (that allows random effects only, though).
    Kind regards,
    Carlo
    (Stata 19.0)

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    • #3
      Thank you Carlo!

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