I am working on a panel dataset for a project which comprises 5 survey rounds. I have test score data for 4 of these rounds (2-5), so I am omitting the first round and running a regression using panel random effects on the remaining rounds.
My main regression is: Yit= B0 + B1Zi + B2ROUND + BiZi*ROUNDi (1)
Where Round is a set of time dummies with round 2 as the baseline (and round 1 omitted)- 3, 4, and 5. Zi is a continuous variable. The interpretation of B1 is the expected increase in Y due to a unit increase in Zi in Round 2, and the interpretation of the interaction coefficients seems to be the 'additional' effect of a unit increase in Zi in Rounds 3-5, c.f. the base round of round 2, on Y.
This interpretation, whilst making sense, is somewhat harder to interpret from regression tables alone. I was hoping to revise my regression such that, the interpretation on a coefficient would be instead 'The effect of increasing Zi on Yit in round 3' as opposed to the 'additional effect of round 3 vs round 2 '.
I have thus created the following regression:
Yit = B0 + B1Round + BiZi*Roundi (2)
Where Round, as before, is a set of time dummies with round 2 as the baseline.
My question is, I think that the interpretation of Bi in this case is slightly different in equation 2 vs equation 1. From what I understand, the coefficient on Zi*Round3 in equation (2) would be the effect of a unit increase in Zi on Yit if the round is equal to 3, as opposed to the additional effect. Could someone confirm if this intuition is correct?
I have also run these two separate regressions in STATA and the results seem to indicate that my intuition is correct, however I am a little confused on why the interpretation of the equations changes between (1) and (2). If someone could provide some assistance in regards to the interpretation of these two effects from a STATA perspective, that would be very useful.
Related Posts with Help with intuition of interaction-time effects in panel data
Data for difference in differenceHello,
I am currently doing my dissertation on the impact of minimum unit pricing on alcohol volume,…
Multiplying a variable to generate anotherHi, for a project I have a variable for gross weekly earnings. I want to multiply this by 52 to crea…
Creating a large Dummy Variable tableGood afternoon,
I am working with a dataset that looks at different funding structures for subsidiz…
Replace missing values smartlyHi all,
I am writing since I have a potentially simple task which however I am not able to figure o…
invalid variable nameHi! I am trying to reshape my data.
id Co base ID3
103 0 0 103_6_6
104 0 1 104_0_0
104 0 0 104_1_1
…
Subscribe to:
Post Comments (Atom)
0 Response to Help with intuition of interaction-time effects in panel data
Post a Comment