The Hausman test in Panel Data Analysis by using STATA

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HKT Stata

HKT Stata

Күн бұрын

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The Durbin-Wu-Hausman test (also called Hausman specification test) is a statistical hypothesis test in econometrics named after James Durbin, De-Min Wu, and Jerry A. Hausman. The test evaluates the consistency of an estimator when compared to an alternative, less efficient estimator which is already known to be consistent. It helps one evaluate if a statistical model corresponds to the data.
It is also applied in the context of linear regression to decide whether to choose a fixed effect model or a random effect model.
The null hypothesis for Hausman’s test, in this case, is that we use the random-effects model because it is more efficient. On the other hand, the alternative hypothesis tells us that we should use the fixed effects model since the random effect model is not consistent.
The hypotheses:
H0: Random-effects (RE) is preferred
H1: Fixed-effects (FE) is preferred
By applying the procedure for Hausman’s test given above we can decide which model (Fixed Effects vs Random Effects) is better. We can also apply Hausman’s test to check for the endogeneity of variables in a regression model.

Пікірлер: 43
@rockfordcorpinc7044
@rockfordcorpinc7044 Жыл бұрын
Thank you for a splended and simple explanation of the Hausman test. Teachers: THIS is how people learn in the best educational way
@HKTStata
@HKTStata Жыл бұрын
Wow, thank you!
@mageswarikanawathy-qi2ju
@mageswarikanawathy-qi2ju Жыл бұрын
I am much delighted by your simple yet detailed explication of the Hausman test... Thank you!
@HKTStata
@HKTStata Жыл бұрын
Glad it was helpful!
@IvoPetrov13
@IvoPetrov13 Жыл бұрын
Great video, however there is one small inconsistency. Initially (around 1:35), you point out that having a p-value above 0,05 means that you accept the null-hypothesis and select RE. At the end of the video, with the data example, you get a p-value of 0, which means you reject the null hypothesis and go with the alternative - FE. However, you say that you "accept the null hypothesis" (5:44), which is incorrect.
@HKTStata
@HKTStata Жыл бұрын
You are correct! Thanks very much for your comment, it must be "... reject the null hypothesis and go with the alternative - FE".
@TheGaGaS1985
@TheGaGaS1985 Ай бұрын
This comment makes understanding it more complex. I thought it is "having a p-value BELOW 0.05 means that you accept the null-hypothesis" that random effects model is better.
@Amoralfitness0511
@Amoralfitness0511 Жыл бұрын
Thanks ! I finally found it - the Hausman test in practice.
@nebagenta7048
@nebagenta7048 Жыл бұрын
Probably the most comprehensive tutorial for Hausman test Ive found. I love how you walk through every little step. Thanks!
@chewbakka9943
@chewbakka9943 Жыл бұрын
Thank you so much for great information about the Hausman test.
@rafly2142
@rafly2142 Жыл бұрын
Thank you for explaining the Hausman test for me! You made it easy for me to wrap my head around the information.
@dodoexotic
@dodoexotic Жыл бұрын
I now have a clear understanding. Thank you!
@ArtisticPrints-ow3vx
@ArtisticPrints-ow3vx Жыл бұрын
Short and simple thank you very helpful
@KuroGane-y9x
@KuroGane-y9x Жыл бұрын
Very well explained the Hausman test. Thank you sir
@vinciyeung2417
@vinciyeung2417 Жыл бұрын
Tt is a very helpful video to understand the Hausman test. You are a legend
@LongNguyen-pu9fh
@LongNguyen-pu9fh Жыл бұрын
So well explained the Hausman test.
@pika_3
@pika_3 Жыл бұрын
Wonderful! Simple and quite informative
@teddymweu7030
@teddymweu7030 7 күн бұрын
very simple and easy to understand.
@HKTStata
@HKTStata 7 күн бұрын
Glad to hear that
@teddymweu7030
@teddymweu7030 7 күн бұрын
@@HKTStata do you have other videos for other tests like multicollinearity, stationarity and autocorrelation?
@HKTStata
@HKTStata 7 күн бұрын
Please watch this video: kzbin.info/www/bejne/nKPLaoqDqr2Lprc; I will make videos for the other tests when I have time.
@fastabichannel3527
@fastabichannel3527 Жыл бұрын
I found your presentation very helpful and explained so clearly thank you :)
@LongNguyen-pu9fh
@LongNguyen-pu9fh Жыл бұрын
Excellent Stata beginner tutorial.
@Cristinamorales
@Cristinamorales Жыл бұрын
Excellent. Thank you so much. Subscribed.
@HKTStata
@HKTStata Жыл бұрын
Thanks and welcome
@nhilinh7170
@nhilinh7170 Жыл бұрын
Great STATA Tutorial.
@keyerteam7270
@keyerteam7270 Жыл бұрын
Hi. Thank you for making it so easy. You explained in such a wonderful way.
@NicolasInfiel
@NicolasInfiel Жыл бұрын
Very helpful information about the Hausman test
@JoeMeels
@JoeMeels Жыл бұрын
Really good Stata video guide
@HKTStata
@HKTStata Жыл бұрын
Glad you liked it
@airjetfighter4325
@airjetfighter4325 Жыл бұрын
Thanks. It helped me in panel data analysis.
@dombatersesat8280
@dombatersesat8280 Жыл бұрын
Very good sum up
@gitar2330
@gitar2330 Жыл бұрын
Super helpful! Thank you!
@gaminglegobuilder
@gaminglegobuilder Жыл бұрын
Thank you!! You explained everything well!!
@Periodismo_Militar
@Periodismo_Militar Жыл бұрын
very helpful. thanx for sharing :)
@WaterJo-ks8yv
@WaterJo-ks8yv Жыл бұрын
Fantastic video. Thanks a lot!
@carlosvallalive8935
@carlosvallalive8935 Жыл бұрын
good job. Keep it up.
@HKTStata
@HKTStata Жыл бұрын
Thank you, I will
@dka9756
@dka9756 6 ай бұрын
Hi, I have 4 dependent variables, when I run the hausman test for each one of them, 2 of them validate the random effect model, and the 2 others validate the fe model. Now which one to choose since I'm doing a multivariate regression? And on top of that, some of my dummy variables (useful ones) are omitted under fixed effect, but I really need to use them.
@HKTStata
@HKTStata 6 ай бұрын
Dummy variables are typically time-varying variables in panel data, and they are omitted in fixed-effects models. If you want to retain them, you must use between-effects model instead of FE. The selection process remains the same, only the between-effects model is not as commonly utilized. You can search and study about between-effects model. Good luck!
@suzana2340
@suzana2340 Жыл бұрын
thanks.
@alljkkjj
@alljkkjj Жыл бұрын
If the Hausman test favors the fe model over the re model, can I still proceed with using the re model? as re robust is only giving me good results.I am taking robust options after fe and re, general fe and re model is giving very bad result. Also,robust fe and re model is not effective to test hausman. So may i use general fe and re models hausman test in robust fe and re model selection?
@HKTStata
@HKTStata Жыл бұрын
+ If the Hausman test favors the fe model over the re model, can I still proceed with using the re model? No - because it means that re model is not appropriate to your data. + may i use general fe and re models hausman test in robust fe and re model selection? No, the hausman test can not run with robust option + I recommend you to add or remove variables for the best results. Good luck!
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