soton-data-mining / job-salary-prediction

A regression problem, predicting salaries of jobs in UK based on various criteria
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Cleaning: +Salary Benefits #8

Closed utkuozbulak closed 7 years ago

utkuozbulak commented 7 years ago

Separate possible additions to salary and (maybe) store them as a different feature. E.g:

$$$ + Tips $$$ + Benefits $$$ + Bonus ^ Those things will increase the normalized salary and its smarter to keep as a separate feature.

We can even come up with more than one benefits features in one hot encoded form: Tips | Benefits | Bonus | Package ... 1,1,0,0... 0,0,0,0... 1,0,0,0... 0,0,0,1...

blanche commented 7 years ago

I wonder if it's worth doing the same for hourly / annually and see if there is a pattern and we can say "this job will most likely be payed annually/hourly"