Hi all!
I have been playing around with my question for some days, but get stuck at the end, as each outcome has some implications.
I want to answer the following question. Did the average promotion pace increase over the past years? I have the promotion dates for a group of large set of employees between 1998 and 2017. So based on that, I know how long it took before they reached a certain work level. What I have done, is to make three groups, with several buckets. The groups are based on the year they entered the starting work level ("1998-2003" / "2004-2009" / "2010-2015"). The buckets are "0.0 to 1.5", "1.5 to 3.0", et cetera. An example. If an employee became the starting work level in 1999 and it took this persoon 8 years to promote, (s)he would fall in the bucket "7.5 - 9.0".
My current outcome shows that 45% of the group "2010-2015" are in the "3.0-4.5" bucket, compared to 20% of the "1998-2003" bucket. The issue I face however, is that this latter group ("1998-2003") had a bigger time span to promote to the desired work level, whereas the "2010-2015" group will have quite some employees still in the process of reaching the final work level. They are thus excluded from my output and logically will have only a extremely small group of employees in the "7.5 - 9.0" bucket.
Is there a way to get my desired output, where I actually compare apples with apples?
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