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Multiple Regression to Model Length of Stay

  1. #1
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    Multiple Regression to Model Length of Stay

    So, I want to start working on a side project to see if I can build a model that will predicatively calculate the length of stay of current subjects/patients/tenants by assigning values to a standard set of identifiable factors (maybe 10 or so) that have been statistically significant to length of stay for the subjects/patients/tenants that have moved out previously.

    I am confident that I an build the model if I can determine the statistical significance (if any) of these factors and their effects on length of stay.

    However, my statistics knowledge is a little limited. I would like to be able to run these through the excel regression model to determine statistical significance of factors like air conditioning, power, square footage etc., and determine the statistical significance of each variable on its own and when used in conjunction with all of the iterations of combinations that I have available - all in relation to length of stay in days or months.

    However, I'm starting from square one in regards to how to set up the original data table for the regression analysis so that I can get this data. Specifically, how to assign a value to "all or nothing" factors like air conditioning - should I just use 1 or 0?

    Any direction on the initial stages of this would be great, or if this is something that excel cant do because this requires something other than linear regression - it would be great to hear some thoughts before I waste a bunch of time on something that's not possible - lol.

    Thanks!

  2. #2
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    Re: Multiple Regression to Model Length of Stay

    However, my statistics knowledge is a little limited.
    Unfortunately, I'm not sure we have anyone on this forum whose statistical knowledge will extend as far as may be needed for this kind of question.

    The main Excel function for multiple "linear" regressions is the LINEST() function. The help file (https://support.office.com/en-us/art...rs=en-US&ad=US ) has an example of multiple regression (Example 3).

    If you understand how to use them, the CORREL(), PEARSON(), and similar functions may be useful for determining statistical significance. The LINEST() function also outputs several statistics for each parameter that can be used to determine how important that parameter is to the regression, but, again, one needs enough statistical knowledge to make proper use of those statistics. (List of available statistical functions in Excel https://support.office.com/en-US/art...ical_functions ).

    Hope that helps you get started.
    Quote Originally Posted by shg
    Mathematics is the native language of the natural world. Just trying to become literate.

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