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Accounting for Statistical Weights with Ranking Data

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  1. #1
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    Accounting for Statistical Weights with Ranking Data

    Hello Everyone!

    I don't know if there is exactly a correct place to ask this question on this forum, but I'm a little stumped so I turn to you.

    I conducted a SWOT Analysis (Strengths, Weaknesses, Opportunities, Threats) at my organization. From a set of different focus groups, the feedback for each of these categories was compiled into a single list.

    This list was then released via survey monkey where staff from across the organization were asked to rank their top 7 priorities for each category. The choices were weighted (such that the "1st priority" had a weight of 7, and the "7th priority" had a weight of 1).

    Respondents could only choose 7 items, and each item had to be a different rank (1-7) (this was controlled through survey monkey, so that it was not possible to rank two items number 1, etc.).

    The dilemma I've encountered (after only 35 responses- I expect many more next week), is that if a single person rated a priority as their top priority, the average weighted value would be 7. But if 20 people rated a different priority as being their 1st to 3rd most important, the average weighted value will be somewhere between 5-7.

    This makes Priority 1 look more important from the weights, but the fact only a single person thought it worth rating indicates its probably not as important an issue for our entire organization.

    I'm not entirely certain how to account for this discrepancy. I have tried to add in the number of respondents as an additional factor to the weighting but don't feel I've done this correctly (as depending on the way I massage the data, I get different priorities rising to the top).

    Attached is a workbook with the actual data from the survey, but without the identifiers (i.e. I've changed the real categories to Strength 1 through X, Weakness 1 through X etc.)

    Does anyone have an insight on how I might account for the number of respondents as well as the weighted average of their rankings? (I should point out that while everyone should have rated 7 things in each category, not everyone so far has. This is one of the major complications).

    Tremendous thanks,

    -LM
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  2. #2
    Forum Expert Ace_XL's Avatar
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    Re: Accounting for Statistical Weights with Ranking Data

    Use SUMPRODUCT, basically don't use a weighted average, but a weighted SUM. This takes care of the issue where a strength has zero rating, which is lower than being ranked 7th

    For table 1 in row 5 use

    =SUMPRODUCT($B$4:$H$4,$B5:$H5)
    or simply
    =I5*J5

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  3. #3
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    Re: Accounting for Statistical Weights with Ranking Data

    Hi Ace,

    Thank you for the tremendously fast reply!

    Would you consider the weighted sum to be an accurate representation then? (I had arrived at those values another way when I was tinkering before but the sumproduct formula is waaaaay easier than what I did so cheers for that!)

    Its been a while since I've performed proper statistical muckings about.

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