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As you can see, there are many different metrics of influence you can use to decide which potential influencers are worth partnering with.
So, just how do you go about launching a successful influencer marketing campaign instead of one that flops? 1. Define the metrics of influence that matter most.
That step is to define exactly what metrics of influence matter most for the campaign.
Once you've decided on the most meaningful metrics of influence, you can go on to use these metrics to make a rough prediction of just how influential any given person might be.
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To develop the MMI, we followed a stepwise procedure to screen our initial set of biological metrics for influence of natural variation, responsiveness and discriminance to disturbances, sampling variability, and redundancy.
Metrics of friends' influence applied on the Digg dataset and its randomized counterparts.
Second, and most importantly, our result show that by solely considering metrics of social influence, such a classifier is able to predict scientific success with high precision.
We demonstrate that the currently existing metrics of friends' influence are biased by the presence of highly popular items in the data, and as a result can lead to an illusion of friends influence where there is none.
We tested this hypothesis as well and found that, using the same procedure, with an achieved recall of 1.8% and a precision of 22.8%, whether a paper will be in the bottom 10% of all papers is nearly unpredictable using metrics of social influence only.
Furthermore, as with traditional metrics, current tools cannot discriminate between positive and negative mentions (citations), and with the dynamics of social media sharing at play, great care must be taken not to conflate 'activity' metrics with proof of influence or approval.
This is largely due to the lack of objective postoperative measurement of success in TKA in terms of function and longevity, and the lack of knowledge of preoperative metrics that influence outcome.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com