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The associate job is often described as a "two-year gig," where the typical next steps are business school or a role at a portfolio company.
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A typical next step involves statistical comparisons across groups of interest using either parametric or non-parametric analysis of variance.
In a situation such as this, with a complex interaction, the typical next step would be to split the data by area and analyse each for effects of item number and unpredictability, or split by items and analyse for effects of area and unpredictability.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com