What is the best way to measure group assortment?

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SUMMARY

The discussion centers on developing a formula to quantify the 'assortment' of groups composed of individuals from binary classes, specifically male and female. The author highlights the challenges faced in applying binomial probabilities to accurately reflect the diversity within groups of varying sizes and compositions. Examples illustrate that groups with equal gender representation may not always score lower in assortment than those with skewed ratios, depending on the underlying population ratios. The need for a robust measure that accounts for both the composition of the group and the probability of occurrence is emphasized.

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  • Understanding of binomial probabilities
  • Familiarity with statistical measures of diversity
  • Knowledge of population ratios and their impact on group composition
  • Experience with statistical modeling techniques
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  • Research the application of the Diversity Index in measuring group assortment
  • Explore advanced statistical modeling techniques for binary classification
  • Learn about the use of logistic regression in analyzing group compositions
  • Investigate the implications of population ratios on statistical outcomes
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Statisticians, data analysts, and researchers interested in measuring diversity and assortment in binary class populations, as well as those developing statistical models for group analysis.

josh1111
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Hi
I need a formula that returns a value representative of the amount of ‘assortment’ a group shows. The groups are made up of individuals, all of a binary class (e.g. male or female), are of difference sizes, and can be from different populations (i.e. different ratio of males to females). I have thought of the logical rules and examples for this, but am having difficulty formulising it properly, despite extensive attempts using binomial probabilities. I think the best way to explain is give some examples, of some groups, and which would rank the highest in ‘assortment’:

e.g. In a population with equal ratio of males:females

GROUP-A = 1Male & 1Female
GROUP-B = 2M & 0F
G-C = 0M & 2F
G-A is the most ‘dissassorted’ whilst G-B and G-C are equally assorted

G-D = 5M & 0F
G-D is more assorted than both G-B, and G-C, as the probability of getting 5 males in a group of 5 is much lower than getting 2 in a group of 2Now, consider some groups from a population of with 9 males to each females
G-E = 5M & 0F
G-F = 5M & 5F

G-E demonstrates less assortment that G-D, as chances of getting 5M 0F is much higher when chance of male occurrence is 0.9 (i.e. 9:1 M:F)
G-G demonstrates much more ‘assortment’ than G-F (or G-B or G-C), as the chances of getting 5F at with 0.1 chance of getting each female (even in a group of 10 individuals), is very low.

Therefore, a need a measure that would give a value of assortment for any given group, and would make sense that the more ‘assorted’ a group is, and the reduced likelihood of getting it, the higher the value is.
I have tried lots of things with binomial probabilities, and one of the main problems with my best attempts is that a group with no actual assortment (e.g. 1M & 1F) could score higher than a group which potentially displays assortment (e.g. 2M & 0F) if , for example, the chance of a female occurring is very low.
 
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