How Can I Calculate Probabilities for Event Success Rates?

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Discussion Overview

The discussion centers around calculating probabilities for event success rates using a statistical model, specifically focusing on scenarios involving binomial distributions. Participants explore how to determine the probability of achieving a certain number of successes after a specified number of trials, given different success rates.

Discussion Character

  • Technical explanation
  • Mathematical reasoning

Main Points Raised

  • One participant seeks guidance on calculating the probability of succeeding at least a certain number of times given specific success rates and trial counts.
  • Another participant suggests using a binomial model and provides the formula for calculating the probability of exactly k successes.
  • A question is raised about the meaning of the binomial coefficient notation \binom{n}{k}.
  • Further clarification is provided regarding the binomial coefficient, including its relation to Pascal's triangle and its calculation method.
  • A participant explains the concept of factorial, which is relevant for understanding the binomial coefficient.

Areas of Agreement / Disagreement

Participants generally agree on the use of the binomial model for calculating probabilities, but the discussion includes clarifications and questions about specific terms and calculations without reaching a consensus on all aspects.

Contextual Notes

Some assumptions about the understanding of statistical terms and concepts may be missing, and the discussion does not resolve all mathematical steps involved in the calculations.

alexbib
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I have near to no knowledge of statistics, and I want to build a statistical model that can help me calculate %chance of an event happening in situations of type:

every try has 25% success rate
after 6 tries, what are the probabilities of having succeeded at least 5times? After 12tries?

or

each shot has 42% success rate
after 5 tries, how what are the probabilities of succeding at least 4times?


How can I calculate probabilities like these?
 
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Sounds like you want a binomial model. Given probability of success p and n attempts, the probability of exactly k successes is:

[tex]\binom{n}{k}p^k(1-p)^{n-k}[/tex]

Of course, to figure out the probability of at least k successes, you have to add up these probabilities for every value greater than or equal to k.
 
what does the n above k in brackets mean?
 
[tex]\binom{n}{k}[/tex] is the "binomial coefficient". It is the coefficient of xkyn-k in (x+y)n as well as the kth term in the nth line in Pascal's triangle and can be calculated as [tex]\frac{n!}{k!(n-k)!}[/tex].

It is sometimes written nCk and our British colleagues seem to refer to it as "n choose k" since it is also the number of different ways one can choose k items from a set of n items.
 
And just in case you do not know what [itex]x![/itex] means: it means [itex]x[/itex] factorial:

[tex]x! = 1\times 2\times 3 \times \ldots \times (x-1) \times x[/tex]
 
Ok, thanks for explanation!
 

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