Probability question that I just can't solve.

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In summary, the conversation discusses the correlation between two positively correlated variables with a correlation coefficient of 0.7 and standard normal distribution. The question is raised about the impact of one variable moving 1 standard deviation higher on the mean of the other variable. It is mentioned that correlation is independent of location.
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datatec
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Hi,

My formal mathematical training is minimal and it is for this reason that I tend to deal with these types of problems on a highly intuitive and abstract level, please therefore forgive my clear ignorance both respect to the way I describe this problem and the fact that I can't find a solution for it.

We have two positively correlated variables (I suppose the best way to illustrate this fact is with a correlation coefficient of say 0.7; would I be right in supposing this?) furthermore both variables have a standard normal distribution. My question is, suppose these two variables fluctuate over time and in the first period variable A moves 1 s.d. higher it must follow that variable B's mean is no longer 0 but rather another value (is this correct?).

Any help will be much appreciated.

Thank you all.
 
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Hello,

Thank you for reaching out with your question. It sounds like you are dealing with a problem involving two correlated standard normal variables. To answer your question, yes, if one variable (let's call it A) moves 1 standard deviation higher, then the mean of the other variable (B) will also change. This is because the mean of B is dependent on the value of A. The exact value of B's mean will depend on the strength of the correlation between the two variables.

To find the new mean of B, you can use the formula: new mean of B = correlation coefficient * (1 standard deviation increase in A). In your case, with a correlation coefficient of 0.7 and a 1 standard deviation increase in A, the new mean of B would be 0.7.

I hope this helps. If you have any further questions or need clarification, please don't hesitate to ask. Best of luck with your problem!
 

FAQ: Probability question that I just can't solve.

What is probability?

Probability is the measure of the likelihood that an event will occur. It is expressed as a number between 0 and 1, where 0 indicates impossibility and 1 indicates certainty.

How do you calculate probability?

To calculate probability, divide the number of favorable outcomes by the total number of possible outcomes. This will give you a decimal value that can be converted to a percentage by multiplying by 100.

What is the difference between theoretical and experimental probability?

Theoretical probability is based on mathematical calculations and assumes that all outcomes are equally likely. Experimental probability is based on actual data from repeated trials and may differ from theoretical probability.

Can probability be greater than 1 or less than 0?

No, probability cannot be greater than 1 or less than 0. These values represent impossibility and certainty, respectively, and all probabilities must fall between them.

How is probability used in real life?

Probability is used in many real-life situations, such as predicting weather patterns, analyzing stock market trends, and making informed decisions in gambling. It is also used in scientific research to determine the likelihood of a hypothesis being true.

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