Questions

Why is human height normally distributed?

Why is human height normally distributed?

There are numerous genetic and environmental factors that influence height. When there are many independent factors that contribute to some phenomena, the end result may follow a Gaussian distribution due to the central limit theorem. The normal distribution is a remarkably good model of heights for some purposes.

Does human height follow a normal distribution?

The answers are easy to calculate when the mean and standard deviation are known. The heights of human beings follow the normal distribution.

Why is the normal distribution is not a good model of some financial data?

Give a reason why a normal distribution, with this mean and standard deviation, would not give a good approximation to the distribution of marks. My answer: Since the standard deviation is quite large (=15.2), the normal curve will disperse wildly. Hence, it is not a good approximation.

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Why are returns assumed to be normally distributed?

Since stocks grow at a compounded rate, they need to use a growth factor. To calculate possible expected prices, they will take the current stock price and multiply it by various rates of return (which are mathematically derived exponential factors based on compounding), which are assumed to be normally distributed.

What is the height of normal distribution?

The height (ordinate) of a normal curve is defined as: where μ is the mean and σ is the standard deviation, π is the constant 3.14159, and e is the base of natural logarithms and is equal to 2.718282. x can take on any value from -infinity to +infinity.

Is height evenly distributed?

The normal distribution describes heights remarkably well near the mean, even a couple standard deviations on either side of the mean. But in the extremes, such as six standard deviations out, the model doesn’t fit well.

Why is age normally distributed?

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For ages, a normally distributed model will predict there is a non-zero probability of data lying 5 standard deviations above or below the mean – which would correspond to physically impossible ages, such as below 0 or above 150.

What human trait is normally distributed?

There exist numerous natural events whose distribution follow normal curve. Human characteristics such as weight, height, strength, body temperature, or intelligence are among those.

Why normal distribution is important in statistics?

The normal distribution, also known as the Gaussian distribution, is the most important probability distribution in statistics for independent, random variables. It is the most important probability distribution in statistics because it accurately describes the distribution of values for many natural phenomena.

Why are stocks normally distributed?

While the returns for stocks usually have a normal distribution, the stock price itself is often log-normally distributed. This is because extreme moves become less likely as the stock’s price approaches zero. Cheap stocks, also known as penny stocks, exhibit few large moves and become stagnant.

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What is a normal distribution and why is it powerful for forecasting ranges of outcomes?

The normal distribution is the probability distribution that plots all of its values in a symmetrical fashion with most of the results situated around the probability’s mean.