Part B.We tend to prize intelligence very highly, especially the kind of logical reasoning ability that is used a lot in QM1 and that can be measured using IQ tests. IQ tests are designed so that scores across the general public are normally distributed with mean 100 and standard deviation 15.(If you feel like trying a simple informal IQ test, just Google "online IQ test" and take your pick!)Suppose you score 115 on an IQ test. Where does that place your intelligence relative to the general public? Specifically:(a) what proportion of the population would be below 115?(b) what proportion of the population would be above 115?The ultimate in IQ is MarvinLinks to an external site. , who has "a brain the size of a planet". His IQ is astronomical, but for our purposes let's say it is 146. Where is Marvin's IQ placed relative to the general population.(Clearly Marvin is not very happy. In fact he spends a lot of time feeling very depressed. His astronomical IQ is not enough to make him happy.)Research has suggested that IQ alone may not be sufficient for a happy successful life. Angela Duckworth has led research suggesting that "grit" may be as important as IQ! Grit is "perseverance and passion in the pursuit of long term goals" and, as part of the research, a "grit scale" was developed.(You can meet Angela Duckworth hereLinks to an external site.... about 6 minutes, not necessary for the tutorial, but you may find it interesting. You can estimate your own grit hereLinks to an external site..)Grit scores are continuous between 0 and 5, with higher scores indicating greater grittiness. The percentiles of the distribution in the general population are given in the following table.Percentile Male Female10 2.51 2.5120 2.83 2.8830 3.06 3.1340 3.25 3.2550 3.38 3.5060 3.54 3.6370 3.75 3.7980 3.92 4.0090 4.21 4.25100 5.00 5.00(a) What are the median grit scores for males and females?(b) If Marvin is the ultimate in IQ, then the ultimate in grit is RickLinks to an external site.... he is never going to give you up! Rick scored 4.21 on the grit scale. Where does this place his grittiness relative to the general population?
Question
Part B.We tend to prize intelligence very highly, especially the kind of logical reasoning ability that is used a lot in QM1 and that can be measured using IQ tests. IQ tests are designed so that scores across the general public are normally distributed with mean 100 and standard deviation 15.(If you feel like trying a simple informal IQ test, just Google "online IQ test" and take your pick!)Suppose you score 115 on an IQ test. Where does that place your intelligence relative to the general public? Specifically:(a) what proportion of the population would be below 115?(b) what proportion of the population would be above 115?The ultimate in IQ is MarvinLinks to an external site. , who has "a brain the size of a planet". His IQ is astronomical, but for our purposes let's say it is 146. Where is Marvin's IQ placed relative to the general population.(Clearly Marvin is not very happy. In fact he spends a lot of time feeling very depressed. His astronomical IQ is not enough to make him happy.)Research has suggested that IQ alone may not be sufficient for a happy successful life. Angela Duckworth has led research suggesting that "grit" may be as important as IQ! Grit is "perseverance and passion in the pursuit of long term goals" and, as part of the research, a "grit scale" was developed.(You can meet Angela Duckworth hereLinks to an external site.... about 6 minutes, not necessary for the tutorial, but you may find it interesting. You can estimate your own grit hereLinks to an external site..)Grit scores are continuous between 0 and 5, with higher scores indicating greater grittiness. The percentiles of the distribution in the general population are given in the following table.Percentile Male Female10 2.51 2.5120 2.83 2.8830 3.06 3.1340 3.25 3.2550 3.38 3.5060 3.54 3.6370 3.75 3.7980 3.92 4.0090 4.21 4.25100 5.00 5.00(a) What are the median grit scores for males and females?(b) If Marvin is the ultimate in IQ, then the ultimate in grit is RickLinks to an external site.... he is never going to give you up! Rick scored 4.21 on the grit scale. Where does this place his grittiness relative to the general population?
Solution
To answer these questions, we need to understand the concept of standard deviation and percentiles in a normal distribution.
(a) What proportion of the population would be below 115? To find this, we need to calculate the z-score, which is the number of standard deviations a data point is from the mean. The formula for z-score is (X - μ) / σ, where X is the data point, μ is the mean, and σ is the standard deviation. So, for an IQ of 115, the z-score would be (115 - 100) / 15 = 1. This means an IQ of 115 is 1 standard deviation above the mean. In a normal distribution, about 84% of the data falls below 1 standard deviation above the mean. So, about 84% of the population would have an IQ below 115.
(b) What proportion of the population would be above 115? Since we know that about 84% of the population would have an IQ below 115, it means that the remaining 16% would have an IQ above 115.
For Marvin's IQ of 146, the z-score would be (146 - 100) / 15 = 3.07. In a normal distribution, about 99.9% of the data falls below 3 standard deviations above the mean. So, Marvin's IQ is higher than about 99.9% of the population.
(a) What are the median grit scores for males and females? The median is the value that separates the higher half from the lower half of a data set, which is the 50th percentile. So, the median grit score for males is 3.38 and for females is 3.50.
(b) If Marvin is the ultimate in IQ, then the ultimate in grit is Rick... he is never going to give you up! Rick scored 4.21 on the grit scale. Where does this place his grittiness relative to the general population? Rick's score of 4.21 is at the 90th percentile for both males and females. This means his grittiness is higher than about 90% of the population.
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