In order to solve this problem, we will calculate the z-score of the given data.
To do this, we use the formula,
![z=(x-\mu)/(\sigma)](https://img.qammunity.org/2023/formulas/mathematics/college/h06hsre30elxbqnbdkqzw5pbp57988qa0r.png)
We plug in the given data:
![z=(154-100)/(19)\approx2.8421](https://img.qammunity.org/2023/formulas/mathematics/college/qrxnuu1voygi6rhbmekqhvyhusnhbxan16.png)
With this z-score, we can consult a z-score probability table or use an online resource. However, this will give us
![P(z<2.8421)](https://img.qammunity.org/2023/formulas/mathematics/college/4lk1v6ssni27ijs5k5eobqsno14jgdbw7b.png)
but we are interested in itbeing greater than it, so we must calculate
![1-P(z<2.8421)=1-0.99776=0.00224](https://img.qammunity.org/2023/formulas/mathematics/college/25h0ioa3bqro8xna45f1kbkccig9t27804.png)
So, the percentage of the population that has an IQ above 154 is 0.224%.