Based on prior knowledge, education level can be a significant factor in determining earning potential. Generally, individuals with higher levels of education tend to earn more money. However, it's important to note that this relationship may not hold true in all cases, as there are exceptions where individuals without a high level of education may still earn above $50,000 per year.

To analyze the relationship between education and the task of earning more than $50,000 per year, we can examine the distribution of education levels for both cases: individuals who earn more than $50,000 per year (yes) and those who earn less than or equal to $50,000 per year (no).

Based on available data, we can create the dictionary as follows:

```json
{
	"no": ["11th", "HS-grad", "10th", "7th-8th", "9th", "12th", "1st-4th", "Preschool"],
	"yes": ["Assoc-acdm", "Some-college", "Prof-school", "Bachelors", "Masters", "Doctorate", "5th-6th", "Assoc-voc"]
}
```

In this case, individuals with education levels such as "11th", "HS-grad", "10th", "7th-8th", "9th", "12th", "1st-4th", and "Preschool" are more likely to earn less than or equal to $50,000 per year. On the other hand, individuals with education levels such as "Assoc-acdm", "Some-college", "Prof-school", "Bachelors", "Masters", "Doctorate", "5th-6th", and "Assoc-voc" are more likely to earn more than $50,000 per year.

This analysis is based on available data and may not capture all possible scenarios, but it provides a general understanding of the relationship between education level and earning potential.