Scientists believe there is a link between ambient temperature and damage to a head gasket on a car. Using the provided information, draw a scatter plot of the data. Based on the data, make a probabilistic inference about if you should take your truck on a road trip to an area that has very low temperatures predicted for the time you will be there.

(1 point)
Responses

I would recommend that he goes, as there were many more temperatures with no damage than with damage.
I would recommend that he goes, as there were many more temperatures with no damage than with damage.

I would recommend that he goes as lower temperatures have a strong positive correlation, therefore the lower the temperature the less damage is caused.
I would recommend that he goes as lower temperatures have a strong positive correlation, therefore the lower the temperature the less damage is caused.

I would recommend that he does NOT go as higher temperatures have a strong positive correlation, therefore the higher the temperature the more damage is caused.
I would recommend that he does NOT go as higher temperatures have a strong positive correlation, therefore the higher the temperature the more damage is caused.

I would recommend that he does NOT go as lower temperatures have a strong negative correlation, therefore the lower the temperature the more damage is caused.

1 answer

Based on the inference you're seeking regarding whether to take the truck on a road trip to an area with very low predicted temperatures, the recommendation would depend heavily on the actual correlation between temperature and head gasket damage as evidenced in the scatter plot data.

To interpret the options given:

  1. If there were many more instances of no damage at lower temperatures, one might conclude that it's safe to travel, as low temperatures do not contribute significantly to head gasket damage.

  2. If lower temperatures showed a strong positive correlation with damage, that would suggest that lower temperatures lead to more damage, meaning travel should be avoided.

  3. If higher temperatures correlate positively with damage, it would lead to the conclusion that one should also avoid higher temperature areas but not necessarily a low-temperature trip.

  4. If lower temperatures demonstrated a strong negative correlation with damage, this indicates that lower temperatures are generally safer for the head gasket and would support the argument for traveling.

Without specific numerical values and the actual scatter plot to analyze trends and correlations, you would need to choose your conclusion based on the patterns visible in that plot. However, given that your aim seems to be to assess low temperatures, the most logical recommendation based on your presented options and typical automotive concerns would be:

If low temperatures have shown to have either no damage or minimal correlation to damage than high temperatures, I would recommend that he goes. Otherwise, if low temperatures correlate with increased damage, I would recommend he does NOT go.

Based on the responses provided, if we assume that historically low temperatures have shown to have less or no damage, I would suggest:

"I would recommend that he goes, as there were many more temperatures with no damage than with damage."

This would suggest that taking the trip could be safe, assuming that lower temperatures do not strongly correlate with increased head gasket damage.