What is the probability that the second screw is also good?

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  • Thread starter sreeram
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In summary, the probability that the second screw is also good is the same as the probability that the first screw is good, regardless of whether they come from the same factory or not. This is due to the fact that the probability of a screw being defective is the same for both factories and the screws are equally likely to come from either factory.
  • #1
sreeram
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Question: All the screws in a machine come from the same factory but it is as likely to be from A as from factory B. The percentage of defective screws is 5% from A and 1% from B. Two screws are inspected and the first is found to be good. What is the probability that the second is also good?
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My attempt:

G1: First screw is good. G2: Second screw is good
G1A: First screw comes from A. G1B: First screw comes from B
G2A: Second screw comes from A. G2B: Second screw comes from B

P(G1A)=1/2, P(G2A)=1/2, P(G1B)=1/2, P(G2B)=1/2
P(G1A $\cap$ G2A)=P(G1B $\cap$ G2B)=P(G1A $\cap$ G2B)=P(G1B $\cap$ G2A)=1/2*1/2=1/4

Now,

P(G1)=P(G1|G1A)P(G1A)+P(G1|G1B)P(G1B)

P(G1 $\cap$ G2)=P(G1 $\cap$ G2|G1A $\cap$ G2A)P(G1A $\cap$ G2A)+P(G1 $\cap$ G2|G1B $\cap$ G2B)P(G1B $\cap$ G2B)+P(G1 $\cap$ G2|G1A $\cap$ G2B)P(G1A $\cap$ G2B)+P(G1 $\cap$ G2|G1B $\cap$ G2A)P(G1B $\cap$ G2A)

P(G2|G1)=P(G1 $\cap$ G2)/P(G1).
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Our teacher's answer:

G1: First screw is good. G2: Second screw is good
A: Screw is from factory A B: Screw is from factory B

P(A)=1/2, P(B)=1/2

P(G1)=P(G1|A)P(A)+P(G1|B)P(B)
P(G1 $\cap$ G2)=P(G1 $\cap$ G2|A)P(A)+P(G1 $\cap$ G2|B)P(B)

Now P(G2|G1)=P(G1 $\cap$ G2)/P(G1).

Which answer is correct?
 
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  • #2
Your explanation of the situation is a bit ambiguous. You say "2 screws are defective". Are they from the same lot, both from A or both from B, or not? If not, the fact that the first screw was defective is irrelevant! if 5% of the screws from A and 1% of the screws from B were defective and a screw is as likely to be from A as from B, then the probability a screw chosen from the whole lot is defective is (0.05+ 0.01)/2= 0.03, regardless of whether the previous screw was defective or not. (Unless there is a given small number of screws in A and B but you didn't say how many screws were in each lot.)

If, instead, both screws are from group A or both from group B, then the point of saying that the first screw was defective would be to give a probability that the second screw was from group A or B. Imagine 2000 screws, 1000 from A, 1000 from B. Of the 1000 screws from A, 5%, 50, are defective. Of the 1000 screws from B, 1%o, 10, are defective. That is a total of 60 defective screws 50 from A and 10 from B. Given that a screw is defective, the probability it is from A is 50/60= 5/6 and the probability it is from B is 10/60= 1/6. Given that the first screw was defective, the probability it was from A is 5/6 and in that case, the probability the second screw was defective is .05. The probability the first screw is from B is 1/6 and, in that case, the probability the second screw is defective is 0.01. In this scenario, given that the first screw is defective, the probability the second screw is as also defective is (5/6)(0.05)+ (1/6)(0.01)= 25/600+ 1/600= 26/600= 13/300 which is approximately 0.043.
 
  • #3
Thanks for correcting my mistake. I assumed that one of the screws can come from A and another can come from B. My teacher assumed that both screws are either from A or from B.

I found out the following:

P(G1 ∩ G2)=P(G1 ∩ G2|G1A ∩ G2A)P(G1A ∩ G2A)+P(G1 ∩ G2|G1B ∩ G2B)P(G1B ∩ G2B)+P(G1 ∩ G2|G1A ∩ G2B)P(G1A ∩ G2B)+P(G1 ∩ G2|G1B ∩ G2A)P(G1B ∩ G2A)

=$1/4*(P(G1A)+P(G1B))^2$

P(G1)=1/2*(P(G1A)+P(G1B))=1/2*(P(G2A)+P(G2B))

P(G2|G1)=1/2*(P(G1A)+P(G1B))

Therefore P(G2|G1)=P(G1)=P(G2), as you pointed out.
 

FAQ: What is the probability that the second screw is also good?

What is the meaning of "Probability of G2 given G1"?

The probability of G2 given G1 refers to the likelihood of event G2 occurring, given that event G1 has already occurred. It is a conditional probability that takes into account the relationship between the two events.

How is the probability of G2 given G1 calculated?

The probability of G2 given G1 is calculated using the formula P(G2|G1) = P(G2 and G1) / P(G1), where P(G2 and G1) represents the probability of both events occurring together and P(G1) represents the probability of event G1 occurring.

What is the difference between "Probability of G2 given G1" and "Probability of G1 given G2"?

The difference between these two probabilities lies in the order of the events. "Probability of G2 given G1" looks at the likelihood of G2 occurring after G1 has already occurred, while "Probability of G1 given G2" looks at the likelihood of G1 occurring after G2 has already occurred. The two probabilities may have different values depending on the relationship between the events.

How does the probability of G2 given G1 relate to the concept of independence?

If events G1 and G2 are independent, then the probability of G2 given G1 is equal to the overall probability of G2. This means that the occurrence of G1 does not affect the likelihood of G2 occurring. However, if events G1 and G2 are dependent, then the probability of G2 given G1 may be different from the overall probability of G2.

Can the probability of G2 given G1 be greater than 1?

No, the probability of an event cannot be greater than 1. This is because a probability represents a percentage or fraction of likelihood, and a value greater than 1 would imply a likelihood of more than 100%, which is not possible. The probability of G2 given G1 can range from 0 to 1, with 0 representing impossibility and 1 representing certainty.

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