Math Problem Statement
Solution
Let's break down the question:
-
**Given dataLet's break down the question:
-
**Given **
- The replacement times are normally distributed.
- Mean years.
- Standard deviation years.
First Part: Find the probability that a randomly selected quartz time piece has a replacement time less than 8 years.
This is asking for , where is the normal random variable representing the replacement time.
To solve this:
- We need to calculate the Z-score using the formula:
For :
Now, we can look up the Z-score in the standard normal distribution table, or use a calculator. The Z-score of corresponds to a cumulative probability of approximately 0.0028.
So, the probability that a replacement time is less than 8 years is about 0.0028.
Second Part: Warranty Calculation
The company wants to set the warranty such that only 2.9% (or 0.029) of quartz timepieces will be replaced before the warranty expires. This is the area to the left of the desired warranty time in the normal distribution.
-
First, find the Z-score that corresponds to the 2.9% left-tail probability. Using a Z-table or calculator, the Z-score for 0.029 is approximately .
-
Now use the Z-score formula in reverse to find the corresponding warranty time, :
Solving for :
Plugging in the values:
So, the warranty should be approximately 9.2 years (rounding to 1 decimal place).
Let me know if you'd like further explanation or have more questions!
Here are five related questions you might find useful:
- How do we interpret a Z-score in the context of a normal distribution?
- What are some common Z-scores and their corresponding probabilities?
- How does changing the standard deviation affect the probability in a normal distribution?
- How can you determine the warranty period for different replacement percentages?
- What are some methods to approximate probabilities when Z-tables are not available?
Tip: Always remember to check whether the normal distribution is appropriate for the data by considering skewness or kurtosis before applying Z-scores.
Ask a new question for Free
By Image
Drop file here or Click Here to upload
Math Problem Analysis
Mathematical Concepts
Probability
Normal Distribution
Z-scores
Formulas
Z = (X - μ) / σ
P(X < x) = Z-score probability
X = Z * σ + μ
Theorems
Standard Normal Distribution
Suitable Grade Level
Grades 10-12
Related Recommendation
Calculating Probability for Quartz Timepiece Replacement and Warranty Using Normal Distribution
Normal Distribution for Quartz Time Piece Replacement Times with Warranty Calculation
Calculate Replacement Rate for Watches with Normal Distribution in Warranty Period
Probability of Lifespan Lasting Longer than 14 Years Using Normal Distribution
Probability of an Item Lasting More Than 8 Years in a Normally Distributed Lifespan