Math Problem Statement

You are applying for a job at two companies. Company A offers starting salaries with μ = $28,000 and σ = $3,000. Company B offers starting salaries with μ = $28,000 and σ = $7,000. From which company are you more likely to get an offer of $34,000 or more?

Solution

The question compares the probability of getting an offer of $34,000 or more from two companies:

  • Company A: Mean salary μ=28,000\mu = 28,000, standard deviation σ=3,000\sigma = 3,000.
  • Company B: Mean salary μ=28,000\mu = 28,000, standard deviation σ=7,000\sigma = 7,000.

We need to determine which company is more likely to offer a salary of $34,000 or more.

Step 1: Calculate Z-scores for each company

The Z-score formula is: Z=XμσZ = \frac{X - \mu}{\sigma} where X=34,000X = 34,000, μ=28,000\mu = 28,000, and σ\sigma is the standard deviation.

  • For Company A: ZA=34,00028,0003,000=6,0003,000=2Z_A = \frac{34,000 - 28,000}{3,000} = \frac{6,000}{3,000} = 2

  • For Company B: ZB=34,00028,0007,000=6,0007,0000.857Z_B = \frac{34,000 - 28,000}{7,000} = \frac{6,000}{7,000} \approx 0.857

Step 2: Interpret the Z-scores

  • Company A's Z-score is 2, meaning the salary of $34,000 is 2 standard deviations above the mean.
  • Company B's Z-score is approximately 0.857, meaning the salary of $34,000 is less than 1 standard deviation above the mean.

Step 3: Likelihood based on Z-scores

  • A Z-score of 2 corresponds to a smaller probability of getting $34,000 or more (because it's farther from the mean).
  • A Z-score of 0.857 corresponds to a higher probability of getting $34,000 or more, as it's closer to the mean.

Conclusion:

Company B is more likely to offer $34,000 or more because it is within a lower number of standard deviations from the mean compared to Company A.

The correct answer is C: Company B.

Would you like more details or have any questions?


Here are 5 related questions you might find interesting:

  1. How do you calculate the probability of a specific salary using the Z-score?
  2. What is the meaning of the Z-score in terms of normal distribution?
  3. How does the standard deviation affect the probability of extreme salary values?
  4. Can the Z-score be negative, and if so, what does it mean?
  5. How would the probabilities change if the means of the two companies were different?

Tip: When comparing probabilities, always check how far the value is from the mean using the Z-score—it gives a quick way to assess likelihood.

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Math Problem Analysis

Mathematical Concepts

Probability
Normal Distribution
Standard Deviation

Formulas

Z = (X - μ) / σ

Theorems

Normal Distribution
Z-Score

Suitable Grade Level

College Level (Intro to Probability & Statistics)