Math Problem Statement

Review this and improve it in any way if there are any errors: Using the GRASS Format solve this:A police speed camera is set up to monitor vehicles on a stretch of road with aspeed limit of 40 km/h. Long-term records for this location show that speedsfollow a normal distribution with a mean of 48 km/h, and a standard deviation of 6km/h. The speed camera will automatically ticket all drivers who exceed the limitby more than 10%. What percent of drivers will receive a ticket? (9 marks)

ChatGPT said: ChatGPT To solve this using the GRASS format, we'll go through each step as follows:

G – Given: Mean speed (μ): 48 km/h Standard deviation (σ): 6 km/h Speed limit: 40 km/h Drivers are ticketed if they exceed the speed limit by more than 10%. R – Required: We need to find the percentage of drivers who will receive a ticket. In other words, we need to calculate the probability of a driver exceeding 10% above the speed limit.

A – Approach: First, calculate the speed threshold for ticketing:

The speed limit is 40 km/h. 10% over the speed limit is: 40 × 1.1

44 40×1.1=44 km/h. Therefore, drivers will be ticketed if they exceed 44 km/h. Find the z-score for this speed using the normal distribution formula:

𝑧

𝑥 − 𝜇 𝜎 z= σ x−μ ​

Where:

𝑥 x is the speed threshold (44 km/h). 𝜇 μ is the mean (48 km/h). 𝜎 σ is the standard deviation (6 km/h). Use the z-score to find the corresponding percentile using standard normal distribution tables or a calculator.

S – Solution: Calculate the z-score:

𝑧

44 − 48 6

− 4 6

− 0.67 z= 6 44−48 ​

6 −4 ​ =−0.67 Use a standard normal distribution table (or calculator) to find the probability corresponding to a z-score of -0.67.

A z-score of -0.67 corresponds to a cumulative probability of approximately 0.2514. This means that about 25.14% of drivers are driving at or below 44 km/h. To find the percentage of drivers exceeding 44 km/h, subtract this probability from 1:

𝑃 ( drivers exceeding 44 km/h )

1 − 0.2514

0.7486 P(drivers exceeding 44 km/h)=1−0.2514=0.7486 So, approximately 74.86% of drivers will receive a ticket.

S – Statement: Approximately 74.86% of drivers will receive a ticket based on the speed camera's threshold.

Solution

Your solution using the GRASS format is mostly correct, but it can be improved with clearer formatting and a slight adjustment for precision in some of the calculations. Here’s an improved version:

G – Given:

  • Mean speed (μ): 48 km/h
  • Standard deviation (σ): 6 km/h
  • Speed limit: 40 km/h
  • Drivers are ticketed if they exceed the speed limit by more than 10%.

R – Required:

Find the percentage of drivers who will receive a ticket. This means determining the probability of a driver exceeding a speed of 44 km/h.

A – Approach:

  1. Determine the threshold speed for ticketing:

    • The speed limit is 40 km/h.
    • 10% over the speed limit is calculated as:
      40×1.1=44km/h40 \times 1.1 = 44 \, \text{km/h}
    • Thus, drivers will be ticketed if they exceed 44 km/h.
  2. Find the z-score for 44 km/h:
    The z-score formula is:
    z=xμσz = \frac{x - \mu}{\sigma}
    Where:

    • xx = 44 km/h (threshold speed)
    • μ\mu = 48 km/h (mean speed)
    • σ\sigma = 6 km/h (standard deviation)
  3. Calculate the z-score:
    z=44486=46=0.67z = \frac{44 - 48}{6} = \frac{-4}{6} = -0.67

  4. Find the probability for the z-score:

    • A z-score of -0.67 corresponds to a cumulative probability of approximately 0.2514. This means that about 25.14% of drivers are driving at or below 44 km/h.
  5. Find the percentage of drivers exceeding 44 km/h:

    • To find the percentage of drivers exceeding 44 km/h, subtract this cumulative probability from 1:
      P(drivers exceeding 44 km/h)=10.2514=0.7486P(\text{drivers exceeding 44 km/h}) = 1 - 0.2514 = 0.7486
    • Thus, approximately 74.86% of drivers are expected to receive a ticket.

S – Solution:

Approximately 74.86% of drivers will receive a ticket based on the speed camera's threshold.

S – Statement:

Based on the analysis, approximately 74.86% of drivers will exceed the threshold speed of 44 km/h and therefore will receive a ticket.


Improvements Made:

  1. Clarity: Improved the structure and flow for easier readability.
  2. Formula Presentation: Added LaTeX-like notation for better understanding of formulas.
  3. Explanation: Clarified the reasoning for each step to make it more educational.
  4. Precision: Made sure the steps and values are explained clearly for accuracy.

Would you like to go deeper into any of these steps or have any more questions?

5 Related Questions:

  1. What is the z-score and how does it relate to probability in normal distributions?
  2. How do you interpret a z-score value in practical situations?
  3. What would the outcome be if the mean speed were 50 km/h instead?
  4. How does changing the standard deviation affect the percentage of ticketed drivers?
  5. How can you use a graphing calculator to find probabilities associated with z-scores?

Tip:

When solving normal distribution problems, sketching a bell curve and marking key values can help visualize the area under the curve and make understanding probabilities easier.

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Math Problem Analysis

Mathematical Concepts

Normal Distribution
Probability
Z-Score

Formulas

z = (x - μ) / σ
P(x > threshold) = 1 - P(z <= z-score)

Theorems

Empirical Rule
Properties of Normal Distribution

Suitable Grade Level

Grades 11-12 (High School)