Math Problem Statement

Solve

Determine the probability that someone will complete the test in 1 hour or less given the probability density function f(x) = (-x^2 + 10x) / 36, where 0 ≤ x ≤ 3.

Solution

To solve this problem, we need to determine the probability that someone will complete the test in 1 hour or less, given the probability density function:

f(x)=x2+10x36f(x) = \frac{-x^2 + 10x}{36}

with the domain 0x30 \leq x \leq 3.

The probability that someone will complete the test in 1 hour or less can be found by integrating the probability density function from 00 to 11:

P(X1)=01f(x)dx=01x2+10x36dxP(X \leq 1) = \int_0^1 f(x) \, dx = \int_0^1 \frac{-x^2 + 10x}{36} \, dx

Let's solve this integral step by step.

Step 1: Set Up the Integral

We need to compute:

01x2+10x36dx\int_0^1 \frac{-x^2 + 10x}{36} \, dx

This can be simplified by pulling out the constant 136\frac{1}{36}:

=13601(x2+10x)dx= \frac{1}{36} \int_0^1 (-x^2 + 10x) \, dx

Step 2: Integrate Each Term

Now, integrate each term separately:

  1. The integral of x2-x^2 from 0 to 1: x2dx=x33\int -x^2 \, dx = -\frac{x^3}{3}

  2. The integral of 10x10x from 0 to 1: 10xdx=5x2\int 10x \, dx = 5x^2

Thus, we have:

136[x33+5x2]01\frac{1}{36} \left[ -\frac{x^3}{3} + 5x^2 \right]_0^1

Step 3: Evaluate the Integral at the Bounds

Substitute x=1x = 1 and x=0x = 0:

For x=1x = 1: (1)33+5(1)2=13+5=15313=143-\frac{(1)^3}{3} + 5(1)^2 = -\frac{1}{3} + 5 = \frac{15}{3} - \frac{1}{3} = \frac{14}{3}

For x=0x = 0: (0)33+5(0)2=0-\frac{(0)^3}{3} + 5(0)^2 = 0

Therefore, the result is:

136143=14108=754\frac{1}{36} \cdot \frac{14}{3} = \frac{14}{108} = \frac{7}{54}

Conclusion

The probability that someone will complete the test in 1 hour or less is:

7540.1296\frac{7}{54} \approx 0.1296

Would you like further details on any steps, or do you have other questions?


Here are five related questions that expand on this information:

  1. How would we calculate the probability for someone to complete the test in less than 2 hours?
  2. How do we verify that f(x)f(x) is a valid probability density function over the interval [0,3][0, 3]?
  3. What is the expected time to complete the test based on this probability density function?
  4. How would the probability change if the test was extended to 4 hours?
  5. How does integration relate to finding cumulative probabilities in continuous distributions?

Tip: When solving problems with probability density functions, ensure the total area under the curve over the defined interval equals 1 to confirm it's a valid distribution.

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Math Problem Analysis

Mathematical Concepts

Probability
Probability Density Function
Integration

Formulas

f(x) = (-x^2 + 10x) / 36
P(X ≤ 1) = ∫[0,1] f(x) dx

Theorems

Fundamental Theorem of Calculus

Suitable Grade Level

College Level - Calculus