
Answer-first summary for fast verification
Answer: 2.29
**Step-by-step explanation:** 1. **Understanding the problem:** We need to find the 80th percentile (q₈) of a continuous random variable X with probability density function (PDF) f_X(x) = (1/5)x² for 0 < x < 3. 2. **Percentile definition:** The 80th percentile q₈ satisfies: $$\Pr(X < q_8) = 0.8$$ This is equivalent to: $$F(q_8) = 0.8$$ where F(x) is the cumulative distribution function (CDF). 3. **Finding the CDF:** $$F(x) = \int_0^x f_X(t)\,dt = \int_0^x \frac{1}{5}t^2\,dt$$ $$= \frac{1}{5} \cdot \frac{t^3}{3} \Big|_0^x = \frac{x^3}{15}$$ 4. **Setting up the equation:** $$F(q_8) = \frac{(q_8)^3}{15} = 0.8$$ 5. **Solving for q₈:** $$(q_8)^3 = 15 \times 0.8 = 12$$ $$q_8 = \sqrt[3]{12} = 12^{1/3}$$ 6. **Calculating the value:** $$12^{1/3} \approx 2.289428... \approx 2.29$$ **Verification:** - 2.25³ = 11.390625 (too small) - 2.34³ = 12.812904 (too large) - 2.67³ = 19.034163 (too large) - 2.29³ = 12.009389 (closest to 12) Therefore, the 80th percentile is approximately 2.29, which corresponds to option D.
Author: Nikitesh Somanthe
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