Subjects statistics

Regression Slope Bd3E14

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Question: Question 4 (2 points) Saved The following data show the gain in reading speed (in words per minute) and the number of weeks in a speed-reading program for six students. No. of Weeks Gain In Reading Speed 30 50 5 39 30 24 9 49 5 23 49 9 What is the slope of the regression line, b? Leave your answers in 2 decimal places.
1. **State the problem:** We are given data for number of weeks ($x$) and gain in reading speed ($y$) for six students. We need to find the slope $b$ of the regression line $y = a + bx$. 2. **Formula for slope $b$ of regression line:** $$b = \frac{n\sum xy - \sum x \sum y}{n\sum x^2 - (\sum x)^2}$$ where $n$ is the number of data points. 3. **List the data points:** $$(x,y) = (30,50), (5,39), (30,24), (9,49), (5,23), (49,9)$$ 4. **Calculate sums:** $$\sum x = 30 + 5 + 30 + 9 + 5 + 49 = 128$$ $$\sum y = 50 + 39 + 24 + 49 + 23 + 9 = 194$$ $$\sum xy = (30)(50) + (5)(39) + (30)(24) + (9)(49) + (5)(23) + (49)(9) = 1500 + 195 + 720 + 441 + 115 + 441 = 3412$$ $$\sum x^2 = 30^2 + 5^2 + 30^2 + 9^2 + 5^2 + 49^2 = 900 + 25 + 900 + 81 + 25 + 2401 = 4332$$ 5. **Plug values into formula:** $$b = \frac{6(3412) - (128)(194)}{6(4332) - (128)^2} = \frac{20472 - 24832}{25992 - 16384} = \frac{-4360}{9608}$$ 6. **Simplify fraction:** $$b = \frac{\cancel{-4360}}{\cancel{9608}} = -0.45$$ 7. **Interpretation:** The slope $b$ is approximately $-0.45$, meaning for each additional week, the gain in reading speed decreases by about 0.45 words per minute on average. **Final answer:** $$b = -0.45$$