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Question
4 omar has a piece of rope. he ties a knot in the rope and measures the new length of the rope. he then repeats this process several times. some of the data collected are listed in the table below.
| number of knots | 4 | 5 | 6 | 7 | 8 |
| length of rope (cm) | 64 | 58 | 49 | 39 | 31 |
state, to the nearest tenth, the linear regression equation that approximates the length, y, of the rope after tying x knots. explain what the y - intercept means in the context of the problem. explain what the slope means in the context of the problem.
Step1: Recall linear - regression formula
The linear - regression equation is of the form $y = mx + b$, where $m$ is the slope and $b$ is the y - intercept. We can use a calculator with linear - regression functionality (e.g., TI - 84 Plus: Stat, Edit to enter data, then Stat, Calc, LinReg(ax + b)). Let $x$ be the number of knots and $y$ be the length of the rope.
Step2: Calculate the slope and y - intercept
Using a calculator or statistical software, we find that the linear - regression equation is approximately $y=-10.5x + 106.1$.
Step3: Interpret the y - intercept
The y - intercept ($b = 106.1$) represents the length of the rope (in cm) when the number of knots $x = 0$. That is, the original length of the rope before tying any knots is approximately $106.1$ cm.
Step4: Interpret the slope
The slope ($m=-10.5$) represents the change in the length of the rope (in cm) for each additional knot tied. For every one additional knot tied, the length of the rope decreases by approximately $10.5$ cm.
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The linear - regression equation is $y=-10.5x + 106.1$. The y - intercept means the original length of the rope is approximately $106.1$ cm. The slope means that for each additional knot tied, the length of the rope decreases by approximately $10.5$ cm.