Statistics Flashcards: Fit Functions To Real World Data

Study Fit Functions To Real World Data in Statistics with focused flashcards that help you recognize the idea, recall the key rule, and apply it in practice-style prompts.

Statistics

Fit Functions To Real World Data

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QUESTION
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Identify the model: y=2(x3)2+7y=-2(x-3)^2+7 (choose linear, quadratic, or exponential).

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ANSWER

Quadratic. Vertex form y=a(xh)2+ky=a(x-h)^2+k indicates parabola.

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Flashcard 1: Identify the model: y=2(x3)2+7y=-2(x-3)^2+7 (choose linear, quadratic, or exponential).

Answer: Quadratic. Vertex form y=a(xh)2+ky=a(x-h)^2+k indicates parabola.

Flashcard 2: Identify the model: y=120(1.05)ty=120(1.05)^t (choose linear, quadratic, or exponential).

Answer: Exponential. Form y=abxy=a\cdot b^x with a=120a=120, b=1.05b=1.05.

Flashcard 3: Find the vertex xx-coordinate of y=2x28x+1y = 2x^2 - 8x + 1.

Answer: x=2x = 2. Use vertex formula: x=82(2)=84=2x = -\frac{-8}{2(2)} = \frac{8}{4} = 2.

Flashcard 4: Which model type is suggested by a constant rate of change in a scatter plot?

Answer: Linear model. Constant rate of change means equal yy changes for equal xx changes.

Flashcard 5: In y=3(x2)25y=3(x-2)^2-5, what is the vertex (h,k)(h,k)?

Answer: (2,5)(2,-5). Vertex form shows vertex directly: h=2h=2, k=5k=-5.

Flashcard 6: Find the linear equation through (0,3)(0,3) and (4,11)(4,11).

Answer: y=2x+3y = 2x + 3. Slope is 11340=2\frac{11-3}{4-0} = 2, and yy-intercept is 33.

Flashcard 7: Identify the model type: y=0.5x2+3x+2y = -0.5x^2 + 3x + 2.

Answer: Quadratic. The x2x^2 term indicates a quadratic function.

Flashcard 8: Evaluate the exponential model y=50(0.8)xy=50(0.8)^x at x=2x=2.

Answer: y=32y=32. y=50(0.8)2=50(0.64)=32y=50(0.8)^2=50(0.64)=32.

Flashcard 9: Given (0,5)(0,5) and (2,20)(2,20) fit y=abxy = a\cdot b^x. What is aa?

Answer: a=5a = 5. When x=0x = 0, y=ab0=a1=ay = a \cdot b^0 = a \cdot 1 = a.

Flashcard 10: Which model type is suggested when second differences are constant across equal xx steps?

Answer: Quadratic model. Second differences are differences of first differences; constant indicates parabolic shape.

Flashcard 11: What condition on bb in y=abxy=a\cdot b^x indicates exponential decay?

Answer: 0<b<10<b<1. Values between 0 and 1 represent decay (decreasing function).

Flashcard 12: What is the slope of the line through (2,5)(2,5) and (6,13)(6,13)?

Answer: m=2m = 2. Apply slope formula: m=13562=84=2m = \frac{13-5}{6-2} = \frac{8}{4} = 2.

Flashcard 13: Identify the model: y=4.5x11y=4.5x-11 (choose linear, quadratic, or exponential).

Answer: Linear. Form y=mx+by=mx+b with constant slope.

Flashcard 14: Use y=32xy = 3\cdot 2^x to predict yy when x=4x = 4.

Answer: y=48y = 48. Substitute: y=324=316=48y = 3 \cdot 2^4 = 3 \cdot 16 = 48.

Flashcard 15: Which model is suggested by a constant rate of change in the data?

Answer: Linear model: y=mx+by = mx + b. Constant rate of change means equal changes in yy for equal changes in xx.

Flashcard 16: What does the slope mm represent in a linear model y=mx+by = mx + b in context?

Answer: Change in yy per 11 unit increase in xx. Slope measures the rate of change in the dependent variable.

Flashcard 17: Use y=2x+1y=2x+1 to predict yy when x=7x=7.

Answer: y=15y=15. Substitute: y=2(7)+1=14+1=15y=2(7)+1=14+1=15.

Flashcard 18: What does the sign of aa indicate in y=ax2+bx+cy = ax^2 + bx + c?

Answer: a>0a>0 opens up; a<0a<0 opens down. The coefficient of x2x^2 determines the parabola's direction.

Flashcard 19: What is the yy-intercept of y=3x+7y = -3x + 7?

Answer: 77. The constant term is the yy-intercept when x=0x = 0.

Flashcard 20: What is the standard form of an exponential model (with initial value aa)?

Answer: y=abxy=a\cdot b^x. aa is initial value when x=0x=0, bb is growth/decay factor.

Flashcard 21: Find the slope of the line through (2,5)(2,5) and (6,13)(6,13).

Answer: m=2m=2. m=13562=84=2m=\frac{13-5}{6-2}=\frac{8}{4}=2.

Flashcard 22: What is the slope-intercept form of a linear model?

Answer: y=mx+by=mx+b. mm is slope, bb is yy-intercept where line crosses yy-axis.

Flashcard 23: Find the percent increase per 11 unit of xx for y=80(1.06)xy=80(1.06)^x.

Answer: 6%6\% increase per unit xx. b=1.06b=1.06 means multiply by 1.061.06 (6% increase) per unit.

Flashcard 24: Which model is suggested when first differences are constant?

Answer: Linear model. First differences are the changes between consecutive yy-values.

Flashcard 25: What is the vertex form of a quadratic model?

Answer: y=a(xh)2+ky=a(x-h)^2+k. Parabola with vertex at (h,k)(h,k) and vertical stretch factor aa.

Flashcard 26: Use y=100(1.2)ty=100(1.2)^t to predict yy when t=3t=3.

Answer: y=172.8y=172.8. y=100(1.2)3=100(1.728)=172.8y=100(1.2)^3=100(1.728)=172.8.

Flashcard 27: Which model is suggested when the data changes by a constant percent each step?

Answer: Exponential model: y=abxy = a\cdot b^x. Constant percent change means multiplying by the same factor each step.

Flashcard 28: Which model type is suggested when first differences are constant across equal xx steps?

Answer: Linear model. First differences are yi+1yiy_{i+1}-y_i; constant means linear relationship.

Flashcard 29: What does the parameter bb represent in y=abxy=a\cdot b^x?

Answer: Growth/decay factor per 11 unit increase in xx. Each unit increase in xx multiplies yy by factor bb.

Flashcard 30: Find the linear equation through (0,3)(0,3) with slope 4-4.

Answer: y=4x+3y=-4x+3. Point (0,3)(0,3) gives yy-intercept b=3b=3; slope m=4m=-4.

Flashcard 31: What is the residual for observed y=18y=18 when the model predicts y^=20\hat{y}=20?

Answer: 2-2. Residual = observed - predicted = 1820=218 - 20 = -2.

Flashcard 32: Which model is suggested when second differences are constant?

Answer: Quadratic model: y=ax2+bx+cy = ax^2 + bx + c. Second differences are differences of first differences.

Flashcard 33: Given (0,5)(0,5) and (2,20)(2,20) fit y=abxy = a\cdot b^x. What is bb?

Answer: b=2b = 2. 205=4=22\frac{20}{5} = 4 = 2^2, so b=2b = 2.

Flashcard 34: In y=abxy = a\cdot b^x, what condition indicates exponential growth versus decay?

Answer: Growth: b>1b>1; decay: 0<b<10<b<1. Base greater than 1 multiplies to increase; less than 1 to decrease.

Flashcard 35: What does the parameter bb represent in y=mx+by = mx + b in context?

Answer: Predicted value of yy when x=0x = 0. The yy-intercept is the starting value in many contexts.

Flashcard 36: What is the slope formula between two points (x1,y1)(x_1,y_1) and (x2,y2)(x_2,y_2)?

Answer: m=y2y1x2x1m=\frac{y_2-y_1}{x_2-x_1}. Rise over run: change in yy divided by change in xx.

Flashcard 37: What is the vertex xx-coordinate of y=ax2+bx+cy = ax^2 + bx + c?

Answer: x=b2ax = -\frac{b}{2a}. The vertex formula locates the parabola's turning point.

Flashcard 38: Which model type is suggested by a constant percent change (constant ratio) per equal xx step?

Answer: Exponential model. Constant ratio between consecutive yy values indicates exponential growth/decay.