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SAT line of best fit practice questions test whether students can use a trend-line equation, interpret slope and intercept, make predictions, calculate residuals, construct and compare linear models, and judge interpolation, extrapolation, outliers, and model fit. This guide includes 70 SAT-style questions that move from basic substitutions to harder multi-step best-fit-line and residual problems.
What Should You Know Before Practicing Lines of Best Fit?
In This Guide – 70 SAT Line of Best Fit Practice Questions
Start With SAT Math Topic-Wise Practice
Line-of-best-fit practice becomes more useful when it is connected to a weekly score plan, mock test review, and targeted SAT Math correction.
Download the SAT Prep Guide E-Book
Use the SAT Prep Guide E-Book to organize scatterplots, trend lines, residuals, and data-analysis practice and connect every practice set with a clear score improvement plan.
Download SAT Prep E-Book GuideDownload SAT Prep Guide E-BookLine-of-best-fit questions appear in SAT Problem-Solving and Data Analysis. Students may need to substitute into a trend-line equation, interpret parameters in context, construct a line from points, compare two models, calculate a residual, or judge whether a prediction is reliable.
The most reliable method is to identify what x and y represent, write the equation clearly, and keep the model prediction separate from the actual observed value.
| Skill Area | What It Tests | Common SAT Trap | Practice Set |
|---|---|---|---|
| Predictions | Substitution, interpretation, interpolation, and extrapolation | Using an observed point instead of the model | Q1-Q15 |
| Slope and intercept | Context, units, rates, and starting values | Reversing y-units per x-unit | Q16-Q30 |
| Building and comparing lines | Slope, intercept, equations, intersections, and unit changes | Solving for the intercept before finding slope | Q31-Q45 |
| Residuals and fit | Residual sign, squared errors, and residual plots | Reversing actual and predicted values | Q46-Q55 |
| Hard mixed models | Model limits, scaled units, intersections, and multi-step predictions | Trusting a distant extrapolation automatically | Q56-Q70 |
SAT strategy: Label one value as predicted before calculating a residual. That single step prevents the most common sign error.
To begin your preparation with organized practice, download our free SAT Prep E-Book, SAT Math Question Bank, and SAT English Question Bank. These tools are intended to assist students in comprehending the style of the Digital SAT, increasing their accuracy, and boosting their self-assurance prior to test day.
These questions focus on substituting values into a model, identifying points above or below the line, and distinguishing interpolation from extrapolation.
A line of best fit is y = 2x + 5. What value does the line predict when x = 4?
Which choice is correct?
A) 9
B) 11
C) 13
D) 15
Correct answer: C) 13
Substitute x = 4: y = 2(4) + 5 = 13.
SAT trap: Use the model equation rather than estimating from a nearby point.
A line of best fit is y = 3x – 2. What value does it predict when x = 7?
Which choice is correct?
A) 17
B) 19
C) 21
D) 23
Correct answer: B) 19
Substitute x = 7: y = 3(7) – 2 = 19.
SAT trap: Apply the subtraction after multiplying.
A line of best fit is y = -4x + 30. What value does it predict when x = 5?
Which choice is correct?
A) 6
B) 10
C) 14
D) 26
Correct answer: B) 10
Substitute x = 5: y = -4(5) + 30 = 10.
SAT trap: A negative slope means the predicted value decreases as x increases.
A line of best fit is y = 0.5x + 12. What value does it predict when x = 16?
Which choice is correct?
A) 16
B) 18
C) 20
D) 28
Correct answer: C) 20
Compute 0.5(16) + 12 = 8 + 12 = 20.
SAT trap: Multiplying by 0.5 is the same as taking half.
A line of best fit is y = 1.2x + 8. What value does it predict when x = 10?
Which choice is correct?
A) 18
B) 20
C) 22
D) 28
Correct answer: B) 20
Substitute x = 10: y = 1.2(10) + 8 = 20.
SAT trap: Keep decimal multiplication exact.
A trend line is y = 5x + 10. What is the predicted y-value when x = 6?
Which choice is correct?
A) 30
B) 35
C) 40
D) 45
Correct answer: C) 40
Calculate y = 5(6) + 10 = 40.
SAT trap: Do not forget the intercept.
A trend line is y = -2x + 50. What is the predicted y-value when x = 12?
Which choice is correct?
A) 24
B) 26
C) 28
D) 38
Correct answer: B) 26
Calculate y = -2(12) + 50 = 26.
SAT trap: The negative product must be added to 50.
A line of best fit is y = 0.75x + 4. What value does it predict when x = 8?
Which choice is correct?
A) 8
B) 10
C) 12
D) 14
Correct answer: B) 10
Calculate y = 0.75(8) + 4 = 6 + 4 = 10.
SAT trap: Convert 0.75 to 3/4 when that makes the multiplication easier.
A model was built from x-values between 2 and 10. A prediction at x = 6 is best described as which of the following?
Which choice is correct?
A) Interpolation
B) Extrapolation
C) A residual
D) An outlier
Correct answer: A) Interpolation
The value 6 lies inside the observed range from 2 to 10.
SAT trap: Interpolation means prediction within the observed x-range.
A model was built from x-values between 2 and 10. A prediction at x = 15 is best described as which of the following?
Which choice is correct?
A) Interpolation
B) Extrapolation
C) A residual
D) A cluster
Correct answer: B) Extrapolation
The value 15 lies outside the observed range.
SAT trap: Extrapolated predictions are generally less reliable.
What is the main purpose of a line of best fit?
Which choice is correct?
A) To pass through every data point
B) To summarize the overall linear trend and make predictions
C) To prove that one variable causes the other
D) To remove every outlier
Correct answer: B) To summarize the overall linear trend and make predictions
A best-fit line represents the overall linear pattern in the data and supports approximate predictions.
SAT trap: A best-fit line usually does not pass through every point.
A point lies above a line of best fit. Which statement is true?
Which choice is correct?
A) The actual y-value is greater than the predicted y-value
B) The actual y-value is less than the predicted y-value
C) The residual must be zero
D) The slope must be negative
Correct answer: A) The actual y-value is greater than the predicted y-value
A point above the line has an actual y-value greater than the line prediction at that x-value.
SAT trap: Compare vertical position, not horizontal position.
A point lies below a line of best fit. Which statement is true?
Which choice is correct?
A) The actual y-value is greater than predicted
B) The actual y-value is less than predicted
C) The slope is zero
D) The point is always an outlier
Correct answer: B) The actual y-value is less than predicted
A point below the line has an actual y-value lower than the predicted value.
SAT trap: Being below the line does not automatically make a point an outlier.
A best-fit line has slope 0. What does this indicate?
Which choice is correct?
A) The predicted y-value does not change as x increases
B) The predicted y-value doubles as x increases
C) The line has no intercept
D) Every residual is zero
Correct answer: A) The predicted y-value does not change as x increases
A zero slope gives a horizontal line, so the model predicts no change in y as x changes.
SAT trap: Zero slope does not mean every data point lies on the line.
Which scatterplot would generally produce more accurate predictions from a linear best-fit line?
Which choice is correct?
A) Points tightly clustered around a line
B) Points spread randomly with no pattern
C) Points following a strong curve
D) Points divided into unrelated clusters
Correct answer: A) Points tightly clustered around a line
A tighter linear pattern means smaller typical prediction errors.
SAT trap: Direction alone does not determine predictive strength.
Build Stronger SAT Data-Analysis Skills
Use topic-wise practice to connect lines of best fit with scatterplots, equations, residuals, and real SAT Math timing.
These questions require translating the coefficient and constant term into the units and context of a real data model.
The model y = 4x + 20 relates study time x, in hours, to a predicted practice score y. What does the slope 4 mean?
Which choice is correct?
A) The starting score is 4
B) The score increases by 4 points per additional study hour
C) The student studies 4 hours total
D) The score increases by 20 points per hour
Correct answer: B) The score increases by 4 points per additional study hour
The slope is the predicted change in y for each 1-unit increase in x.
SAT trap: Include the units in the interpretation.
In the model y = 4x + 20, what does the intercept 20 represent?
Which choice is correct?
A) The predicted score at 0 study hours
B) The score increase per hour
C) The maximum possible score
D) The residual at x = 20
Correct answer: A) The predicted score at 0 study hours
The y-intercept is the predicted y-value when x = 0.
SAT trap: The intercept may or may not be realistic in context.
The model y = -3x + 100 predicts battery percentage y after x hours. What does the slope -3 mean?
Which choice is correct?
A) Battery increases 3 percentage points per hour
B) Battery decreases 3 percentage points per hour
C) Battery begins at 3%
D) Battery reaches 0% after 3 hours
Correct answer: B) Battery decreases 3 percentage points per hour
The negative slope means the predicted battery percentage falls by 3 points for each additional hour.
SAT trap: A negative slope describes direction and rate together.
In y = -3x + 100, what does the intercept 100 represent?
Which choice is correct?
A) The predicted battery percentage at 0 hours
B) The hourly decrease
C) The time until the battery is empty
D) The residual at x = 100
Correct answer: A) The predicted battery percentage at 0 hours
At x = 0, y = 100.
SAT trap: The intercept is not the x-value where y becomes zero.
The model C = 2.5n + 15 predicts total cost C, in dollars, for n items. What does 2.5 represent?
Which choice is correct?
A) A $2.50 increase in cost per item
B) A $15 increase per item
C) The number of items purchased
D) The total cost of 2.5 items
Correct answer: A) A $2.50 increase in cost per item
The slope gives the predicted additional cost for each extra item.
SAT trap: Do not confuse the variable coefficient with the fixed fee.
In C = 2.5n + 15, what does 15 represent?
Which choice is correct?
A) The cost per item
B) A fixed starting cost
C) The number of items
D) The maximum total cost
Correct answer: B) A fixed starting cost
The intercept is the predicted cost when n = 0.
SAT trap: The intercept is a fixed amount, not a rate.
The model T = -4.5h + 72 predicts temperature T, in °F, at altitude h measured in thousands of feet. What does the slope mean?
Which choice is correct?
A) Temperature rises 4.5°F per 1,000 feet
B) Temperature falls 4.5°F per 1,000 feet
C) Temperature starts at -4.5°F
D) Altitude falls 72 feet per degree
Correct answer: B) Temperature falls 4.5°F per 1,000 feet
Each 1-unit increase in h represents 1,000 feet, and T decreases by 4.5°F.
SAT trap: Interpret the x-unit exactly as defined.
In T = -4.5h + 72, what does 72 represent?
Which choice is correct?
A) The predicted temperature at sea level
B) The temperature drop per 1,000 feet
C) The maximum altitude
D) The correlation coefficient
Correct answer: A) The predicted temperature at sea level
Sea level corresponds to h = 0, giving T = 72°F.
SAT trap: Use the context of x = 0.
A model predicts score improvement with y = 1.6x + 5, where x is additional practice hours. What does the slope 1.6 mean?
Which choice is correct?
A) A predicted 1.6-point improvement per additional hour
B) A starting improvement of 1.6 points
C) 5 hours are required for each point
D) The score cannot exceed 1.6
Correct answer: A) A predicted 1.6-point improvement per additional hour
The slope is the predicted score change for each additional hour of practice.
SAT trap: State the change in y per one x-unit.
Model A has slope 2.8 and Model B has slope 2.1. Which model predicts a faster increase in y?
Which choice is correct?
A) Model A
B) Model B
C) They predict the same increase
D) It depends only on the intercepts
Correct answer: A) Model A
Because 2.8 > 2.1, Model A has the greater predicted increase per x-unit.
SAT trap: Compare slopes when the x- and y-units are the same.
Model A has slope -5 and Model B has slope -3. Which model predicts the faster decrease in y?
Which choice is correct?
A) Model A
B) Model B
C) They decrease at the same rate
D) Neither model decreases
Correct answer: A) Model A
A slope of -5 has greater magnitude than -3, so y decreases faster in Model A.
SAT trap: For rate of decrease, compare slope magnitudes.
If x is distance in miles and y is cost in dollars, what are the units of the slope?
Which choice is correct?
A) Miles per dollar
B) Dollars per mile
C) Dollars
D) Miles
Correct answer: B) Dollars per mile
Slope units are y-units divided by x-units.
SAT trap: Use output units per input unit.
The model y = 50 + 6x predicts subscribers after x weeks. What is the predicted starting number of subscribers?
Which choice is correct?
A) 6
B) 44
C) 50
D) 56
Correct answer: C) 50
At x = 0, y = 50.
SAT trap: The starting value is the intercept.
In the model y = 4x + 30, x represents advertising spending measured in tens of dollars. What does the slope 4 mean?
Which choice is correct?
A) 4 customers per $1
B) 4 customers per $10
C) $4 per customer
D) 30 customers per $10
Correct answer: B) 4 customers per $10
One unit of x is $10, so the model predicts 4 additional customers per $10 of advertising.
SAT trap: Translate scaled x-units before interpreting the slope.
The model y = 0.25x + 40 relates time x, in minutes, to temperature y, in °C. What does the slope mean?
Which choice is correct?
A) Temperature rises 0.25°C per minute
B) Temperature starts at 0.25°C
C) Temperature rises 40°C per minute
D) Time rises 0.25 minute per degree
Correct answer: A) Temperature rises 0.25°C per minute
The slope gives the predicted temperature increase for each additional minute.
SAT trap: Do not reverse the units.
These questions use points, tables, slopes, intercepts, and model intersections to construct or compare linear equations.
A line passes through (2, 9) and (6, 21). Which equation represents the line?
Which choice is correct?
A) y = 2x + 5
B) y = 3x + 3
C) y = 4x + 1
D) y = 6x – 3
Correct answer: B) y = 3x + 3
The slope is (21 – 9)/(6 – 2) = 3. Using (2, 9), 9 = 3(2) + b, so b = 3.
SAT trap: Find the slope before solving for the intercept.
A line passes through (0, 7) and (5, 22). Which equation represents the line?
Which choice is correct?
A) y = 3x + 7
B) y = 5x + 7
C) y = 3x + 22
D) y = 7x + 3
Correct answer: A) y = 3x + 7
The slope is (22 – 7)/5 = 3, and the point (0, 7) gives the intercept 7.
SAT trap: A point with x = 0 reveals the intercept directly.
A line passes through (4, 30) and (10, 18). Which equation represents the line?
Which choice is correct?
A) y = -2x + 38
B) y = -2x + 30
C) y = 2x + 22
D) y = -3x + 42
Correct answer: A) y = -2x + 38
The slope is (18 – 30)/(10 – 4) = -2. Using (4, 30), 30 = -8 + b, so b = 38.
SAT trap: A decreasing line must have a negative slope.
A table lists (x, y) values (0, 5), (2, 9), and (4, 13). Which equation fits the pattern?
Which choice is correct?
A) y = x + 5
B) y = 2x + 5
C) y = 4x + 1
D) y = 2x + 9
Correct answer: B) y = 2x + 5
Each increase of 2 in x raises y by 4, so the slope is 2. At x = 0, y = 5.
SAT trap: Use changes in both variables.
A table lists (x, y) values (1, 11), (3, 17), and (5, 23). Which equation fits the pattern?
Which choice is correct?
A) y = 2x + 9
B) y = 3x + 8
C) y = 4x + 7
D) y = 6x + 5
Correct answer: B) y = 3x + 8
The slope is 6/2 = 3. Using (1, 11), 11 = 3 + b, so b = 8.
SAT trap: Do not use the y-value at x = 1 as the intercept.
A set of points follows the pattern (2, 8), (4, 13), (6, 18), and (8, 23). Which equation represents the line?
Which choice is correct?
A) y = 2x + 4
B) y = 2.5x + 3
C) y = 3x + 2
D) y = 5x – 2
Correct answer: B) y = 2.5x + 3
The slope is 5/2 = 2.5. Using (2, 8), 8 = 5 + b, so b = 3.
SAT trap: A fractional slope can still describe a linear pattern.
Model A is y = 4x + 10 and Model B is y = 3x + 18. What do the models predict when x = 8?
Which choice is correct?
A) Model A is larger by 4
B) Model B is larger by 4
C) Both predict 42
D) Both predict 50
Correct answer: C) Both predict 42
Model A gives 4(8) + 10 = 42. Model B gives 3(8) + 18 = 42.
SAT trap: Evaluate both equations at the same x-value.
At what x-value do y = 2x + 12 and y = 3x + 5 make the same prediction?
Which choice is correct?
A) 5
B) 7
C) 9
D) 12
Correct answer: B) 7
Set the equations equal: 2x + 12 = 3x + 5, so x = 7.
SAT trap: The intersection occurs where the predicted y-values are equal.
Model A is y = 1.5x + 20 and Model B is y = 2x + 15. What do the models predict when x = 10?
Which choice is correct?
A) Model A predicts 30 and Model B predicts 35
B) Model A predicts 35 and Model B predicts 30
C) Both predict 35
D) Both predict 40
Correct answer: C) Both predict 35
Model A gives 15 + 20 = 35. Model B gives 20 + 15 = 35.
SAT trap: Different slopes and intercepts can produce the same prediction at one x-value.
Which model has the larger y-intercept?
Which choice is correct?
A) y = 2x + 14
B) y = 3x + 9
C) They have equal intercepts
D) The intercepts cannot be compared
Correct answer: A) y = 2x + 14
The intercepts are 14 and 9, so the first model has the larger intercept.
SAT trap: Compare the constant terms.
A line has slope 2 and passes through (3, 11). What is its y-intercept?
Which choice is correct?
A) 3
B) 5
C) 7
D) 9
Correct answer: B) 5
Use y = 2x + b: 11 = 2(3) + b, so b = 5.
SAT trap: Substitute the point into slope-intercept form.
A line has slope -1.5 and passes through (4, 14). What is its y-intercept?
Which choice is correct?
A) 8
B) 14
C) 18
D) 20
Correct answer: D) 20
Use y = -1.5x + b: 14 = -6 + b, so b = 20.
SAT trap: Moving a negative term across the equation increases the intercept.
A line of best fit has slope 2 and passes through the point of averages (5, 17). What is its equation?
Which choice is correct?
A) y = 2x + 5
B) y = 2x + 7
C) y = 5x + 2
D) y = 7x + 2
Correct answer: B) y = 2x + 7
Substitute (5, 17): 17 = 2(5) + b, so b = 7.
SAT trap: A least-squares line passes through the point of means.
If every y-value in a data set increases by 4, how does its best-fit line change?
Which choice is correct?
A) The slope increases by 4
B) The intercept increases by 4 while the slope stays the same
C) Both slope and intercept double
D) The line does not change
Correct answer: B) The intercept increases by 4 while the slope stays the same
A vertical shift adds 4 to every prediction, changing only the intercept.
SAT trap: Adding a constant to y does not change the slope.
A model is y = 60x + 10 when x is measured in hours. If time is instead measured in minutes t, which equation is equivalent?
Which choice is correct?
A) y = t + 10
B) y = 60t + 10
C) y = t/60 + 10
D) y = 3600t + 10
Correct answer: A) y = t + 10
Since x = t/60, y = 60(t/60) + 10 = t + 10.
SAT trap: Changing x-units changes the numerical slope.
Practice More SAT Problem-Solving and Data Analysis
Build accuracy with trend-line equations, model comparisons, residuals, and data-based SAT Math questions.
Residual questions compare actual and predicted values. Residual plots and squared errors help determine whether a linear model is appropriate and which model fits better.
A model is y = 2x + 5. At x = 4, the actual y-value is 16. What is the residual, defined as actual minus predicted?
Which choice is correct?
A) -3
B) 0
C) 3
D) 13
Correct answer: C) 3
The predicted value is 13. Residual = 16 – 13 = 3.
SAT trap: Use actual minus predicted in the stated order.
The actual value is 11 and the predicted value is 14. What is the residual?
Which choice is correct?
A) -3
B) 3
C) 11
D) 25
Correct answer: A) -3
Residual = 11 – 14 = -3.
SAT trap: A negative residual means the point lies below the line.
What does a residual of 0 mean?
Which choice is correct?
A) The point lies exactly on the model line
B) The model has zero slope
C) The correlation is zero
D) The point is an outlier
Correct answer: A) The point lies exactly on the model line
Actual and predicted values are equal when the residual is zero.
SAT trap: One zero residual does not imply a perfect model.
What does a positive residual mean?
Which choice is correct?
A) Actual is greater than predicted
B) Actual is less than predicted
C) The slope is positive
D) The line has a positive intercept
Correct answer: A) Actual is greater than predicted
Residual = actual – predicted, so a positive value means actual exceeds predicted.
SAT trap: Residual sign is not the same as slope sign.
What does a negative residual mean?
Which choice is correct?
A) Actual is greater than predicted
B) Actual is less than predicted
C) The slope must be negative
D) The x-value is negative
Correct answer: B) Actual is less than predicted
A negative residual means the actual point lies below the prediction.
SAT trap: Residual sign compares actual and predicted y-values.
A model has residuals 2, -1, 0, 1, and -2. What is the mean residual?
Which choice is correct?
A) -1
B) 0
C) 1
D) 2
Correct answer: B) 0
The residuals sum to 0, so their mean is 0.
SAT trap: A mean residual of 0 does not guarantee small individual errors.
Model A has residuals 1, -1, 2, and -2. Model B has residuals 2, -2, 3, and -3. Which model has the smaller sum of squared residuals?
Which choice is correct?
A) Model A
B) Model B
C) They are equal
D) It cannot be determined
Correct answer: A) Model A
Model A gives 1 + 1 + 4 + 4 = 10. Model B gives 4 + 4 + 9 + 9 = 26.
SAT trap: Square residuals before adding them.
A residual plot shows points randomly scattered above and below 0 with no clear pattern. What does this suggest?
Which choice is correct?
A) A linear model may be appropriate
B) A linear model is definitely impossible
C) Every residual is zero
D) The slope must be 0
Correct answer: A) A linear model may be appropriate
Random residual scatter around 0 supports the use of a linear model.
SAT trap: Appropriate does not mean perfect.
A residual plot shows a clear curved pattern. What does this suggest?
Which choice is correct?
A) A linear model may not be appropriate
B) The linear model is perfect
C) The correlation must be 1
D) Every point is an outlier
Correct answer: A) A linear model may not be appropriate
A curved residual pattern indicates that the original relationship may be nonlinear.
SAT trap: Residual structure matters more than whether residuals sum to 0.
One observation has a much larger absolute residual than all the others. What is the best description?
Which choice is correct?
A) It is poorly predicted by the model and may be an outlier
B) It proves the slope is zero
C) It must be deleted
D) It makes all other residuals zero
Correct answer: A) It is poorly predicted by the model and may be an outlier
A large absolute residual means the point is far vertically from the fitted line.
SAT trap: Investigate the point before deciding whether to remove it.
Hard questions combine extrapolation, scaled units, model intersections, residual calculations, outlier influence, and multi-step linear predictions.
A model was built from x-values between 2 and 12. A prediction at x = 9 is which type?
Which choice is correct?
A) Interpolation
B) Extrapolation
C) Residual analysis
D) Causation
Correct answer: A) Interpolation
The value 9 lies inside the observed range.
SAT trap: Inside-range predictions are interpolation.
A model was built from x-values between 2 and 12. A prediction at x = 20 is which type?
Which choice is correct?
A) Interpolation
B) Extrapolation
C) Correlation
D) Clustering
Correct answer: B) Extrapolation
The value 20 lies outside the observed range.
SAT trap: Outside-range predictions may be unreliable.
A best-fit line y = 4x + 30 was built using x-values from 1 to 8. Why should a prediction at x = 50 be treated cautiously?
Which choice is correct?
A) It is far outside the observed range
B) The slope is positive
C) The intercept is 30
D) The predicted value is an integer
Correct answer: A) It is far outside the observed range
The model may not continue to follow the same pattern far beyond the data used to build it.
SAT trap: An equation can be calculated outside the range even when the prediction is not trustworthy.
What can happen when a high-leverage outlier is removed from a data set?
Which choice is correct?
A) The slope and intercept may change substantially
B) The correlation must become zero
C) The line must become horizontal
D) Every residual must increase
Correct answer: A) The slope and intercept may change substantially
A point with an unusual x-value can strongly affect the fitted line.
SAT trap: Outliers do not all have the same influence.
A strong linear association is found between two variables. Which conclusion is justified?
Which choice is correct?
A) The variables are associated
B) One variable definitely causes the other
C) The relationship will remain linear forever
D) Every prediction will be exact
Correct answer: A) The variables are associated
Correlation supports association, not automatic causation.
SAT trap: Causal claims require stronger study design.
A model is y = 2.4x + 18. At x = 25, the actual y-value is 72. What is the residual?
Which choice is correct?
A) -6
B) 0
C) 6
D) 78
Correct answer: A) -6
The predicted value is 2.4(25) + 18 = 78. Residual = 72 – 78 = -6.
SAT trap: Calculate the prediction before the residual.
Advertising x is measured in hundreds of dollars, and sales y are measured in units. A best-fit line has slope 7. What does the slope mean?
Which choice is correct?
A) 7 additional sales per $100 of advertising
B) $7 of advertising per sale
C) 700 additional sales per dollar
D) 7 total sales at zero advertising
Correct answer: A) 7 additional sales per $100 of advertising
A 1-unit increase in x means an additional $100 of advertising.
SAT trap: Scaled axes change the contextual meaning of one x-unit.
Model A is y = 0.8x + 50 and Model B is y = 1.2x + 42. At what x-value do the models predict the same y-value?
Which choice is correct?
A) 16
B) 18
C) 20
D) 24
Correct answer: C) 20
Set the equations equal: 0.8x + 50 = 1.2x + 42. Then 8 = 0.4x, so x = 20.
SAT trap: Use equality to find the intersection.
A model is y = 120 – 5x. For what x-value does the model predict y = 70?
Which choice is correct?
A) 8
B) 10
C) 12
D) 14
Correct answer: B) 10
Solve 70 = 120 – 5x. Then 5x = 50, so x = 10.
SAT trap: Rearrange the equation carefully with a negative slope.
A line passes through (10, 45) and (30, 85). What does it predict when x = 25?
Which choice is correct?
A) 65
B) 70
C) 75
D) 80
Correct answer: C) 75
The slope is (85 – 45)/(30 – 10) = 2. The equation is y = 2x + 25, so y = 75 at x = 25.
SAT trap: Find the line before making the prediction.
Student-produced response questions require you to enter a numerical prediction, slope, intercept, residual, or intersection value.
A best-fit line is y = 3x + 7. What value does it predict when x = 9?
Enter your answer.
Correct answer: 34
Calculate y = 3(9) + 7 = 34.
SAT trap: Enter only the numerical value.
The actual value is 52 and the predicted value is 48. What is the residual?
Enter your answer.
Correct answer: 4
Residual = 52 – 48 = 4.
SAT trap: Use actual minus predicted.
A line passes through (2, 11) and (8, 29). What is its slope?
Enter your answer.
Correct answer: 3
Slope = (29 – 11)/(8 – 2) = 18/6 = 3.
SAT trap: Use change in y divided by change in x.
A line has slope 4 and passes through (5, 27). What is its y-intercept?
Enter your answer.
Correct answer: 7
Use 27 = 4(5) + b, so b = 7.
SAT trap: Substitute the point into y = mx + b.
At what x-value do y = 2x + 18 and y = 3x + 8 make the same prediction?
Enter your answer.
Correct answer: 10
Set the equations equal: 2x + 18 = 3x + 8, so x = 10.
SAT trap: The same prediction occurs at the models’ intersection.
| Mistake | Why It Happens | Correction |
|---|---|---|
| Forgetting the intercept | Only mx is calculated | Substitute into the full equation y = mx + b |
| Reversing residual order | Actual and predicted are mixed up | Write residual = actual – predicted |
| Ignoring scaled x-units | One x-unit is assumed to mean one real-world unit | Translate units such as hundreds, thousands, or tens first |
| Trusting distant extrapolation | The equation can still be evaluated | Check whether x lies inside the observed range |
| Treating fit as causation | A strong trend looks convincing | State association unless study design supports causation |
| Days | Focus | Practice Goal |
|---|---|---|
| Days 1-2 | Predictions and model purpose | Complete Q1-Q10 and show every substitution |
| Days 3-4 | Points above and below the line | Complete Q11-Q15 and describe prediction error in words |
| Days 5-7 | Slope and intercept context | Complete Q16-Q30 and include units in every answer |
| Days 8-9 | Building and comparing models | Complete Q31-Q45 and verify each equation with a point |
| Days 10-11 | Residuals and model fit | Complete Q46-Q55 and check residual signs |
| Days 12-13 | Hard mixed and student-produced response | Complete Q56-Q70 and review every SAT trap note |
| Day 14 | Mixed review | Redo missed questions without viewing solutions |
Yes. Trend-line equations, parameter interpretation, predictions, residuals, and model limitations appear in Problem-Solving and Data Analysis.
It is the predicted change in the y-variable for each one-unit increase in the x-variable.
It is the predicted y-value when x = 0, although that value may not always be realistic in context.
A residual is actual value minus predicted value.
It means the actual point lies above the line and is greater than the model prediction.
Interpolation uses an x-value inside the observed range. Extrapolation uses an x-value outside it.
No. It supports association. Causal conclusions require an appropriate experimental or research design.
Practice enough to cover predictions, slope, intercept, equations, residuals, model fit, and extrapolation. This 70-question set provides that progression.
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