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How do you fit a linear model to two-variable data and interpret its slope and intercept?

Represent two quantitative variables on a scatter plot, fit a linear model, and interpret slope and intercept in context (NC.M1.S-ID.6, S-ID.7).

An NC Math 1 EOC answer on scatter plots and linear models (NC.M1.S-ID.6, S-ID.7): describing form and strength, fitting a line of best fit, using it to predict, and interpreting slope and intercept in context.

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  1. What this topic is asking
  2. Describing a scatter plot
  3. Fitting and using a line of best fit
  4. Interpreting slope and intercept (S-ID.7)
  5. How the NC Math 1 EOC examines this topic
  6. Why a line turns data into prediction
  7. Try this

What this topic is asking

NC.M1.S-ID.6 asks you to plot two quantitative variables on a scatter plot, describe the form and strength of the relationship, and fit a linear function to data that look linear, using it to solve problems. NC.M1.S-ID.7 asks you to interpret the slope and intercept of that linear model in context. This is two-variable numerical data modeled with a line.

Describing a scatter plot

Three things describe the pattern.

Fitting and using a line of best fit

A line of best fit summarizes a linear pattern and lets you predict.

Interpreting slope and intercept (S-ID.7)

The line's parts carry meaning in context.

  • Slope mm: the predicted change in yy per one-unit increase in xx (the rate). In y=15x+100y = 15x + 100, sales rise about \15$ per degree.
  • y-intercept bb: the predicted yy when x=0x = 0. In y=15x+100y = 15x + 100, predicted sales at 00 degrees are \100$.

Interpreting these is the same skill as reading a linear model, now applied to data.

How the NC Math 1 EOC examines this topic

  • Multiple choice. Describe direction and strength, or interpret slope or intercept.
  • Gridded response. Use a line of best fit to predict a value.
  • Technology-enhanced. Match scatter plots to descriptions, or plot a fitted line.

Scatter plots lead directly into correlation and causation, where strength is quantified by the correlation coefficient, and they handle numerical pairs in contrast to the categorical pairs of two-way tables.

Why a line turns data into prediction

A scatter plot alone shows a trend, but a fitted line turns that trend into a usable rule: plug in an xx and read out a predicted yy. The slope and intercept are what make the rule meaningful, the slope says how fast yy changes with xx, and the intercept anchors the line. This is why S-ID.7 emphasizes interpretation in context: a slope of 1515 is not just a number, it is "\15$ more in sales per degree." The model is trustworthy within the range of the data but risky far beyond it, since the linear pattern may break down. Understanding the line as both a summary of the data and a predictor is the central idea, and it links statistics back to the linear functions strand.

Try this

Q1. A line of best fit is y=2x+30y = -2x + 30. Interpret the slope. [1 point]

  • Cue. yy decreases by about 22 for each one-unit increase in xx (negative rate).

Q2. Using y=3x+5y = 3x + 5, predict yy when x=10x = 10. [1 point]

  • Cue. y=3(10)+5=35y = 3(10) + 5 = 35.

Exam-style practice questions

Practice questions written in the style of NCDPI exam questions on this dot point, with worked answer explainers. The year tag is the paper they imitate, not the source.

NC Math 1 EOC (style)2 marksA line of best fit for study hours xx and test score yy is y=6x+50y = 6x + 50. Interpret the slope and the y-intercept.
Show worked answer →

The slope 66 means each extra hour of study is associated with about 66 more points; the y-intercept 5050 is the predicted score for 00 hours of study.

In y=6x+50y = 6x + 50, the slope 66 is the predicted change in score per additional hour of study. The y-intercept 5050 is the predicted score when x=0x = 0 (no study). Interpreting slope as a rate and intercept as a starting value in context is exactly the S-ID.7 skill.

NC Math 1 EOC (style)1 marksA scatter plot's points fall closely along a line that goes down to the right. The relationship is: (A) strong positive (B) strong negative (C) no correlation (D) weak positive
Show worked answer →

The correct answer is (B), strong negative.

Points falling closely along a line show a strong linear relationship, and a line going down to the right shows a negative relationship (as xx increases, yy decreases). So it is strong negative. Describing form, direction, and strength is the S-ID.6 skill.

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