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MathChapter 8: Statistics
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About 50 minutes
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Statistical displays compress data into patterns. Read titles, axes, units, scales, and category or interval definitions before calculating. The graph type reveals what comparisons are valid.

Choose the display that matches the data

Purpose and structure of common graphical displays
DisplayBest useVisual clue
Line graphChange across ordered time or another continuous sequenceSuccessive points are connected
Bar graphCompare distinct categoriesSeparated bars represent categories
HistogramShow a numerical distribution across intervalsAdjacent bars represent continuous bins
Frequency tableShow exact counts for values or intervalsRows pair values or classes with counts
Relative-frequency tableCompare proportions when totals differEntries are fractions, decimals, or percents

Line, bar, and histogram displays

These original, data-driven examples show the distinct structures of three common SAT displays.

Enrollment over six yearsA line graph showing enrollment rising overall, with a small decrease in year 4.
Enrollment over six years0175350525700123456YearStudents
View chart data
SeriesYearStudents
Enrollment1420
Enrollment2480
Enrollment3560
Enrollment4530
Enrollment5610
Enrollment6650
Preferred study formatA bar graph comparing four separate study-format categories.
Preferred study format013253850VideosNotesPracticeCardsFormatStudents
View chart data
SeriesFormatStudents
StudentsVideos34
StudentsNotes27
StudentsPractice42
StudentsCards21
Distribution of test scoresA histogram with adjacent bars for score intervals of width 10.
Distribution of test scores03.5711144558708395Score interval midpointFrequency
View chart data
SeriesScore interval midpointFrequency
Scores502
Scores605
Scores7011
Scores8013
Scores907

Read axes, scales, and intervals accurately

A reliable graph-reading routine

  1. Identify

    Read the title and determine what population, measurement, or time span is represented.

  2. Decode axes

    Read each label, unit, tick interval, and any broken or nonzero scale.

  3. Locate

    Match the requested category, time, or bin to its plotted value.

  4. Calculate

    Only after reading values should you find differences, rates, proportions, or predictions.

  5. Check

    Confirm that the result uses the correct units and comparison base.

Relative frequency
\[\text{relative frequency}=\frac{\text{class frequency}}{\text{total frequency}}\]

Relative frequencies across all nonoverlapping classes sum to \(1\), or \(100\%\).

Absolute and percent change
\[\text{absolute change}=\text{new}-\text{old},\qquad \text{percent change}=\frac{\text{new}-\text{old}}{\text{old}}(100\%)\]

Absolute change keeps the original unit; percent change compares that difference with the old value.

Worked example

Read and compare a line graph

The enrollment graph shows \(480\) students in year \(2\) and \(610\) in year \(5\). Find the absolute and percent increase.

  1. Absolute change

    \(610-480=130\) students.

  2. Percent base

    Use the year- \(2\) value as the old value: \(130/480\approx0.2708\).

  3. Convert

    The increase is approximately \(27.1\%\).

The absolute increase is \(130\) students, or about \(27.1\%\).

Shape, center, and outliers

Distribution shapes

Compare the direction of each tail and its typical effect on the mean relative to the median.

Right-skewed distributionMost observations are lower, with a tail extending toward larger values.
Right-skewed distribution03.5711140.52.345.87.5ValueFrequency

The long right tail tends to pull the mean above the median.

View chart data
SeriesValueFrequency
Frequency112
Frequency210
Frequency37
Frequency45
Frequency53
Frequency62
Frequency71
Symmetric distributionFrequencies mirror across the center.
Symmetric distribution03.5711140.52.345.87.5ValueFrequency

For a symmetric distribution, the mean and median are typically equal or very close.

View chart data
SeriesValueFrequency
Frequency12
Frequency25
Frequency39
Frequency412
Frequency59
Frequency65
Frequency72
Left-skewed distributionMost observations are higher, with a tail extending toward smaller values.
Left-skewed distribution03.5711140.52.345.87.5ValueFrequency

The long left tail tends to pull the mean below the median.

View chart data
SeriesValueFrequency
Frequency11
Frequency22
Frequency33
Frequency45
Frequency57
Frequency610
Frequency712
Skew direction and typical mean–median relationship
ShapeTail directionTypical relationship
Right-skewedToward larger valuesMean \(>\) median
Approximately symmetricBalanced tailsMean \(\approx\) median
Left-skewedToward smaller valuesMean \(<\) median

Common graph and distribution mistakes

  • Ignoring a nonzero axis baseline or unusual tick interval.
  • Treating a histogram bin height as the value rather than its frequency.
  • Using the bin midpoint when a question asks for the number of observations in the whole interval.
  • Confusing absolute change with percent change.
  • Comparing raw frequencies when group totals differ and relative frequencies are needed.
  • Naming skew from the location of the peak instead of the direction of the tail.
  • Assuming every point in a histogram is known; a bin reports only an interval.
Mini check

Check your understanding

A histogram has \(12\) observations in the interval \(70\le x<80\). Which statement must be true?

  1. Exactly \(12\) values lie in that interval.
  2. Every value equals \(75\).
  3. The mean is \(75\).
  4. No value equals \(80\).
Show answer and explanation

Answer: Exactly \(12\) values lie in that interval.

The bar height gives the interval frequency. It does not identify the individual values or the overall mean.

Key takeaways

What to remember

  • Use line graphs for ordered change, bar graphs for categories, and histograms for numerical intervals.
  • Read labels, units, scales, and bin boundaries before computing.
  • Relative frequency is class frequency divided by total frequency.
  • Absolute and percent change answer different questions.
  • The long tail names the skew and usually pulls the mean toward it.
  • Graph-based conclusions must stay within what the display actually encodes.
Continue learning

Put these notes into practice

Apply the ideas with SAT-style questions, then reinforce key details with flashcards.