Free graphing resources · Original practice

Scatter graph worksheets.
Keep each pair together.

Plot eight numerical pairs in each of four fictional datasets. Compare rising, falling and less clear patterns while keeping association separate from causation.

4 original datasets.
8 pairs per graph; no fitted line.

A graph, a task and a worked check

Plot eight numerical pairs in each of four fictional datasets. Compare rising, falling and less clear patterns while keeping association separate from causation.

Use the student pack for an attempt, then compare the separate reference or worked answer. Every case is original. All PDF and editable SVG resources are free without signup; each collection pack repeats its individual sheets in the same order.

Choose your paper and download

Download paper size

Every worksheet and answer is free. No signup.

The complete collection

Keep practice and answers separate.

Use the student pack first, then compare the reference or answer. Packs are PDFs; individual sheets below also include editable SVG files. The paper choice applies to every download.

4 pages per file · free · CC BY 4.0

All paper sizes & editable formats
US Letter
A4
A rising pattern with an unusual point preview
Free original resourceSP04

A rising pattern with an unusual point

Original task with a separate reference answer. Letter or A4.

1 page per file · free · CC BY 4.0

All paper sizes & editable formats
US Letter
A4

Choose a specific case

CaseFocus
SP01Rising paired values
SP02Falling paired values
SP03No clear straight-line trend
SP04A rising pattern with an unusual point

The examples and datasets are made for these worksheets. They are not measured classroom results, published textbook questions or evidence about real people. Axis values and the supplied data determine the answers; paper measurements do not replace those numbers.

Check the first case

SP01: Rising paired values

CheckWorked result
1Eight pairs; the third pair is (3, 3).
2positive association.
3These are fictional observations. Association does not establish causation.

The table gives one worked case so you can check the method. The separate answer files contain the completed plots and results for every case. Table order can change without changing the scatter, as long as each x and y stay paired.

Work through the graph

  1. Plot the pairs without changing their partners Each ordered pair has two values from the same fictional observation. Place the first value on the horizontal Input setting axis and the second on the vertical Recorded score axis. Both axes run from 0 to 10 in single-unit steps. SP01 begins with (1,2), followed by (2,3); do not sort the two columns independently. The student file supplies the labeled axes and the eight-pair list. Keep the reference and answer packs aside for your first attempt, then compare each dot with the same pair in the list.
  2. Verifying Axis Labels and Units Before plotting, confirm that the horizontal axis is labeled Input setting in units and the vertical axis is labeled Recorded score in units. These labels apply to all four paired-data construction tasks. Since answers are determined by axis units and plotting rather than physical ruler measurement, precise alignment with these listed coordinates is essential. Check that the scale accommodates the eight observations in each case without truncation. The data points are fictional and not copied from publishers. Ensure the axes are clearly visible on your screen or printed page to accurately interpret the positive, negative, or no clear linear association trends presented in the exercises.
  3. Plotting Points Without Connecting Lines Plot each pair of x and y values exactly once for the eight observations in your selected case. Keep all points unconnected, as no best-fit line or causal calculation is required for these exercises. For the case with a rising pattern, note the unusual low point at coordinates five and two. For the case with no clear straight-line trend, observe the scattered distribution. Remember that a lack of clear linear association does not prove statistical independence. A light label can help identify an unusual point. The visual representation relies solely on the listed coordinates provided in the original fictional datasets, ensuring consistency across all student and worked answer versions.

Checks that catch common errors

Watch forCheck instead
Connecting the plotted points with lines to show a trend.Leave all points unconnected. The exercises require plotting each pair once without drawing best-fit lines or connecting segments, as the visual pattern is determined by the scattered digital coordinates.
Using physical ruler measurements to determine the answer values.Rely on digital units and plotting coordinates. Answers are derived from the specific x and y values in the fictional datasets, not from measuring distances on a printed page with a ruler.
Assuming no clear linear association proves statistical independence.Recognize that a lack of clear linear association does not prove statistical independence. The fictional data shows no p-values or population conclusions, so avoid making definitive statistical claims based solely on the visual scatter.

Keep the labels and margins readable

Choose the Letter or A4 file that matches your paper. Actual size / 100% preserves the designed layout; a different uniform print scale changes physical lengths but does not change the listed numbers or the arithmetic. Keep the whole chart and all labels inside the printable area. A ruler can help draw straight segments, but calculate from the stated numerical scale.

These files have digital geometry, arithmetic and page-boundary checks. Physical printer and classroom trials have not been completed. The resources are practice material, with no claim of curriculum certification or precision-instrument accuracy. The original files use CC BY 4.0: credit Zumola, link the license and indicate changes.

Useful answers

Should I join the points in table order?

No. A scatter graph displays pairs as individual observations. Table order is not a time sequence, and joining it would introduce a path that the task does not specify.

What does no clear linear association mean?

The dots do not show a clear rising or falling straight-line pattern in this small example. That does not prove independence or rule out every other possible relationship.

Is the unusual point automatically an error?

No. SP04 deliberately includes a low point at (5,2). Plot it as supplied and describe its position; do not delete a point merely because it differs from the surrounding pattern.

Are the answer files and editable graphs free?

Yes. Reference, student and worked-answer files are all free without an account. Single sheets include PDF and SVG; collection packs are PDF files. Analytics consent is not required to download.

Keep plotting

Further reading: OpenStax: association and causation. The data tables, illustrations and exercise cases here are original Zumola work.

More ways to practice

A mixed-trend plotting task

Use graph paper with a clear origin at the lower left. Label the horizontal axis as study minutes per day, from 0 to 60 in steps of 10. Label the vertical axis as practice score, from 0 to 10 in steps of 2. Plot these pairs: (10, 3), (20, 4), (30, 5), (40, 6), (50, 7), (20, 8), (30, 7), (40, 6), (50, 5). The first five points rise steadily. The next four fall steadily. One point, (20, 8), sits above the rising line and is worth discussing separately.

Keep the plotted point small and centred on its coordinate. A dot that drifts toward a grid line changes the apparent trend. Write each pair beside the graph only if space allows; otherwise keep a separate table so the graph stays readable.

  1. Draw and label both axes, including units and the scale step.
  2. Mark the origin and confirm each grid square represents the stated step.
  3. Plot the rising group first and check each point against its pair.
  4. Plot the falling group and the unusual point, then compare positions.
  5. Add a short caption describing the overall pattern and the unusual point.

Reading the pattern without overclaiming

A scatter graph shows association between two measured variables. A rising group suggests that higher horizontal values tend to pair with higher vertical values in that group. A falling group suggests the opposite. The unusual point does not prove an error; it may be a genuine observation or a recording mistake. Describe it as unusual and state what you would check.

Do not describe the pattern as proof that one variable causes the other. The data here are fictional and small, so the graph supports a description, not a conclusion about real study habits.

  1. State whether each group rises, falls, or shows no clear direction.
  2. Name the unusual point by its coordinates.
  3. Say what evidence would help decide whether it is a recording error.
  4. Avoid words such as proves or causes unless the task supplies evidence.

Diagnostic checks before interpreting

Check the axes before reading the trend. If the vertical scale starts above zero, the visual slope changes even when the pairs do not. If the horizontal step is uneven, distances between points become misleading. Confirm that every plotted point matches its table entry and that no point sits on the wrong grid line.

Compare your graph with a partner only after both are complete. Differences in point placement usually reveal a scale or labelling error rather than a different interpretation.

  1. Recount the plotted points against the table.
  2. Confirm both axes have units and a stated step.
  3. Check that the origin is marked and the scale is even.
  4. Replot any point that is more than half a grid square from its coordinate.

Try this example

Plot (10, 3), (20, 4), (30, 5), (40, 6), (50, 7) on axes from 0 to 60 horizontally and 0 to 10 vertically, then describe the pattern.

Show the worked explanation

Each increase of 10 horizontal units pairs with an increase of 1 vertical unit, so the five points form a rising line. The description is an association within these five pairs, not evidence of causation. Check that each point sits on the correct grid intersection before writing the caption.

Common mistakes

Check your work

Questions before you start

Should the axes always start at zero?

Not always, but a non-zero start can exaggerate the visual slope. State the starting value clearly and compare graphs only when their scales match.

How do I decide whether a point is an outlier?

Look for a point far from the surrounding pattern, then check the source table. Call it unusual rather than wrong until the value is verified.

Can a scatter graph show two separate trends?

Yes. Separate groups can rise or fall differently. Describe each group and note whether the groups overlap.

Explore this theme →

Keep exploring

Worksheet preview

Full printable sheet preview

Fit-to-screen preview. Download the PDF to print at actual size.