大象传媒

What conclusions can we make from data? - OCR 21st CenturyProcessing data

It is important to process and present data in a way which makes it easy to analyse. It is also important to evaluate the quality of data before drawing a conclusion.

Part of Combined ScienceIdeas about science

Processing data

Tables

The best way to display collected data is in a table. This helps to organise your data collection.

The following are good guidelines when presenting results in tables:

  • if drawing a table by hand use a ruler and a pencil
  • column headings should show quantity and unit
  • independent variable in the first column and dependent variables in columns to the right
  • all results for a particular quantity should be recorded to the same number of decimal places
  • no units in the body of the table

Example

A student has been investigating how the time for ten swings of a pendulum varies with length. They record the following results:

The table measures lengths against the time taken for ten swings

Length (cm)Attempt 1 (s)Attempt 2 (s)Attempt 3 (s)Average time for ten swings (s)
208.78.89.28.9
4012.612.412.812.6
6015.315.315.515.4
8017.918.017.617.8
10020.019.820.019.9
Length (cm)20
Attempt 1 (s)8.7
Attempt 2 (s)8.8
Attempt 3 (s)9.2
Average time for ten swings (s)8.9
Length (cm)40
Attempt 1 (s)12.6
Attempt 2 (s)12.4
Attempt 3 (s)12.8
Average time for ten swings (s)12.6
Length (cm)60
Attempt 1 (s)15.3
Attempt 2 (s)15.3
Attempt 3 (s)15.5
Average time for ten swings (s)15.4
Length (cm)80
Attempt 1 (s)17.9
Attempt 2 (s)18.0
Attempt 3 (s)17.6
Average time for ten swings (s)17.8
Length (cm)100
Attempt 1 (s)20.0
Attempt 2 (s)19.8
Attempt 3 (s)20.0
Average time for ten swings (s)19.9

Significant figures

When doing calculations with measured answers, the answer should have the same number of significant figures as the measured value.

When rounding a number that has more significant figures than are justified, round up if the last figure is between 5 and 9 inclusive, if it is between 0 and 4 inclusive round down.

For example, the number 3.5099 rounded to:

  • 4 significant figures is 3.510
  • 3 significant figures is 3.51
  • 2 significant figures is 3.5
  • 1 significant figure is 4

Charts and graphs

Charts

Charts are a way to display data after it has been collected.

can only have certain values and are shown using a . This can help to show any patterns.

A shows a category compared with the whole. For example, the percentage of each energy source used in the UK can be shown using a pie chart.

Pie chart showing global energy consumption in 2014.

Graphs

can take any value in a given range. It includes time, mass and length.

Continuous data should be presented on a . Line graphs are particularly useful in helping to spot any trends or patterns in the data. For example, the relationship between current and voltage for a resistor.

Graph plotting voltage against current for a fixed resistor. Line is directly proportional.

The following is best practice when drawing graphs:

  • use a ruler and pencil to draw the axis
  • label the axis with the quantity and the unit it is measured in
  • the independent variable should be plotted on the X-axis and the dependent variable should be plotted on the Y-axis
  • use an appropriate scale for your axis - this should lead to a graph that uses more than 50% of the paper
  • when drawing a line or curve of best fit there must be a reasonable balance of plots either side of the line
  • a ruler should be used to draw a straight line of best fit
  • when the data produces a curve, the curve should be drawn smoothly free-hand