PRECISION and ACCURACY How low can you go?. CONTEXT There are two contexts precision and accuracy...
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Transcript of PRECISION and ACCURACY How low can you go?. CONTEXT There are two contexts precision and accuracy...
CONTEXT
• There are two contexts precision and accuracy apply to: sets of data, and measuring instruments.
• In a set of data, those measures give an idea of the spread and “ballpark” of the answer (final measurement).
• In an instrument, those measures give you information about the best measurement possible with it.
ACCURACY• In archery or rifle shooting, it is a measure of
how well shots are around the bull’s eye.ACCURATE NOT ACCURATE
NOTE: WE DON’T SAY “INACCURATE”, BUT “NOT ACCURATE"
PRECISION• In archery or rifle shooting, it is a measure of
how close shots are to each other. PRECISE NOT PRECISE
NOTE: WE DON’T SAY “IMPRECISE”, BUT “NOT PRECISE”
ACCURACY• In data, it is a measurement of how close the
set of data is to the actual value.
ACTUAL VALUE
AVERAGE (NOT ACCURATE)
AVERAGE (ACCURATE)
ACCURACY• In data, it has to do with the location of the
average, relative to the actual measurement:
ACTUAL VALUE
POOR ACCURACY
GOOD ACCURACY
PRECISION• In data, it is a measure of how close the data
points are to each other, regardless of the actual value.
ACTUAL VALUE
AVERAGE (PRECISE)
AVERAGE (NOT PRECISE)
PRECISION• In data, it is given by a measure of how the
data points are spread around the average.
ACTUAL VALUE
GOOD PRECISION
POOR PRECISION
ACCURACY• To calculate the accuracy of a set of points, find
the average of them, and compare with the actual measurement.
Ex: the average of 1.001m, 1.002m, 1.003m and 1.002m is 1.002m.
• If the actual value is 1.000m, the data is accurate. If the actual value is 0.900 m, the data is NOT accurate.
PRECISION• To check the data for precision, find out the
difference between the largest and smallest measurements in the set. This is the “spread” of the data about the average.
Ex: for the previous numbers, the spread is 0.002m around the average of 1.002m.• If the spread is small, the data is precise. If it is
large, the data is NOT precise.
EXAMPLE
• Four students (A, B, C and D) measure 4 times each the length of a desk (actual length: 90 cm). Their results are below. Check each set for precision and accuracy.
• ADAM (in meters): 0.902, 0.901, 0.903, 0.903• BONNIE (in meters): 0.905, 0.900, 0.905, 0.910• CARLOS (in meters): 1.002, 1.001, 1.003, 1.003• DOMINIC (in meters): 1.005, 1.000, 1.005, 1.010
EXAMPLE (cont’d)
• CARLOS (in meters): 1.002, 1.001, 1.003, 1.003
90 cm
Adam A P
Bonnie A P Carlos A P
EXAMPLE (cont’d)
• DOMINIC (in meters): 1.005, 1.000, 1.005, 1.010
90 cm
Adam A P
Bonnie A P Carlos A P
Dominic A P
ACCURACY• In a measuring instrument, it is how much the
smallest interval in a measuring instrument is worth.
ACCURACY• In a measuring instrument, it is how much the
smallest interval in a measuring instrument is worth.
• It is the “gap” between two marked lines on it.
ACCURACY
PRECISION• In a measuring instrument, it is half of the
accuracy.
• It is the error in a single measurement (also, the error in each individual measurement).
PRECISION• In a measuring instrument, it is half of the
accuracy.
• It is the error in a single measurement (also, the error in each individual measurement).
• ONE CANNOT MEASURE BEYOND THE PRECISION OF THE INSTRUMENT!
For example…
• … if the accuracy of a ruler is 2 mm, then the precision is 1 mm. This means that measurements made with the ruler extend to the millimeter place, but not beyond that:
So…10.1 cm, 10.5 cm and 10.8 cm are OK,
but 10.05 cm is not.