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Accuracy and Precision in the Laboratory
Precision and Accuracy Errors in Scientific Measurements
Precision - Refers to reproducibility or “How close the
measurements are to each other.”
Accuracy - Refers to how close a measurement is to the
real or true value.
Systematic error - produces values that are either all higher
or all lower than the actual value.
Random Error - in the absence of systematic error, produces
some values that are higher and some that
are lower than the actual value.
Good accuracy
Good precision
Poor accuracy
Good precision
Good accuracy
Poor precision
Poor accuracy
Poor precision
“True” Value
Other Possibilities…
Graduated Cylinder
Correct way to read a graduated cylinder
Estimate the volume in the
graduated cylinder…
Most would read between
19.1 to 19.3 mL
No one would properly
read the volume as high as
19.5 mL or as low as 19.0
mL. No one could
reasonably read the volume
to the 1/100s digit.
Graduated Cylinder
Incorrect way to read a graduated cylinder
Burette
What is the best readable
precision of an linearly-
calibrated analog device? ? 1/10 of the finest calibration mark.
Spectronic-20
Estimate the reading on the upper scale…
Most would read between 35.4 to 35.6 %T
No one would properly read the scale as high as 36 or as low as 35 %T.
Review A linearly-calibrated analog instrument
can usually be read to 1 digit more
precision than the engraved calibration
Balances
±0.1 mg precision
Accuracy determined by calibration
Significant Digit Rules
and Conventions A significant figure (also called a significant digit) in a measurement is one
which is known to some level of precision. The rules presented here are
simplifications of a more complete statistical analysis and should be used to
imply a certain confidence in a written numerical value. These rules are not
infallible.
To avoid round-off errors when making multiple-step calculations, carry one
or two extra significant figures in the intermediate calculations. Round off
the answer to the appropriate number of significant figures at the very end.
Rules: All nonzero digits in a reported value are significant.
422 g has 3 significant figures (SFs)
Zeroes between nonzero digits are significant.
2003 miles has 4 SFs
Trailing zeroes after the decimal point are significant.
-2.10 J has 3 SFs 0.110 g has 3 SFs
Leading zeroes after the decimal point are not significant.
0.00214 g has 3 SFs
Trailing zeroes in a number without a decimal point lead to ambiguity
and are usually assumed not to be significant. Eliminate the
ambiguity by converting to scientific notation (exponential notation).
96,500 C (3, 4, or 5 SFs) might be 9.650 x 104 C (4 SFs)
Handling Significant Figure in Calculations
Addition/Subtraction:
The number of decimal digits in the final answer is the same as the
minimum number of decimal digits in any measurement.
(2 decimal digits)
(1 decimal digit)
(1 decimal digit)
2.01 g
12.1 g
14.11 g
14.1 g
+
Multiplication/Division:
The total number of significant figures in the final answer is equal to
the minimum number of significant figures in any measurement.
Area = Length x Width
Length = 12.5 cm Width = 2.0 cm
2
2
(3 SFs)
(2 SFs)
(2 SFs)
12.5 cm
2.0 cm
25.0 cm
25 cm
X
Review
• Precision refers to the reproducibility of multiple measurements
• Accuracy refers to how close an average of measurements is to the true value.
• Errors can be – systematic (unidirectional and can be eliminated) or
– random (bidirectional and normal)
• A linearly calibrated instrument can usually be read to 1 digit more precision than the engraved calibration
• Presenting measurements and calculated results with appropriate significant digits is a way to display the estimated precision of the values.
• The rules of significant figure calculations are merely approximations of a much more rigorous statistical analysis and must be used carefully to avoid introducing unexpected and, possibly, undetected errors.