Accuracy Precision, percentage Error 2024 matches notes
Standards for Measurement
Accuracy & Precision
Significant Figures
Scientific Notation
Measurements
A measurement consists of two essential parts: a number and a unit.
Without a unit of measure, numbers have no meaning and cannot be contrasted or evaluated.
Accuracy & Precision
Precision
Refers to the closeness of individual measurements when compared with one another.
Indicates how fine or detailed a measurement is.
Accuracy
Indicates how closely individual measurements align with the accepted or true value.
Understanding Accuracy and Precision
Example: Precise but Not Accurate
Measurements: 95.0°C, 95.1°C, 95.3°C
True value: 100°C
Measurements are tight but far from the actual boiling point of water at standard pressure.
Example: Accurate but Not Precise
Measurements: 1.0°C, 1.2°C, -5.0°C
True value: 0.0°C
Average measurements are centered around the true boiling point but have significant scatter.
Example: Neither Accurate Nor Precise
Measurements: 10.01 atm, 0.25 atm, 234.5 atm
True value: 1.00 atm
Values vary significantly and do not approach the true value.
Example: Accurate and Precise
Measurements: 1.000 kg, 0.999 kg, 1.002 kg
True value: 1.000 kg
Measurements cluster closely around the true value, demonstrating both accuracy and precision.
Precision and Technique
Precision is defined by how closely measurements group together.
Conducting multiple measurements can reveal precision levels.
Poor precision often stems from operator error or inadequate measurement techniques.
Assessing Accuracy
Accuracy can be checked by comparing results obtained with different methods or instruments.
Issues Leading to Poor Accuracy and Precision
Errors could arise from human mistakes or equipment failure.
A common problem is equipment not zeroing correctly: for instance, scales should read zero when empty.
Experimental Example and Error Calculation
When measuring the boiling point of pure water, if a thermometer reads 99.1°C, but the accepted value is 100.0°C, the measurement is inaccurate.
Calculate error as: 99.1°C - 100.0°C = -0.9°C.
Accepted vs Experimental Value
Accepted value: The standard, correct measurement derived from trustworthy sources.
Experimental value: The measurement obtained through personal or laboratory means.
Percent Error Calculation
Percent error is expressed as:
Percent Error = |experimental value - accepted value| / accepted value x 100%
Example: For a boiling point measurement of 99.1°C:
Percent Error = |99.1 - 100| / 100 x 100% = 0.9%.
Significant Figures
Significant figures (sig figs) define reliable digits in a measurement, influencing how precise that measurement is.
More precise instruments yield readings with larger numbers of significant figures.
Every measurement inherently possesses some degree of uncertainty.
Examples of Uncertainty
When measuring the time a pencil takes to fall, the precision may differ between a stopwatch and wall clock.
Comparisons among instruments, like a graduated cylinder and a beaker, highlight the variance in precision and implications on significant figures.
Instruments: Examples and Precision
Graduated Cylinder:
Reading: 41.0 mL (3 sig figs) high precision.
Beaker:
Reading: 40. mL (2 sig figs) lower precision.
Scientific Notation
A method to express numbers in terms of powers of ten, aiding in the handling of very large or small numbers.
Typically adopted for numbers greater than 100 or less than 0.10.
It clearly indicates the number of significant figures in a measurement.
The Importance of Scientific Notation
Changes in powers of ten denote significant differences in size; for example, the diameter of Earth's orbit vs. an atom:
Earth’s orbit: 1.0 x 10^11 m
Atom diameter: 1.0 x 10^-10 m.
Writing in Scientific Notation
Move the decimal to the right of the first non-zero digit.
Multiply the resulting number by 10 raised to the power that indicates how many places the decimal shifted.
Left shift: Power is positive.
Right shift: Power is negative.
Example Conversions to Scientific Notation
789 g → 7.89 x 10² g (3 sig figs)
96,875 mL → 9.6875 x 10⁴ mL (5 sig figs)
0.0000133 J → 1.33 x 10⁻⁵ J (3 sig figs)
8.915 atm → 8.915 x 10⁰ atm (4 sig figs)
0.94°C → 9.4 x 10⁻¹ °C (2 sig figs)
Evaluating Accuracy or Precision
When determining if data is accurate or precise, consider only quantitative (numerical) data:
Recipe requires 25 chocolate chips, actual numbers are 34, 35, 32.
Percent NaCl recorded as 99%, 99%, 98%.
Required mass of KF is 0.04 g; used amounts are 0.038, 0.039, 0.041, 0.040.
Henry needs 500 points; he got 400, 480, 395 in three trials.
Rounding Rules
Round based on the digit following the specified rounding point:
If it's 5 or above, round up the prior digit.
If it's less than 5, truncate the number.
Rounding Examples
Round to the nearest tenth (2 sf):
6.8212 → 6.8
6.7777 → 6.8
6.7499 → 6.7
6.9521 → 7.0
Round to the nearest hundredth (3 sf):
6.821 → 6.82
6.777 → 6.78
6.749 → 6.75
6.952 → 6.95