Measurement and Data Processing

Master uncertainties, significant figures, graphical techniques, and error propagation for IB Chemistry.

# Measurement and Data Processing (IB)

The IB emphasises the importance of experimental skills, including understanding uncertainties, processing data correctly, and evaluating results. This topic underpins the Internal Assessment (IA) and appears throughout the course.


1. Types of Error

Type Description Effect How to Reduce
Random Unpredictable variations Scatter around true value Repeat measurements, take mean
Systematic Consistent offset All results shifted Calibrate equipment, improve method

Accuracy: how close to the true value Precision: how close repeated measurements are to each other


2. Uncertainties

Absolute Uncertainty

The ± value on a measurement (e.g. 25.0 ± 0.1 cm³).

For analogue instruments: ± half the smallest division For digital instruments: ± the smallest digit

Percentage Uncertainty

%uncertainty=absolute uncertaintymeasured value×100\%\text{uncertainty} = \frac{\text{absolute uncertainty}}{\text{measured value}} \times 100

Propagation of Uncertainties

Addition/Subtraction: add absolute uncertainties Δ(A±B)=ΔA+ΔB\Delta(A \pm B) = \Delta A + \Delta B

Multiplication/Division: add percentage uncertainties %Δ(A×B)=%ΔA+%ΔB\%\Delta(A \times B) = \%\Delta A + \%\Delta B

Powers: multiply percentage uncertainty by the power %Δ(An)=n×%ΔA\%\Delta(A^n) = n \times \%\Delta A


3. Significant Figures

Rules:

  • Non-zero digits are always significant
  • Zeros between non-zero digits are significant
  • Leading zeros are NOT significant
  • Trailing zeros after decimal point ARE significant

In calculations, round to the fewest significant figures of the data.


4. Graphical Techniques

Best Fit Lines

  • Draw through as many points as possible
  • Equal scatter above and below the line
  • Can be straight or curved

Gradient Calculation

gradient=ΔyΔx\text{gradient} = \frac{\Delta y}{\Delta x}

Use points on the line (not necessarily data points), as far apart as possible.

Uncertainty in Gradient

Draw maximum and minimum gradient lines through error bars. The uncertainty is half the range: Δm=mmaxmmin2\Delta m = \frac{m_{max} - m_{min}}{2}

Intercept

Where the line crosses the y-axis. Uncertainty from the range of intercepts from max/min lines.


5. Percentage Error

%error=experimentalacceptedaccepted×100\%\text{error} = \frac{|\text{experimental} - \text{accepted}|}{\text{accepted}} \times 100

If % error > total % uncertainty → systematic error present If % error ≤ total % uncertainty → random error accounts for discrepancy


6. Worked Example

Question: A student measures 25.0 ± 0.1 cm³ of solution and 10.0 ± 0.1 cm³ of another. Total volume?

Total = 35.0 cm³ Absolute uncertainty = 0.1 + 0.1 = ± 0.2 cm³ Answer: 35.0 ± 0.2 cm³

% uncertainty = (0.2/35.0) × 100 = 0.57%


7. Practice Questions

    1. A burette reads 23.45 ± 0.05 cm³. Calculate the percentage uncertainty.
    1. A student calculates concentration from: n = 0.0025 ± 5% mol, V = 0.0250 ± 2% dm³. Calculate c with uncertainty.
    1. Distinguish between accuracy and precision with examples.
    1. A student obtains ΔH=55.2\Delta H = -55.2 kJ/mol. The accepted value is −57.1. Calculate percentage error.
    1. Draw a graph with best fit line and explain how to determine gradient with uncertainty.

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8. IB IA Tips

  • Always record raw data with units AND uncertainties
  • Process data showing all working
  • Include error bars on graphs
  • Discuss systematic vs random errors in evaluation
  • Compare % error with % uncertainty to evaluate method

Summary

  • Random errors: reduce by repeating; systematic: improve method
  • Uncertainty propagation: add (±), add % (×÷), multiply % (powers)
  • Graphs: best fit line, gradient, error bars, max/min lines
  • % error: experimental vs accepted; compare with uncertainty
  • Significant figures: match the least precise data

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