# 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
Propagation of Uncertainties
Addition/Subtraction: add absolute uncertainties
Multiplication/Division: add percentage uncertainties
Powers: multiply percentage uncertainty by the power
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
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:
Intercept
Where the line crosses the y-axis. Uncertainty from the range of intercepts from max/min lines.
5. Percentage Error
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
- A burette reads 23.45 ± 0.05 cm³. Calculate the percentage uncertainty.
- A student calculates concentration from: n = 0.0025 ± 5% mol, V = 0.0250 ± 2% dm³. Calculate c with uncertainty.
- Distinguish between accuracy and precision with examples.
- A student obtains kJ/mol. The accepted value is −57.1. Calculate percentage error.
- Draw a graph with best fit line and explain how to determine gradient with uncertainty.
Want to check your answers and get step-by-step solutions?
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
