Unit 5 Module 5.3

Error Analysis & Uncertainty Calculations

Exact percentage uncertainty formulas for volumetric glassware, balances (mass by difference), and thermometers, with rigorous error propagation rules and practical strategies to reduce experimental uncertainty.

1. The Uncertainty of a Reading: Rules Used on This Site

Every reading has an uncertainty. This site uses one set of rules on every Unit 5 and required practical page.

Three rules for the uncertainty of a reading 1. Analogue scale (burette, thermometer, measuring cylinder): the uncertainty is half the smallest division.
2. Digital reading (balance, digital thermometer, stopwatch): the uncertainty is ± the last digit.
3. A value found by difference counts two readings, so double the uncertainty. This applies to a burette titre, a mass found by weighing by difference and a temperature change ΔT.

Use these typical values unless a question gives you a different value. If a question or the apparatus gives a value, always use that value.

Apparatus Uncertainty per reading Readings for one result
Burette (0.1 cm³ divisions)±0.05 cm³2 (initial and final), so ±0.10 cm³ for a titre
Pipette (25 cm³)±0.06 cm³, or the value printed on the pipette1
Balance (3 decimal places)±0.001 g2 when weighing by difference
Balance (2 decimal places)±0.01 g2 when weighing by difference
Thermometer (1 °C divisions)±0.5 °C2 for a temperature change ΔT, so ±1.0 °C

2. Random vs Systematic Errors

Experimental error represents the unavoidable difference between a measured value and the true physical value. In OxfordAQA Unit 5, candidates must classify errors accurately and evaluate their impact on calculated results.

Random Errors

Definition: Unpredictable fluctuations that cause individual measurements to fall randomly above or below the true value.

Typical Causes:

  • Human reaction time when starting/stopping a stopwatch (RP8).
  • Parallax error when viewing a burette meniscus from slightly different angles.
  • Temperature fluctuations in the laboratory during an experiment.

Remedy: Repeat the experiment multiple times and calculate a mean of concordant results (e.g. within 0.10 cm³ in titrations). Repeating averages out random scatter.

Systematic Errors

Definition: Errors that cause measurements to be consistently too high or consistently too low by the same margin in every trial.

Typical Causes:

  • Calorimeter heat loss to surroundings without insulation (RP2).
  • Balance zero error (tare not set to 0.00 g).
  • Gas dissolving in water trough instead of collecting in syringe.
  • Incompletely dried precipitate containing residual solvent.

Remedy: Repeating trials does NOT remove systematic error. The apparatus must be recalibrated or the experimental technique improved (e.g. using cooling curve extrapolation or polystyrene lids).

3. Volumetric Glassware Percentage Uncertainty Formulas

Every piece of volumetric equipment carries an inherent apparatus tolerance (uncertainty) marked on the glass. The general percentage uncertainty equation is:

Master Formula for Volumetric Glassware Percentage Uncertainty = [ (Apparatus Uncertainty × Number of Readings) / Delivered Volume ] × 100
Apparatus Tolerance Readings Taken Delivered Volume Exact Percentage Uncertainty Formula Typical % Uncertainty
Volumetric Pipette (25.0 cm³) ±0.06 cm³ 1 reading 25.00 cm³ [ (0.06 × 1) / 25.00 ] × 100 0.24%
Volumetric Flask (250.0 cm³) ±0.20 cm³ 1 reading 250.0 cm³ [ (0.20 × 1) / 250.0 ] × 100 0.08%
Burette Titration (Titre = 20.00 cm³) ±0.05 cm³ 2 readings (initial & final) 20.00 cm³ [ (0.05 × 2) / 20.00 ] × 100 = [ 0.10 / 20.00 ] × 100 0.50%
Small Burette Titre (Titre = 5.00 cm³) ±0.05 cm³ 2 readings (initial & final) 5.00 cm³ [ (0.05 × 2) / 5.00 ] × 100 = [ 0.10 / 5.00 ] × 100 2.00% (4x higher!)
Examiner Trap: Why a Burette Involves TWO Readings

A burette delivers volume by difference: Titre = Final Reading - Initial Reading. Even if the initial reading is set to 0.00 cm³, that 0.00 reading still has an uncertainty of ±0.05 cm³. Because both the initial and final levels must be judged by the human eye against the calibration marks, the absolute uncertainty doubles: 0.05 × 2 = 0.10 cm³. Candidates who write 0.05 / Titre lose full marks on Unit 5.

Reading a burette meniscus at eye level 20 21 22 cm³ eye level read the bottom of the meniscus with your eye level with it, to avoid parallax error reading = 20.65 cm³ uncertainty of each reading ±0.05 cm³ liquid fills the burette below the meniscus

4. Balance Uncertainty & Weighing by Difference

In standard solution preparation (RP1) and gravimetric analysis, solid compounds are weighed on a digital analytical balance. A typical school balance measures to two decimal places (±0.01 g). An analytical balance measures to three decimal places (±0.001 g).

Weighing by Difference Formula When transferring solid from a weighing boat into a beaker, some solid residue clings to the boat. The protocol of weighing by difference eliminates transfer error by performing two weighings:
Mass Transferred = Mass of boat with solid - Mass of boat after emptying
Because two separate mass readings are recorded on the balance:
Percentage Uncertainty = [ (Balance Uncertainty × 2) / Mass Transferred ] × 100
Worked Example: Weighing by Difference on a 2-Decimal Balance

A candidate prepares a standard volumetric solution of anhydrous sodium carbonate (Na₂CO₃) using a balance with an apparatus uncertainty of ±0.01 g:

  • Mass of weighing boat + solid = 14.85 g
  • Mass of weighing boat after transfer = 12.35 g
  • Mass of Na₂CO₃ transferred = 14.85 - 12.35 = 2.50 g

Calculate the percentage uncertainty in the mass of sodium carbonate transferred:

Percentage Uncertainty = [ (0.01 × 2) / 2.50 ] × 100
Percentage Uncertainty = [ 0.02 / 2.50 ] × 100 = 0.80%

Answer: 0.80%

5. Thermometer Uncertainty & Temperature Rises (ΔT)

In calorimetry experiments (RP2), the temperature change ΔT is calculated as ΔT = T_final - T_initial. Because temperature change requires reading the thermometer twice, the apparatus uncertainty doubles:

Thermometer Percentage Uncertainty Formula Percentage Uncertainty = [ (Thermometer Tolerance × 2) / ΔT ] × 100

Consider a standard laboratory thermometer calibrated in 1 °C divisions, with a reading tolerance of ±0.5 °C:

  • For a large temperature change (ΔT = 25.0 °C):
    % Uncertainty = [ (0.5 × 2) / 25.0 ] × 100 = [ 1.0 / 25.0 ] × 100 = 4.0%
  • For a very small temperature change (ΔT = 2.5 °C):
    % Uncertainty = [ (0.5 × 2) / 2.5 ] × 100 = [ 1.0 / 2.5 ] × 100 = 40.0% (unacceptable error!)

6. Error Propagation Rules in Chemical Calculations

When multiple experimental quantities are combined in mathematical formulas (such as calculating enthalpy change from q = mcΔT and n = cV), individual percentage uncertainties propagate through the calculation:

Mathematical Operation General Formula Uncertainty Rule
Multiplication or Division Z = A × B  or  Z = A / B Add the percentage uncertainties:
% Uncertainty in Z = (% Uncertainty in A) + (% Uncertainty in B)
Power / Exponent Z = A^n Multiply percentage uncertainty by the power:
% Uncertainty in Z = n × (% Uncertainty in A)
Addition or Subtraction Z = A + B  or  Z = A - B Add the absolute uncertainties:
Absolute Uncertainty in Z = (Absolute in A) + (Absolute in B)

7. Strategies to Reduce Experimental Uncertainty

A classic Unit 5 question presents an experimental scenario and asks candidates to suggest two practical modifications to reduce the overall percentage uncertainty.

Experimental Technique Problem Causing High Uncertainty Modification to Reduce Percentage Uncertainty Explanation & Justification
Titration (RP1) Titre volume is too small (e.g. 6.20 cm³, % uncertainty = 1.61%). 1. Decrease the concentration of the titrant in the burette.
2. Increase the volume/concentration of the sample in the conical flask.
Both changes force a larger titre volume (e.g. ~25.0 cm³). Because delivered volume appears in the denominator, increasing the titre reduces percentage uncertainty to ~0.40%.
Weighing Solid (RP1, RP10) Mass weighed is very small (e.g. 0.15 g on 2-decimal balance). 1. Use a balance with 3 or 4 decimal places (±0.001 g).
2. Weigh a larger mass of solid and dissolve in a larger volumetric flask.
Using a more sensitive balance reduces the numerator; weighing a larger sample increases the denominator. Both reduce % uncertainty.
Calorimetry (RP2) Temperature rise is too small (e.g. ΔT = 1.8 °C). 1. Increase the concentration of the reacting solutions.
2. Increase the mass of solid reactant added.
Releasing more heat energy into the same volume of water produces a substantially larger temperature change, decreasing percentage uncertainty.

8. Worked Error Analysis Problem

Worked Example: Total Uncertainty in Enthalpy of Neutralisation

Problem: In an experiment to determine the enthalpy of neutralisation (RP2), a student mixes 25.0 cm³ of 1.00 mol dm⁻³ HCl with 25.0 cm³ of 1.00 mol dm⁻³ NaOH in a polystyrene cup. The student records the following measurements:

  • Volume of HCl (pipette tolerance ±0.06 cm³) = 25.00 cm³
  • Volume of NaOH (pipette tolerance ±0.06 cm³) = 25.00 cm³
  • Initial temperature = 19.5 °C (thermometer ±0.5 °C)
  • Maximum temperature = 26.0 °C (thermometer ±0.5 °C)

Calculate the percentage uncertainty in each measurement and evaluate the overall combined apparatus percentage uncertainty in the calculated enthalpy change.

Step 1: Calculate percentage uncertainty in HCl volume

% Uncertainty (HCl) = (0.06 / 25.00) × 100 = 0.24%

Step 2: Calculate percentage uncertainty in NaOH volume

% Uncertainty (NaOH) = (0.06 / 25.00) × 100 = 0.24%

Step 3: Calculate percentage uncertainty in temperature rise (ΔT)

ΔT = 26.0 - 19.5 = 6.5 °C
% Uncertainty (ΔT) = [ (0.5 × 2) / 6.5 ] × 100 = (1.0 / 6.5) × 100 = 15.38%

Step 4: Percentage uncertainty in the mass of solution (m)

Total volume = 25.0 + 25.0 = 50.0 cm³, with absolute uncertainty = 0.06 + 0.06 = 0.12 cm³
% Uncertainty (m) = (0.12 / 50.0) × 100 = 0.24%

Step 5: Percentage uncertainty in the amount of acid (n)

n = 25.00 cm³ × 1.00 mol dm⁻³, so n comes from the pipetted volume of HCl
% Uncertainty (n) = (0.06 / 25.00) × 100 = 0.24%

Step 6: Combine percentage uncertainties for ΔH = mcΔT / n

Total % Uncertainty = % (m) + % (ΔT) + % (n)
Total % Uncertainty = 0.24% + 15.38% + 0.24% = 15.86% ≈ 15.9%

Conclusion: The thermometer reading is by far the largest source of apparatus uncertainty (15.4% out of 15.9% total).

9. Practice Exam Questions

Question 1: A student records a mean titre of 18.40 cm³ using a burette with an uncertainty of ±0.05 cm³ per reading. What is the percentage uncertainty in this titre?

Show Answer & Explanation

Correct Answer: B

A burette titre requires two readings (initial and final), so the absolute uncertainty is 0.05 × 2 = 0.10 cm³. Percentage uncertainty = (0.10 / 18.40) × 100 = 0.543% ~ 0.54%.

Question 2: Which procedural modification would most effectively reduce the percentage uncertainty in a titration where the mean titre is only 4.50 cm³?

Show Answer & Explanation

Correct Answer: B

Diluting the titrant quadruples the required volume of titrant to reach neutralisation (from 4.50 cm³ to 18.00 cm³), reducing percentage uncertainty from 2.22% down to 0.56%.