Unit 5: CH05 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. Random vs Systematic Errors

Experimental error represents the unavoidable difference between a measured value and the true physical value. In OxfordAQA Paper 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 (RP3, RP7).
  • 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).

2. 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 Paper 5.

Burette Meniscus Alignment at Eye Level Burette Meniscus Eye-Level Reading (+/- 0.05 cm3) 20 21 Read at bottom of curved meniscus Eye must be level to avoid parallax error

3. Balance Uncertainty & Weighing by Difference

In standard solution preparation (RP1) and gravimetric analysis, solid compounds are weighed on a digital analytical balance. A typical laboratory balance measures to two decimal places (+/- 0.01 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%

4. Thermometer Uncertainty & Temperature Rises (delta T)

In calorimetry experiments (RP2), the temperature change delta T is calculated as delta T = 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) / delta T ] * 100

Consider a standard laboratory thermometer calibrated in 1 deg C divisions, with a reading tolerance of +/- 0.5 deg C:

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

5. Error Propagation Rules in Chemical Calculations

When multiple experimental quantities are combined in mathematical formulas (such as calculating enthalpy change from q = mc delta T 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)

6. Strategies to Reduce Experimental Uncertainty

A classic Paper 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. delta T = 1.8 deg 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.

7. 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 deg C (thermometer +/- 0.5 deg C)
  • Maximum temperature = 26.0 deg C (thermometer +/- 0.5 deg 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 (delta T)

delta T = 26.0 - 19.5 = 6.5 deg C
% Uncertainty (delta T) = [ (0.5 * 2) / 6.5 ] * 100 = (1.0 / 6.5) * 100 = 15.38%

Step 4: Combine percentage uncertainties

Total Apparatus % Uncertainty = % Uncertainty (Total Vol) + % Uncertainty (delta T)
Because total volume = 25.0 + 25.0 = 50.0 cm3 with absolute error = 0.06 + 0.06 = 0.12 cm3:
% Uncertainty (mass m) = (0.12 / 50.0) * 100 = 0.24%
Total % Uncertainty = 0.24% + 15.38% = 15.62% ~ 15.6%

Conclusion: The thermometer reading is by far the largest source of apparatus uncertainty (15.4% out of 15.6% total).

8. Practice Exam Questions

Question 1: A student records a mean titre of 18.40 cm^3 using a burette with an uncertainty of +/- 0.05 cm^3 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 cm^3. 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 cm^3?

Show Answer & Explanation

Correct Answer: B

Diluting the titrant quadruples the required volume of titrant to reach neutralisation (from 4.50 cm^3 to 18.00 cm^3), reducing percentage uncertainty from 2.22% down to 0.56%.