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Topic I.2 · SL and HL

Collecting and processing data: notes and practice questions

Summary
  • This topic covers the essential skills for gathering, organizing, and making sense of experimental observations and measurements in chemistry.
  • Identify and record relevant qualitative observations and sufficient quantitative data.
  • Address issues that arise during data collection.
  • Carry out relevant and accurate data processing.
  • Interpret qualitative and quantitative data, including diagrams, graphs, and charts.
  • Identify, describe, and explain patterns, trends, and relationships.
  • Assess accuracy, precision, reliability, and validity of data.
  • Justify the removal or inclusion of outliers in data (no mathematical processing).

How it is examined

The core of Paper 1B. Data tables in the stem, then processing and interpretation. May 2025 HL Paper 1B TZ1 gave a mixture of iron, sand and salt with masses and asked for percentage composition (1 mark for both values together), then asked why the iron percentage was misleading (1 mark, answer about density). Expect graph reading, gradient, and "identify the anomalous result" parts at 1 to 2 marks each.

Key ideas
  • Identify and record relevant qualitative observations.
  • Collect and record sufficient relevant quantitative data.
  • Identify and address issues that arise during data collection.
  • Carry out relevant and accurate data processing.
At HL

No additional higher level content in Inquiry 2.

Guiding questions

  • None given.

Linking questions

  • Structure 1.3 In the study of emission spectra from gaseous elements and of light, what qualitative and quantitative data can be collected from instruments such as gas discharge tubes and prisms?
  • Structure 1.4 How can a calibration curve be used to determine the concentration of a solution?
  • Structure 3.1 What experimental data demonstrate the physical properties of metals, and trends in these properties, in the periodic table?
  • Reactivity 3.2 What observations can be made when metals are mixed with aqueous metal ions, and solutions of halogens are mixed with aqueous halide ions?

Practice questions

13 questions · 3 easy · 7 medium · 3 hard
Showing 13 of 13

Question 1

EasyPaper 1A · calculator1 mark

Four students each perform three trials to determine the concentration of an aqueous sodium hydroxide solution. The accepted literature value is 0.500 mol dm−30.500\text{ mol dm}^{-3}.

Which set of results is precise but not accurate?

A. 0.499 mol dm−30.499\text{ mol dm}^{-3}, 0.501 mol dm−30.501\text{ mol dm}^{-3}, 0.500 mol dm−30.500\text{ mol dm}^{-3}

B. 0.420 mol dm−30.420\text{ mol dm}^{-3}, 0.422 mol dm−30.422\text{ mol dm}^{-3}, 0.421 mol dm−30.421\text{ mol dm}^{-3}

C. 0.460 mol dm−30.460\text{ mol dm}^{-3}, 0.540 mol dm−30.540\text{ mol dm}^{-3}, 0.500 mol dm−30.500\text{ mol dm}^{-3}

D. 0.380 mol dm−30.380\text{ mol dm}^{-3}, 0.440 mol dm−30.440\text{ mol dm}^{-3}, 0.520 mol dm−30.520\text{ mol dm}^{-3}

Question 2

MediumPaper 1A · calculator1 mark

A student carries out five trials of an acid–base titration using phenolphthalein indicator. The recorded titres are shown in the table.

TrialTitre / cm³
121.45
221.40
322.90
421.50
521.40

During Trial 3, the student observed that the reaction mixture turned an intense, dark magenta colour rather than the faint, permanent pink observed in the other trials.

Which statement deduces the correct decision and provides the valid justification for calculating the mean titre?

A. Include Trial 3, because averaging all collected trials minimizes random error.

B. Include Trial 3, because removing recorded data points introduces investigator bias.

C. Exclude Trial 3, because a documented procedural error produced an outlier that would systematically skew the mean.

D. Exclude Trial 3, because any trial that is not concordant with Trial 1 is automatically discarded as random error.

Question 3

HardPaper 1B · calculator3 marks
(a)

Two students independently investigated the effect of hydrochloric acid concentration on the rate of reaction with excess calcium carbonate:

CaCO3(s)+2HCl(aq)→CaCl2(aq)+H2O(l)+CO2(g)\text{CaCO}_3\text{(s)} + 2\text{HCl(aq)} \rightarrow \text{CaCl}_2\text{(aq)} + \text{H}_2\text{O(l)} + \text{CO}_2\text{(g)}

Student A measured the time taken to produce 40.0 cm340.0\text{ cm}^3 of carbon dioxide gas at four different acid concentrations. Student A performed a single trial at each concentration.

(a) Comment on the reliability of Student A's data.

[1]
(b)

(b) Student B performed three trials at each acid concentration, obtaining closely agreeing times for each. However, the temperature of the acid was not kept constant, rising from 20.0 ∘C20.0\text{ }^\circ\text{C} for the lowest concentration to 29.0 ∘C29.0\text{ }^\circ\text{C} for the highest concentration.

Comment on the validity of Student B's conclusion that the observed increase in rate was due solely to the increase in acid concentration.

[2]

Question 4

EasyPaper 1A · calculator1 mark

A student determines the enthalpy change of neutralization, ΔH\Delta H, for the reaction between aqueous sodium hydroxide and hydrochloric acid. The accepted literature value is −57.2 kJ mol−1-57.2\text{ kJ mol}^{-1}.

The experimental values obtained over four trials are recorded in the table below:

TrialΔH / kJ mol−1\Delta H\text{ / kJ mol}^{-1}
1−51.3-51.3
2−51.4-51.4
3−51.2-51.2
4−51.3-51.3

Determine which row correctly describes the accuracy, precision, and main type of experimental error present in this data set.

AccuracyPrecisionMain type of experimental error
A.HighHighRandom error
B.HighLowSystematic error
C.LowHighSystematic error
D.LowLowRandom error

Question 5

MediumPaper 1A · calculator1 mark

A student investigates the rate of reaction between magnesium ribbon and excess dilute hydrochloric acid by measuring the time taken for the magnesium to react completely. Five trials were performed under identical conditions.

TrialTime / s
148
247
332
449
548

During Trial 3, the student recorded a qualitative observation that the stopwatch was started several seconds after the magnesium was added to the acid and bubbling had already begun.

Which statement gives the correct deduction and justification for processing the data to determine the mean reaction time?

A. Trial 3 should be excluded because an identified procedural error caused an anomalously low reaction time.

B. Trial 3 should be included because averaging all trials reduces the effect of random errors.

C. Trial 3 should be excluded because the value differs by more than 10 s from the first trial.

D. Trial 3 should be included because removing any collected data point introduces investigator bias.

Question 6

HardPaper 1B · calculator2 marks
(a)

Two students independently investigate the effect of temperature on the rate of reaction between zinc and excess dilute hydrochloric acid:

Zn(s)+2HCl(aq)→ZnCl2(aq)+H2(g)\text{Zn(s)} + 2\text{HCl(aq)} \rightarrow \text{ZnCl}_2\text{(aq)} + \text{H}_2\text{(g)}

Each student measures the volume of hydrogen gas collected in a gas syringe over the first 60 s60\text{ s} of the reaction at four temperatures: 20 ∘C20\text{ }^\circ\text{C}, 30 ∘C30\text{ }^\circ\text{C}, 40 ∘C40\text{ }^\circ\text{C}, and 50 ∘C50\text{ }^\circ\text{C}.

• Student A uses zinc granules and performs a single trial at each temperature.

• Student B performs three trials at each temperature. However, after completing the trials at 20 ∘C20\text{ }^\circ\text{C} and 30 ∘C30\text{ }^\circ\text{C}, Student B runs out of zinc granules and uses the same mass of powdered zinc for the trials at 40 ∘C40\text{ }^\circ\text{C} and 50 ∘C50\text{ }^\circ\text{C}.

(a) Comment on the reliability of the data obtained by Student A compared to Student B.

[1]
(b)

(b) Comment on the validity of Student B's conclusion regarding the effect of temperature on the reaction rate.

[1]

Question 7

EasyPaper 2 · calculator2 marks
(a)

A student investigates the absorbance of aqueous copper(II) sulfate solutions of different concentrations using a colorimeter at a wavelength of 635 nm. The quantitative measurements and qualitative observations are recorded in the table below.

Concentration of CuSO4(aq)\text{CuSO}_4\text{(aq)} / mol dm−3\text{mol dm}^{-3}AbsorbanceAppearance of solution
0.0200.15Very pale blue
0.0400.31Pale blue
0.0600.46Mid-blue
0.0800.62Deep blue
0.1000.77Intense dark blue

(a) Describe the relationship between the concentration of CuSO4(aq)\text{CuSO}_4\text{(aq)} and absorbance shown by the data.

[1]
(b)

(b) Describe the qualitative trend in the appearance of the solution as the concentration increases.

[1]

Question 8

MediumPaper 1B · calculator3 marks
(a)

A student carried out an experiment to determine the enthalpy change of combustion of ethanol, C2H5OH(l)\text{C}_2\text{H}_5\text{OH}(l), using a spirit burner to heat a beaker containing water. The temperature of the water was measured using a thermometer with an uncertainty of ±0.2 ∘C\pm 0.2\ ^\circ\text{C} for each reading.

The recorded temperature data are shown below:

MeasurementValue
Initial temperature of water20.8±0.2 ∘C20.8 \pm 0.2\ ^\circ\text{C}
Final temperature of water45.8±0.2 ∘C45.8 \pm 0.2\ ^\circ\text{C}

(a) Calculate the percentage uncertainty in the temperature increase, ΔT\Delta T.

[2]
(b)

(b) The student calculated their experimental enthalpy change of combustion of ethanol to be −1140 kJ mol−1-1140\text{ kJ mol}^{-1}. The literature value for the standard enthalpy change of combustion of ethanol is −1367 kJ mol−1-1367\text{ kJ mol}^{-1}.

Calculate the percentage error in the student's experimental result.

[1]

Question 9

HardPaper 1B · calculator16 marks
(a)

Nitrogen dioxide, a pollutant from car exhausts, reacts with water in the atmosphere to form nitric acid and nitrous acid. This is a disproportionation reaction.

2NO2(g)+H2O(l)⇌HNO3(aq)+HNO2(aq)2NO_{2}(g) + H_{2}O(l) \rightleftharpoons HNO_{3}(aq) + HNO_{2}(aq)

(a) Deduce the oxidation states of nitrogen in the reactant and products.

Reactant: NO2NO_{2}

Products: HNO3HNO_{3}, HNO2HNO_{2}

[2]
(b)

(b) Explain, with reference to the equilibrium, why more nitrogen dioxide gas dissolves when the reaction occurs in alkaline rainwater.

[1]
(c)(i)

(c) The solubility of nitrogen dioxide gas in water was measured by different scientific groups. A summary of their results is shown.

SourceTemperature / °CSolubility of NO2NO_{2} gas in 0.100 dm³ of water
A00.380 dm³
B100.28 dm³
C20200 cm³
D250.15 L
E300.120 dm³

(i) Identify a problem in comparing the data from the different sources as presented in the table.

[1]
(c)(ii)

(ii) The units of solubility are converted to mol dm⁻³. Complete the table by calculating the value for source A. Assume the atmospheric pressure is 100 kPa and the density of the resulting solution is 1.00 g cm⁻³.

[2]
(c)(iii)

(iii) Suggest an explanation for the effect of temperature on the solubility of nitrogen dioxide gas.

[1]
(d)

(d) Suggest one reason why nitrogen dioxide is considered a major air pollutant.

[1]
(e)(i)

(e) Nitrous acid, HNO2HNO_2, is a weak acid. The graph shows the percentage of nitrous acid and its conjugate base, the nitrite ion (NO2−NO_2^-), present at different pH values.

(GRAPH IS A STANDARD SPECIATION PLOT FOR A WEAK ACID. X-AXIS: pH from 0 to 8. Y-AXIS: Percentage from 0 to 100. A curve for HA starts at 100% and goes down, a curve for A- starts at 0% and goes up. The two curves cross at pH = 3.3, where each is at 50%.)

(i) Deduce the pH range where nitrous acid, HNO2HNO_{2}, is the dominant nitrogen-containing species in the solution.

[1]
(e)(ii)

(ii) Determine, with reference to the graph, the pKapK_a of nitrous acid.

[2]
(f)(i)

(f) Nitrous acid can react with secondary amines to form N-nitrosamines, which are potent carcinogens. An example is the reaction with dimethylamine, (CH3)2NH(CH_3)_2NH.

(i) Deduce a balanced chemical equation for the formation of N-nitrosodimethylamine, (CH3)2NNO(CH_3)_2NNO, from dimethylamine and nitrous acid.

[1]
(f)(ii)

(ii) The rate of N-nitrosamine formation is highly dependent on pH. The reaction rate is highest under mildly acidic conditions where there is a sufficient concentration of both the unprotonated amine and nitrous acid. State two conditions that could be maintained in an industrial process to minimize the formation of N-nitrosamines.

[2]
(g)

(g) To combat the effects of acid rain, powdered limestone (CaCO3CaCO_3) is sometimes added to lakes. Suggest two distinct reasons why this 'liming' process is effective at restoring the aquatic ecosystem.

[2]

Question 10

MediumPaper 1B · calculator5 marks
(a)

(a) A student investigated the catalytic decomposition of aqueous hydrogen peroxide:

2H2O2(aq)→2H2O(l)+O2(g)2\text{H}_2\text{O}_2\text{(aq)} \rightarrow 2\text{H}_2\text{O(l)} + \text{O}_2\text{(g)}

The concentration of H2O2(aq)\text{H}_2\text{O}_2\text{(aq)} remaining in the reaction mixture was determined at 60 s60\text{ s} intervals. The data obtained are shown in the table.

Time / s[H2O2(aq)] / mol dm−3[\text{H}_2\text{O}_2\text{(aq)}] \text{ / mol dm}^{-3}
01.000
600.760
1200.580
1800.440
2400.335

Calculate the average rate of consumption of H2O2(aq)\text{H}_2\text{O}_2\text{(aq)} between t=0 st = 0\text{ s} and t=60 st = 60\text{ s}, stating its unit.

[2]
(b)

(b) The initial concentration of H2O2(aq)\text{H}_2\text{O}_2\text{(aq)} was recorded as 1.000 mol dm−31.000\text{ mol dm}^{-3} with an absolute uncertainty of ±0.025 mol dm−3\pm 0.025\text{ mol dm}^{-3}.

Calculate the percentage uncertainty in this initial concentration.

[1]
(c)

(c) The accepted literature value for this average rate of consumption under identical conditions is 4.25×10−3 mol dm−3 s−14.25 \times 10^{-3}\text{ mol dm}^{-3}\text{ s}^{-1}.

Calculate the percentage error of the experimental rate determined in part (a).

[2]

Question 11

MediumPaper 2 · calculator3 marks
(a)

(a) A student carried out an experiment to determine the enthalpy change of neutralization between 50.0 cm350.0\text{ cm}^3 of 1.00 mol dm−3 HCl(aq)1.00\text{ mol dm}^{-3}\text{ HCl}(aq) and 50.0 cm350.0\text{ cm}^3 of 1.00 mol dm−3 NaOH(aq)1.00\text{ mol dm}^{-3}\text{ NaOH}(aq). The solutions were mixed in an open glass beaker. The initial temperature of each solution was 20.5 ∘C20.5\text{ }^\circ\text{C} and the maximum temperature reached was 25.9 ∘C25.9\text{ }^\circ\text{C}. The calculated enthalpy change was −45.1 kJ mol−1-45.1\text{ kJ mol}^{-1}, which is significantly less exothermic than the literature value of −57.2 kJ mol−1-57.2\text{ kJ mol}^{-1}.

Suggest one reason why the maximum temperature recorded during data collection was lower than the expected theoretical value.

[1]
(b)

(b) Suggest two modifications to the experimental apparatus or procedure that would address the issue identified in part (a) and improve the accuracy of the determined enthalpy change.

[2]

Question 12

MediumPaper 1B · calculator8 marks
(a)

An experiment was conducted to investigate the effect of temperature on the rate of reaction between excess calcium carbonate chips and 100 cm³ of 0.5 mol dm⁻³ hydrochloric acid. The volume of carbon dioxide gas produced was collected in a gas syringe. The results for the reaction at 25 °C (Experiment 1), 35 °C (Experiment 2), and 45 °C (Experiment 3) are plotted on the graph below.

Graph of Volume of CO₂ / cm³ against Time / s plotted on gridlines. The horizontal x-axis shows Time / s from 0 to 100 s with major tick intervals of 10 s. The vertical y-axis shows Volume of CO₂ / cm³ from 0 to 70 cm³ with major tick intervals of 10 cm³. Three smooth curves start at the origin (0, 0) and all plateau horizontally at 60 cm³. Curve 3, labelled 'Experiment 3 (45 °C)', rises most steeply and reaches the 60 cm³ plateau first at approximately 30 s. Curve 2, labelled 'Experiment 2 (35 °C)', has an intermediate gradient with an initial tangent at t = 0 having a slope of approximately 2.4 cm³ s⁻¹ (passing through (0, 0) and (25, 60)) and reaches the plateau at approximately 50 s. Curve 1, labelled 'Experiment 1 (25 °C)', is the least steep and reaches the plateau at approximately 80 s.

(a) By annotating the graph, determine the initial rate of reaction for Experiment 2, in cm³ s⁻¹.

[2]
(b)

(b) Estimate the time required for Experiment 1 to produce half of the total volume of CO₂.

[1]
(c)

(c) Suggest two reasons, in terms of collision theory, why the rate of reaction in Experiment 3 (45 °C) is greater than in Experiment 1 (25 °C).

[2]
(d)

(d) Calculate the percentage increase in the volume of CO₂ produced after 20 seconds when the temperature is increased from 25 °C (Experiment 1) to 45 °C (Experiment 3).

[1]
(e)

(e) The experiment was performed in a sealed flask connected to the gas syringe. Sketch a graph of the total mass of the apparatus against time for Experiment 1 and provide a reason for its shape.

[2]

Question 13

MediumPaper 1B · calculator9 marks
(a)

A food chemist is analyzing the components of a new artificial sweetener mixture using paper chromatography. A small spot of the mixture is applied to a chromatography paper, and the paper is placed in a sealed chamber with a solvent system consisting of 70%70\% ethanol and 30%30\% water. After some time, the solvent front moves up the paper, separating the components.

(a) Define the stationary phase and the mobile phase in this paper chromatography experiment.

[2]
(b)

(b) Explain why it is important that the initial spot of the sweetener mixture is applied above the solvent level in the chamber, and why the solvent front should not be allowed to reach the very top of the chromatography paper.

[2]
(c)

(c) After the chromatography run, the solvent front travelled 9.0 cm9.0\text{ cm} from the start line. Two distinct components, Sweetener A (yellow) and Sweetener B (blue), were observed to have travelled 7.2 cm7.2\text{ cm} and 4.5 cm4.5\text{ cm} respectively from the start line.

Calculate the retardation factor, RFR_F, for Sweetener A and Sweetener B. Show your working.

[2]
(d)

(d) The stationary phase (paper) is polar due to cellulose, and the mobile phase is a moderately polar mixture of 70%70\% ethanol and 30%30\% water.

Deduce, with a reason, which sweetener (A or B) is more polar.

[2]
(e)

(e) If Sweetener A and another component had very similar RFR_F values and were not well separated, suggest one modification to the experiment that could improve their separation.

[1]

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What does Collecting and processing data cover in IB Chemistry?

This topic covers the essential skills for gathering, organizing, and making sense of experimental observations and measurements in chemistry. Identify and record relevant qualitative observations and sufficient quantitative data. Address issues that arise during data collection.

Is Collecting and processing data SL or HL?

Both. SL and HL students study Collecting and processing data, and HL goes further: No additional higher level content in Inquiry 2.

How do I revise Collecting and processing data for IB Chemistry?

Start from the core idea: this topic covers the essential skills for gathering, organizing, and making sense of experimental observations and measurements in chemistry. In the exam: the core of Paper 1B. Data tables in the stem, then processing and interpretation. Then practise exam-style questions, easiest first, writing out every step of your working before you check it.

How does FourtyFive help me practise Collecting and processing data?

FourtyFive has 13 Collecting and processing data questions. Every answer you write is marked mark by mark, IB-style, and you see where each mark was won or lost. Every part has a hint, the AI tutor helps you through the step you are stuck on, and your Study Profile picks what to practise next.

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