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K223 / K225 / 2027
Data and Experimental Skills

Full chapter

Data and Experimental Skills

Read unfamiliar evidence, make useful measurements and explain what a result can support.

SEC G2 Science K223 / K225 (2027)

01

Read unfamiliar data with a purpose

Separate the question, the evidence and the chemistry that connects them.

Start with the quantity or claim the question asks you to establish. Then locate the relevant measurements, conditions and any new definitions in the stem. An unfamiliar substance name does not make its data unusable: use the supplied information together with a familiar idea such as conservation of atoms, collision frequency or intermolecular attraction.

From information to an answer
  1. Name the task

    For a calculation, identify the required quantity and unit. For an explanation, identify the observation that needs explaining.

  2. Select the evidence

    Extract the relevant rows, axes and conditions. Distinguish a measurement from a proposed explanation; do not use every number just because it is present.

  3. Connect a principle

    State the chemical relationship that makes the evidence relevant. Check that the comparison holds other important variables constant.

  4. State the result and its limit

    Give a numerical answer with units, or a conclusion supported by a specific comparison. State an assumption where the inference depends on it.

Worked example

Assess a claim about a catalyst

Two runs use the same amount of reactant and the same temperature. Run A gives 40 cm3 of gas in 20 s; run B gives 40 cm3 in 50 s. Both eventually give 60 cm3. A report says: "A produces more product because it is faster."

  1. The time to reach the same volume is smaller for A: its average rate to 40 cm3 is 2.0 cm3 s-1, compared with 0.80 cm3 s-1 for B.
  2. The final volumes are the same under the same collection conditions, so these data do not show more final gaseous product in A.
  3. The evidence supports faster production, not a greater final amount. Identifying the cause as a catalyst also requires the stated experimental difference between the runs.
Answer

Compare rate using a time interval and final amount using the plateau. They answer different questions.

Check your understandingA table gives temperature, concentration, reaction time and the colour of the laboratory bench. Which information belongs in an explanation of a rate trend?Think it through, then reveal the answer
Use the temperature, concentration and reaction-time data, and check which variable was changed. Bench colour has no stated chemical role. Do not invent a relationship simply because a detail is supplied.
02

Turn measurements into a graph or calculation

Keep the meaning of each axis, ratio and unit visible.

Put the independent variable on the horizontal axis and the measured or derived dependent variable on the vertical axis. Label each axis with a quantity and unit, use a clear uniform scale, and plot the actual points. A best-fit line or smooth curve represents a trend; do not force it through every point or through the origin without a reason.

Gas collected in an illustrative reaction
Time / sGas volume / cm3
00
2024
4039
6045
8048

An interval rate is a gradient between two points

Between 20 and 40 seconds, gas volume increases from 24 to 39 cubic centimetres. The horizontal change is 20 seconds and the vertical change is 15 cubic centimetres. The curve becomes less steep later.

Illustrative measurements at constant collection temperature and pressure. The curve shows the trend; use the table for exact values.

Worked example

Calculate and interpret a gradient

Find the average gas-production rate between 20 and 40 s.

  1. Change in gas volume = 39 - 24 = 15 cm3.
  2. Time interval = 40 - 20 = 20 s. Average rate = 15 / 20 = 0.75 cm3 s-1.
  3. This is an interval average. A rate at one instant is the gradient of a tangent to the curve at that instant, where required.
Answer

0.75 cm3 s-1. The graph later becomes flatter, so the gas-production rate decreases.

Interpolation estimates a value within the measured range. Extrapolation extends a trend outside it and needs an extra assumption that the relationship continues. If a graph is linear, choose two well-separated points on the best-fit line for a gradient, not two close points chosen because they happen to be measurements.

Keep guard digits during working. Round the final answer to a precision justified by the inputs and any question instruction. A unit conversion changes the numerical value, not the physical quantity: 25.0 cm3 = 0.0250 dm3. Check dimensions before inserting numbers into a formula.

Check your understandingA gas-volume curve is high but nearly horizontal. Does its height show a high current reaction rate?Think it through, then reveal the answer
No. Its height gives the gas amount collected so far; its gradient gives the current gas-production rate. A nearly horizontal curve indicates a small rate.
03

Evaluate evidence and explain the direction of an error

An improvement is useful when it targets a specific limitation.

Different limitations need different responses
IssueEffect on evidenceUseful response
Random variationRepeated results scatter unpredictablyRepeat independent measurements; compare their spread and use a justified mean
Systematic biasResults are displaced consistently, for example by an incorrect calibrationCheck against a suitable standard or correct the apparatus/method; repetition alone does not remove the bias
Uncontrolled variableTwo possible causes change togetherHold that variable constant or design an additional comparison
Limited range or sampleA relationship may be supported only locallyCollect appropriate additional values; restrict the conclusion to the evidence

Accuracy concerns closeness to a valid reference value; precision concerns the closeness of repeated measurements. A tightly grouped set can still be inaccurate. An anomalous point is a reason to investigate the method and repeat a measurement, not permission to remove inconvenient evidence silently. Record an exclusion and its reason.

Write evaluation as a causal chain: limitation -> affected measurement -> effect on the calculated result -> targeted improvement. "Human error" and "use better equipment" do not identify what happened. For example, gas escaping before collection lowers measured gas volume; assembling a closed collection system before starting the reaction addresses that loss.

Check your understandingA thermometer reads 2 degrees too high at every temperature. Will averaging five identical readings remove that offset?Think it through, then reveal the answer
No. Averaging reduces the effect of random scatter, not a fixed calibration offset. Check or correct the thermometer against a suitable reference. A temperature difference measured by the same thermometer may cancel a constant offset, provided the offset is truly constant over that range.
04

Record measurements that another person can interpret

Use the instrument scale, a clear table and observations that preserve the sequence.

Choose apparatus for the needed measurement: a volumetric pipette delivers a fixed accurate volume, a burette delivers a variable accurately measured volume, a measuring cylinder is suitable for less exact volume work, and a balance measures mass. Read the scale at eye level to avoid parallax; use the bottom of the meniscus for a clear aqueous solution unless the instructions specify otherwise.

A result table keeps raw readings visible
TrialInitial burette / cm3Final burette / cm3Titre / cm3
Rough0.0024.8024.80
11.1025.5024.40
20.2024.6524.45
30.3024.7024.40

For Secondary Chemistry, the syllabus normally expects burette readings to the nearest 0.05 cm3, and sufficient titrations to obtain, for a good end-point, two titres within 0.20 cm3. Record both readings and the difference. Follow the question if it gives a particular agreement criterion; do not include the rough titre in a precise mean.

Worked example

Select a justified mean titre

Use the precise titrations in the table; their maximum separation is 0.05 cm3.

  1. Trials 1, 2 and 3 form a close group. The rough trial was for locating the end-point.
  2. Mean = (24.40 + 24.45 + 24.40) / 3 = 24.4166... cm3.
  3. Record a suitable rounded mean of 24.42 cm3; retain the unrounded value through subsequent calculations where useful.
Answer

24.42 cm3, with the selected trials clearly identified.

Separate raw observations from interpretation. "A white precipitate forms after three drops and dissolves in excess" preserves information that "positive test" loses. Record colour, physical state, changes on standing or warming, and any confirmed gas test. Put units in table headings; do not attach a unit to a pure ratio.

Check your understandingThe initial reading is 2.35 cm3 and the final reading is 26.70 cm3. What volume was delivered?Think it through, then reveal the answer
26.70 - 2.35 = 24.35 cm3. The final reading alone is not the delivered volume.
05

Make a titre correspond to the reacting amounts

The endpoint, rinsing and complete transfer determine what the number means.

A careful acid-base titration
  1. Prepare the measured solutions

    Rinse the burette with its solution and the pipette with the solution it will measure. Fill the burette tip, remove the funnel and record the initial reading. Use a pipette filler.

  2. Transfer a fixed aliquot

    Deliver the pipetted solution into a clean conical flask. Allow the pipette to drain as designed; do not blow out a residual tip drop unless it is a blow-out pipette.

  3. Locate the endpoint

    Add a small consistent amount of a suitable indicator. Swirl during addition, use a white background and add titrant dropwise near the endpoint. Rinse flask walls with distilled water if needed.

  4. Repeat and calculate

    Record the final reading and titre. Obtain agreeing precise titres, select a justified mean, then use concentration, volume and the balanced mole ratio.

The equivalence point is the stoichiometric completion of reaction. The endpoint is the observed indicator change. Choose an indicator whose transition lies in the steep pH change near equivalence; universal indicator gives a broad colour change and is unsuitable for precise titration. The required final colour depends on the indicator and which solution is added.

Check your understandingAfter transferring the alkali, a student adds a little distilled water to the conical flask. Must the titre increase?Think it through, then reveal the answer
No, assuming no reacting material is lost and the endpoint remains suitable. The amount of alkali in the flask is unchanged; it is merely more dilute.
06

Reason from an unknown test without guessing

A valid inference needs the right reagent, a clear observation and an appropriate comparison.

Use clean apparatus and a fresh small portion for each test. Add reagent gradually with mixing; observe a few drops, excess reagent and warming separately when instructed. Write the actual colour and physical change. A blue solution and a pale-blue precipitate are different observations. Name a gas only after the appropriate confirmatory test.

For a simple organic test, record the reagent and what changes. Bromine water changing from orange to colourless is consistent with an alkene under the relevant conditions, but decolourisation alone is not a universal proof of C=C because other substances can also react. Use the stated candidate structures and any other evidence to narrow the conclusion.

Check your understandingA solid disappears after excess reagent is added, leaving a clear coloured liquid. How should this be recorded?Think it through, then reveal the answer
State the original precipitate colour, that it dissolves in excess reagent, and the final solution colour. "The colour disappears" is inaccurate if the remaining solution is still coloured.

In G2 the gas tests you must know are hydrogen (lighted splint, squeaky pop), oxygen (glowing splint relights) and carbon dioxide (limewater turns milky). A question may describe another test and ask you to record or interpret what you would see: describe the change first, then state what it suggests.

07

Recover the substance you need

Choose a process from solubility, volatility and thermal stability.

The question determines what to keep
TaskMethodWhat is recovered
Remove an insoluble solid from a liquidFiltrationSolid is the residue; liquid passing through is the filtrate
Obtain a dissolved solid that crystallises on coolingConcentrate, cool, filter crystals, wash sparingly and dryCrystals; some solute remains dissolved in the mother liquor
Recover a solventSimple distillationCondensed vapour from the distillate; monitor the apparatus correctly
Compare soluble mixture componentsPaper chromatographySeparated spots, compared under the same conditions

For paper chromatography, use a pencil baseline above the solvent, small concentrated spots and a covered vessel where appropriate. Remove the paper before the solvent reaches the top and mark the solvent front immediately.

Check your understandingWhy wash a filtered insoluble precipitate with a small amount of distilled water?Think it through, then reveal the answer
To remove soluble solution and contaminants clinging to it. The wash should not dissolve an appreciable amount of the desired precipitate; consider solubility when choosing the washing conditions.

G2 practical work includes crystallisation of salts, filtration, paper chromatography and distillation. Describing the full preparation of a pure salt is not required.

Quick revision

Revisit the essentials, then return to an explanation when you need it.

Read the requested quantity or claim first. Select the relevant evidence, state the chemical connection and give a result with its unit or a justified conclusion.

A quick data check
QuestionCheck
What do the axes mean?Distinguish accumulated amount from its rate of change
Is the comparison fair?Check temperature, amounts and other potentially changing variables
What does the uncertainty affect?Trace its effect through the calculation; do not assume every error raises the answer
How far can I conclude?Distinguish interpolation from extrapolation and evidence from an untested explanation

For a G2 practical question: choose suitable apparatus, read scales at eye level, record raw readings with units in the table heading, describe what you see before concluding, and suggest a specific improvement rather than "be more careful".

Scope

Learning outcomes

Assessment Objective C: experimental skills in the theory papers. Use the outcome map to find the explanation for a particular syllabus requirement.

These labels map assessment skills and practical techniques, separately from the numbered theory outcomes. P, MMO, PDO and ACE are practical skill areas; T labels follow the listed techniques, and B labels follow H1 Assessment Objective B.

See the learning outcome map
  1. C1 Select and use techniques, apparatus and materials

    • Choose apparatus for measuring, separating and testing
    • Acid/alkali titration with pipette, burette and indicator
    • Separation by crystallisation, filtration, chromatography and distillation

    Record measurements that another person can interpretMake a titre correspond to the reacting amountsRecover the substance you need

  2. C2 Take readings and record observations

    • Read scales, burettes and thermometers
    • Units in table headings
    • Record colours, precipitates and gas tests

    Record measurements that another person can interpretReason from an unknown test without guessing

  3. C3 Interpret and evaluate data and observations

    • Read tables and plot graphs
    • Gradient, intercept or intersection
    • Separate observation from conclusion

    Read unfamiliar data with a purposeTurn measurements into a graph or calculationReason from an unknown test without guessing

  4. C4 Evaluate methods and suggest improvements

    • Identify sources of error
    • Suggest a needed modification
    • Comment on safety

    Evaluate evidence and explain the direction of an error