Planning: Variables, Controls, Risk

Learn and apply Planning: Variables, Controls, Risk in the published Chemistry course sequence.

  • GCE A-Level H2 Chemistry 9476-2027
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Planning: Variables, Controls and Risk: Orientation

Planning questions are one of the easiest ways to gain (or lose) marks. The mark scheme rewards clarity: measurable variables, real control methods, and credible risk management.

Use this with Paper 4 Skills: Planning, MMO, PDO, ACE and the Practical and QA (A Level) hub so method, data, and evaluation marks stay aligned.

Definitions (Must Know)

A. Independent variable (IV)

The independent variable is the quantity you deliberately change.

B. Dependent variable (DV)

The dependent variable is the quantity you measure to see the effect of the IV.

C. Controlled variables (CV)

Controlled variables are quantities you keep constant (using a stated method) so the test is fair.

D. Hazard, risk, control measure

  • Hazard: what can cause harm (e.g. corrosive acid).
  • Risk: what could happen (e.g. splash burns).
  • Control measure: what you do to reduce the risk (e.g. goggles, small volumes, immediate rinsing).

Detailed Explanations

A. Workflow: write IV, DV, CV in one minute

  1. Write the IV with a range and how you set it (e.g. dilution with volumetric glassware).
  2. Write the DV with instrument + unit (what reading, how measured).
  3. List 3–6 CV and give a control method for each.

Mini example (rate experiment):

  • IV: concentration of HCl(aq) from 0.50 to 2.00 mol dm⁻³ (prepared by dilution in volumetric flasks)
  • DV: time for a fixed visual change / fixed gas volume (s, measured with stopwatch)
  • CV: temperature (298 K water bath), total volume (fixed), mass/surface area of solid (same chips/sieved), mixing (same swirling), start/stop point definition

Because changing more than one factor changes the DV for multiple reasons, therefore you must state control methods to isolate the IV’s effect.

B. Writing variables properly (what examiners accept)

Better than “temperature”:

  • “temperature of the reaction mixture maintained at 298 K using a water bath”

Better than “amount of reactant”:

  • “volume of acid used (25.0 cm³ measured with a pipette)”

C. Controlling variables (methods that earn marks)

Common control methods:

  • temperature: water bath + thermometer, allow equilibration time
  • volumes: pipette/burette rather than a measuring cylinder
  • mass of solid: balance to 0.01 g, same particle size (sieve) if relevant
  • mixing: stirrer or consistent swirling pattern
  • timing: same start point definition (e.g. start stopwatch at acid addition)

D. Risk and safety (what to include)

A good risk paragraph typically includes:

  • hazard (what is dangerous)
  • risk (what could happen)
  • control (what you do to reduce it)

Examples:

  • acids/alkalis: splash risk → goggles, immediate rinsing, small volumes
  • flammables: ignition risk → keep away from flames, use water bath not Bunsen
  • toxic gases: inhalation risk → work in fume cupboard, small scale
Safety (Write What’s Relevant)

In Paper 4, don’t write a generic safety paragraph. Write the hazards that match the reagents in the question (corrosive, toxic, flammable, oxidising) and give a specific control measure.

E. Repeats, means, and anomalies (PDO + ACE marks)

  • Plan for ≥3 repeats at each IV value.
  • If you use a mean, state the rule (e.g. “ignore an anomalous result with a stated reason, then calculate the mean of the remaining values”).
  • If a graph is required, plan it in the method: “plot DV against IV and draw a line of best fit”.

Repeats Improve Reliability (Illustrative)

Repeats Improve Reliability (Illustrative). 1/sqrt(n) plotted as Random uncertainty factor against Number of repeats, n.

Scroll across the graph to read all labels.

Repeats Improve Reliability (Illustrative). 1/sqrt(n) plotted as Random uncertainty factor against Number of repeats, n.Repeats Improve Reliability (Illustrative). 1/sqrt(n) plotted as Random uncertainty factor against Number of repeats, n.
Illustrative: random uncertainty in the mean typically decreases roughly as 1/sqrt(n), so repeats reduce scatter and improve reliability.
Open full-size graph
View figure data
Values for Repeats Improve Reliability (Illustrative)
Number of repeats, n (arbitrary units)1/sqrt(n)
11
20.71
30.58
40.5
50.45
60.41

Worked Examples

Modelled example 1

Turn “Keep Temperature Constant” into a Method

Core

Problem

Improve the control statement “keep temperature constant” so another student could carry it out.
Study the worked solution
  1. Set the value

    Method

    State the controlled temperature, for example 298 K.

    Reason

    A named value makes the control reproducible across every trial.

    Working

    Controlled variable: reaction-mixture temperature at 298 K.
  2. Name the control method

    Method

    Place the reactants in a 298 K water bath and monitor them with a thermometer.

    Reason

    The bath transfers heat to or from the reactants while the thermometer checks the actual temperature.

    Working

    Water bath + thermometer.
  3. Define when to begin

    Method

    Allow the reactants to equilibrate before mixing and starting the measurement.

    Reason

    Otherwise their initial temperatures may differ despite using the same bath.

    Working

    Start only after both reactants reach 298 K.

Guided practice 2

Manage an Inhalation Risk

About 6 min

Problem

An experiment produces a small amount of a gas that must not be inhaled. State the risk and two matched control measures.

Try this before viewing the solution

Exposure route
Engineering control
Exposure reduction

Hints

Hint 1: route
Name how the gas could cause harm before choosing a control.
Hint 2: hierarchy
Contain the gas at source and reduce the amount that could escape.
View solution step by step
  1. State hazard and risk

    Method

    State that the gas is harmful by inhalation and may escape into the breathing zone.

    Reason

    A risk statement links the hazardous property to a credible exposure route.

    Working

    Hazard: harmful gas; risk: inhalation if released.
  2. Control exposure

    Method

    Carry out the small-scale reaction in a functioning fume cupboard.

    Reason

    The cupboard removes escaped gas, while small quantities reduce the possible exposure.

    Working

    Control = fume cupboard + minimum practicable scale.

Common misconception 3

Correct “Repeats Improve Accuracy”

Find and correct the mistake

Learner claim

A learner writes, “Repeat the experiment three times to remove systematic error and improve accuracy.” Correct the claim.

Try this before viewing the solution

What repeats improve
Systematic error needs

View solution step by step
  1. State what repeats show

    Method

    Use repeats to reveal random variation, identify anomalies and calculate a mean.

    Reason

    Random deviations may average in different directions.

    Working

    Repeats primarily improve reliability of the estimate.
  2. Separate systematic error

    Method

    Calibrate or replace biased apparatus, or change the flawed procedure.

    Reason

    A systematic offset acts in the same direction on every repeat and remains in their mean.

    Working

    Repeating a biased method reproduces the bias.

Examiner practice 4

Write Operational Variables for a Rate Plan

4 marks

Examination question

A student investigates how temperature affects the rate of reaction between a solid and an acid by collecting gas. State the independent variable, the dependent variable and two controlled variables, including how each is set or measured. [4 marks]

Try this before viewing the solution

View solution step by step
  1. Independent variable

    1 mark

    Method

    Vary the initial reaction temperature over a stated range using thermostatically controlled water baths.

    Reason

    The method must deliberately set the variable being investigated.

    Working

    Example range: 288–318 K in 10 K intervals.
  2. Dependent variable

    1 mark

    Method

    Measure the time in seconds to collect a fixed gas volume in a gas syringe.

    Reason

    This gives an operational rate measure with an instrument, endpoint and unit.

    Working

    DV: time for 20.0 cm³ gas.
  3. Controlled reactant quantities

    2 marks

    Method

    Use the same acid concentration and pipetted volume, and the same mass and particle-size range of solid in every trial.

    Reason

    Reactant amount, concentration and surface area also affect rate.

    Working

    Fixed acid by pipette; fixed solid mass by balance and size by sieving.

Challenge 5

Plan a Surface-Area Investigation by Mass Loss

Minimal support

Planning transfer

Plan the key variables for investigating how calcium carbonate particle size affects reaction rate with hydrochloric acid by measuring mass loss.

Try this before viewing the solution

Independent variable
Dependent measurement
Essential solid control

Hints

Hint 1: operationalise size
Use sieves to define particle-size ranges.
Hint 2: connect mass to gas
Carbon dioxide escapes, so the balance reading falls as reaction proceeds.
View solution step by step
  1. Set the surface-area variable

    Method

    Use equal masses of calcium carbonate in distinct sieved particle-size ranges.

    Reason

    This changes surface area while controlling the amount of solid.

    Working

    IV: sieve fraction; control: same m(CaCO₃).
  2. Define measurement and controls

    Method

    Record flask mass at fixed time intervals; keep acid concentration and volume, temperature, flask and mixing method constant.

    Reason

    Mass loss tracks escaping CO₂ only if other rate factors are controlled.

    Working

    DV: mass loss against time; derive initial rate from the early gradient.
  3. Plan reliable evidence

    Method

    Repeat each size range, identify anomalies, compare mean rate curves and use eye protection for acid splash risk.

    Reason

    Repeats support reliability and the safety control matches the reagent hazard.

    Working

    One coherent plan covers P, MMO, PDO and ACE.

Mind Stretchers

Mind stretcher 1Extension

You are asked to plan an experiment to investigate how the concentration of Na₂S₂O₃(aq) affects the rate of reaction with HCl(aq) using the “disappearing cross” method. Write the IV, DV, and four CV (with control methods).

Show Hint

Write the variable name, the operational method used to set or measure it, and a chemical-specific control.

Show Answer

Mark scheme (example):

  • IV: concentration of Na₂S₂O₃(aq) (prepare by dilution to a range, e.g. 0.020–0.100 mol dm⁻³ using volumetric pipettes/flasks).
  • DV: time for the cross to disappear (s), start timing on acid addition and stop when cross is no longer visible.
  • CV: temperature (298 K water bath; check with thermometer), total volume of mixture (keep constant), concentration/volume of HCl(aq) (fixed using pipette/measuring cylinder stated), depth of solution / same flask (same conical flask), mixing method (same swirling pattern), lighting/background (same paper cross and lighting).

Mind stretcher 2: Planning when two variables change togetherExtension

Question. A proposed rate experiment increases acid concentration by adding more stock acid while keeping the water volume unchanged. Explain why the plan is confounded and rewrite the preparation so concentration is the only intended variable.

Show Hint

Write the variable name, the operational method used to set or measure it, and a chemical-specific control.

Show Answer

Adding more stock acid changes both concentration and total reaction volume, so collision frequency and reactant amount are not isolated. Prepare equal total volumes using measured complementary volumes of stock acid and water, then add the same amount and surface area of the other reactant at the same controlled temperature. State the concentration series, apparatus and repeat strategy.