QCAA Agricultural Science EA study materials
QCAA Agricultural Science EA study resources

QCAA Agricultural Science EA key terms

QCAA Agricultural Science EA · Get comfortable with the vocabulary.

Reliability

The extent to which repeated measurements or trials under the same conditions give consistent results, allowing a researcher to trust that variation is not simply random error.

Related: Precision, Validity, Replication
Validity

Whether a measurement or investigation actually tests what it claims to test, so conclusions drawn from the data genuinely answer the stated research question.

Related: Reliability, Controlled variable, Bias
Accuracy

How close a measured value is to the true or accepted value, usually improved by calibrating instruments and reducing systematic error rather than by repeating trials.

Related: Precision, Systematic error, Calibration
Precision

How closely repeated measurements agree with one another, regardless of whether they are near the true value, and typically expressed through spread or standard deviation.

Related: Accuracy, Reliability, Standard deviation
Systematic error

A consistent, directional deviation from the true value caused by faulty equipment, poor calibration or flawed technique, which shifts all readings in the same direction.

Related: Random error, Calibration, Accuracy
Random error

Unpredictable variation in measurements caused by environmental fluctuations, observer judgement or instrument limits, which scatters readings around a mean and is reduced by averaging repeats.

Related: Systematic error, Replication, Standard deviation
Controlled variable

A factor deliberately held constant across treatments so that any observed change in the dependent variable can be attributed to the independent variable.

Related: Independent variable, Dependent variable, Validity
Independent variable

The factor the researcher deliberately manipulates or selects between treatments, such as irrigation rate or fertiliser concentration, to observe its effect.

Related: Dependent variable, Controlled variable, Treatment
Dependent variable

The measured response of the organism or system, such as yield, growth rate or liveweight gain, which is recorded to assess the effect of the independent variable.

Related: Independent variable, Controlled variable, Measurement error
Replication

Repeating a treatment across multiple independent experimental units, such as separate plots or animals, so that natural variation can be separated from treatment effects.

Related: Randomisation, Reliability, Sample size
Randomisation

Allocating experimental units to treatments by chance so that confounding factors are spread evenly across groups and do not bias the comparison.

Related: Replication, Confounding variable, Bias
Confounding variable

An unmeasured factor that varies alongside the independent variable and can produce an apparent treatment effect that is not genuinely caused by the treatment.

Related: Controlled variable, Randomisation, Validity
Bias

A systematic distortion in sampling, measurement or reporting that pushes results away from the truth, often arising from non-random selection or observer expectations.

Related: Randomisation, Sampling method, Validity
Sample size

The number of independent observations or experimental units included in a study, which influences the precision of estimates and the power to detect real differences.

Related: Replication, Standard deviation, Significance
Standard deviation

A statistic describing the typical spread of values around the mean, so a large value indicates highly variable data and greater uncertainty in the estimate.

Related: Precision, Random error, Sample size
Measurement error

The difference between a recorded value and the true value, arising from instrument resolution, technique, environmental conditions or observer interpretation.

Related: Accuracy, Systematic error, Calibration
Calibration

Checking and adjusting an instrument against a known standard so that its readings correspond closely to true values before data collection begins.

Related: Accuracy, Systematic error, Measurement error
Treatment

A specific level or combination of the independent variable applied to experimental units, such as a particular fertiliser rate or stocking density.

Related: Independent variable, Replication, Control group
Control group

A comparison group that receives no treatment or a standard practice, providing a baseline against which the effect of the manipulated variable is judged.

Related: Treatment, Independent variable, Validity
Outlier

A data point that lies unusually far from the rest of the observations, which should be checked for measurement or recording error before being retained or excluded.

Related: Random error, Standard deviation, Data transformation
Qualitative data

Non-numerical observations such as colour, behaviour, condition scores or farmer comments, which describe qualities rather than quantities and are often categorised for analysis.

Related: Quantitative data, Observation, Data transformation
Quantitative data

Numerical measurements such as mass, length, yield or concentration that can be summarised statistically and compared between treatments.

Related: Qualitative data, Standard deviation, Significance
Significance

The judgement, usually from a statistical test, that an observed difference is unlikely to have arisen by chance alone at a chosen probability threshold.

Related: Standard deviation, Sample size, Hypothesis
Hypothesis

A testable, specific prediction about the relationship between variables that guides experimental design and can be supported or rejected by the collected data.

Related: Independent variable, Dependent variable, Significance
Research question

A focused, answerable question that frames an investigation, specifying the system, variables and context so that data collection and analysis stay directed.

Related: Hypothesis, Secondary source, Citation
Secondary source

Information produced by someone other than the investigator, such as scientific papers, industry reports or government statistics, used as evidence in a research investigation.

Related: Primary source, Citation, Peer review
Primary source

Data or evidence generated directly by the investigator or by the original researcher of a study, rather than interpreted secondhand through another author's summary.

Related: Secondary source, Reliability, Citation
Peer review

Evaluation of a scientific article by independent experts before publication, which strengthens credibility but does not guarantee that findings are correct or applicable locally.

Related: Secondary source, Citation, Reliability
Citation

Acknowledging the source of information or ideas using a consistent referencing style, allowing readers to locate the original evidence and avoiding plagiarism.

Related: Secondary source, Research question, Peer review
Plagiarism

Presenting another person's words, data or ideas as one's own without appropriate acknowledgement, which breaches academic integrity requirements for investigated and reported work.

Related: Citation, Secondary source, Research question
Sustainable agriculture

Farming that meets current production needs while maintaining soil, water and biodiversity resources so that future productivity and profitability are not diminished.

Related: Soil health, Biodiversity, Best management practice
Soil health

The capacity of soil to function as a living system, supporting plant growth, cycling nutrients and water, and resisting degradation under agricultural use.

Related: Soil organic matter, Erosion, Sustainable agriculture
Soil organic matter

The decomposed plant and animal material in soil, which improves structure, water-holding capacity and nutrient supply and is a common indicator of soil condition.

Related: Soil health, Carbon sequestration, Nutrient cycling
Erosion

The detachment and transport of soil by water or wind, often accelerated by bare ground, overgrazing or cultivation, reducing long-term productive capacity.

Related: Soil health, Ground cover, Best management practice
Ground cover

The proportion of soil surface protected by vegetation, crop residue or mulch, which reduces raindrop impact, runoff and erosion risk.

Related: Erosion, Best management practice, Soil health
Nutrient cycling

The movement of nutrients between soil, plants, animals and the atmosphere through processes such as decomposition, uptake, leaching and volatilisation.

Related: Soil organic matter, Leaching, Fertiliser
Leaching

The downward movement of dissolved nutrients, particularly nitrate, through the soil profile beyond the root zone, reducing efficiency and risking groundwater contamination.

Related: Nutrient cycling, Fertiliser, Runoff
Runoff

Water that flows across the soil surface rather than infiltrating, carrying dissolved nutrients and sediment into waterways and reducing water available to crops.

Related: Leaching, Erosion, Ground cover
Best management practice

A recognised, evidence-based farming technique or system, such as controlled traffic or precision application, adopted to reduce environmental impact while maintaining production.

Related: Sustainable agriculture, Ground cover, Precision agriculture
Precision agriculture

Using sensor, satellite or variable-rate technology to apply inputs only where and when needed, improving efficiency and reducing off-site nutrient and chemical losses.

Related: Best management practice, Leaching, Fertiliser
Biodiversity

The variety of species, genetic variation and ecosystems present in an agricultural landscape, supporting pollination, pest control and resilience to environmental change.

Related: Sustainable agriculture, Integrated pest management, Ecosystem service
Ecosystem service

A benefit that natural processes provide to agriculture, such as pollination, nutrient cycling, water filtration or pest suppression, often reduced when biodiversity declines.

Related: Biodiversity, Integrated pest management, Sustainable agriculture
Integrated pest management

A combined strategy using monitoring, biological control, cultural practices and targeted chemicals so that pesticide use is minimised and resistance risk is reduced.

Related: Biodiversity, Ecosystem service, Best management practice