Level 8 · Performance Engineering and Evaluation

Comparative Evaluation: Choosing the Right Test

Triangle, paired, ranking, duo-trio or descriptive? Choose the test that answers your question, understand chance levels and avoid asking the wrong thing.

In short

Each sensory test answers one question. Use a triangle test to ask "are these different?", a paired comparison for "which has more of this attribute?", ranking for "what order are these in?", descriptive profiling for "how exactly do they differ?", and a preference test with real consumers for "which do people like?". Using the wrong test is one of the most common errors in evaluation.

What you will learn

  • Match a question to a sensory test
  • Calculate guessing probability for common tests
  • Avoid the common mismatches

Before this lesson: Design a Wear Test: Study Guide

Choose by the question

Common tests, what each asks and its guessing rate
QuestionTestChance of a correct guessWho
Is there any perceptible difference?Triangle1 in 3Screened assessors
Same as this reference?Duo-trio1 in 2Screened assessors
Which is stronger, or sweeter?Paired comparison1 in 2Assessors who agree on the word
What is the order of intensity?RankingDepends on the number of samplesAssessors
How exactly do they differ?Descriptive profileNot applicableA trained panel
Which do people prefer?Preference or hedonicNot applicableTarget consumers

The reference guides on the triangle test and consumer testing go further into each. Formal versions exist in standards such as ISO 4120, and our home versions are not those.

Chance levels, worked

You saw the triangle arithmetic in blind practice. A paired test has a higher chance level, so it takes more correct answers to mean the same thing:

Probability of at least this many correct out of 10, guessing
CorrectPaired or duo-trio (1 in 2)Triangle (1 in 3)
5 or more62%21%
6 or more38%7.7%
7 or more17%2.0%
8 or more5.5%0.34%
9 or more1.1%0.035%

So 7 of 10 is respectable for a triangle, and weak for a paired test. These figures assume independent trials, which repeated sniffing by one person does not fully meet, so treat them as approximate.

Common mismatches

  • "Which do you prefer?" to find out if two are different. People give an answer even if they cannot tell them apart.
  • A triangle test to decide which is better. It asks only if they differ.
  • A paired test with an undefined word. Everyone needs to mean the same by "fresh".
  • Asking trained assessors what consumers will like. Their job is to detect and describe.
  • Asking friends for preference and then reporting it as market data. They are not your market, and they want to please you.

Keeping it fair

  • Code samples with random numbers, and vary the order between people.
  • Prepare samples at the same time, on the same substrate and at the same strength.
  • Limit the number of samples, and allow rest.
  • Separate assessors, and do not let them discuss it.
  • Decide what result would change your mind before you look.

Practical exercise: Match tests to questions, then run one

About 50 minutes · You will have: five questions matched to tests, plus one small test run and analyzed

  1. Match each to a test, with a reason: (a) did a new lot change our product? (b) which of two mods should we show the client? (c) is B sweeter than A? (d) how does B differ from A? (e) can a cheaper version pass as the original?
  2. Choose one of (a), (c) or (e), and run ten trials with one or more people.
  3. Compare your score with the table above.
  4. Write your conclusion, including what you did not test.

Suggested answers: (a) triangle; (b) a preference test with the client's target people, plus judgment against the brief; (c) paired; (d) descriptive; (e) triangle, followed by consumer testing, knowing that failing to detect a difference is not proof of none.

You have done this well if your conclusion uses the right chance level, and does not claim more than the test asks.

Common mistakes

  • Treating 6 of 10 as success. Check the table for your test.
  • Reporting "no difference" as "identical". It means none was detected.
  • Letting one strong opinion spread. Do not discuss samples until all answers are in.

Key terms

Paired comparison
A test showing two samples and asking which has more of a named attribute. Guessing is right half the time.
Duo-trio test
A test with a known reference and two coded samples, one matching the reference. Guessing is right half the time.

Knowledge check

1. You want to know whether two batches differ at all. Which fits best?
Show the answer

Triangle test. A difference test asks exactly that, with a known chance level.

2. In a paired comparison, what is the chance of getting 8 of 10 right by guessing?
Show the answer

About 5%. 8 or more of 10 at p = 0.5 is 56/1024, or about 5.5%.

3. You want to know which of two versions people prefer. What should you not use?
Show the answer

A trained panel's triangle test. Telling two samples apart is a different question from which is liked, and trained assessors are not your market.

Written and reviewed by the RUŌOD Lab team. This is general education, not legal, regulatory, medical or safety advice. Example dilutions and exercises are for learning, are not validated products, and have not been safety-assessed. Completing a lesson confers no qualification. How we check these lessons.