Scoring, Benchmarking, and Result Interpretation
Why score interpretation matters
An assessment score has meaning only when the scoring method and comparison basis are understood.
A percentage, percentile, proficiency level, and benchmark are not interchangeable.
Common score types
Raw score
The number of points earned before conversion or weighting.
Percentage score
The proportion of available points earned, usually expressed from 0 to 100.
A percentage does not automatically indicate how the candidate compares with other test takers.
Percentile
A percentile describes relative standing within a defined comparison group.
For example, the 75th percentile means that the score was higher than approximately 75 percent of the relevant comparison group. It does not mean that the candidate answered 75 percent of questions correctly.
Proficiency level
A proficiency level places performance into a defined band, such as Beginner, Intermediate, Advanced, or CEFR A1 to C2.
Benchmark
A benchmark is a reference point used to compare performance. It may be based on a customer-defined threshold, a role group, a test-taker population, or another defined dataset.
Are all Testlify scores comparable?
No. Scores from different assessments should not be directly compared unless their scales were specifically designed and validated for that purpose.
A score of 80 on one test may not represent the same level of ability as 80 on another test.
How should cut scores be set?
A cut score should reflect the minimum evidence needed for the role.
Employers should consider:
- job analysis
- consequences of false positives and false negatives
- required proficiency
- available validation evidence
- differences between essential and trainable skills
- subgroup outcomes
- local legal requirements
Avoid using an arbitrary threshold simply because it appears mathematically neat.
What affects a score?
Scores may be affected by:
- assessment content and difficulty
- time limits
- question weighting
- adaptive or fixed delivery
- negative marking, if applicable
- skipped or unanswered questions
- language proficiency
- device or technical conditions
- accommodations
- proctoring interruptions
Customers should review the report and assessment configuration before interpreting the result.
Frequently asked questions
Is percentage score the same as percentile?
No. Percentage reflects points earned. Percentile reflects relative standing within a comparison group.
Can two candidates with the same score have different strengths?
Yes. Their section-level or competency-level performance may differ.
Should customers automatically reject candidates below a threshold?
Not without considering score precision, job relevance, other evidence, and the consequences of the decision.
Can benchmarks change?
Yes. Benchmarks may change when the comparison population, assessment version, or available data changes.
Can results from different test versions be compared?
Only where score comparability has been established. Version changes may affect content and difficulty.