Methods, scoring and limitations

By Ethan Tian · Updated October 6, 2026 · Educational information; no professional clinical review.

Framework evidence and questionnaire evidence are different

Big Five and adult attachment are research frameworks. PulseTrait uses original wording inspired by these ideas. A citation to a framework is not a reliability or validity study of our items, and these tests are not official administrations of the BFI, BFI-2, ECR or ECR-R.

No independent validation study or representative population norms have been established for these two PulseTrait questionnaires. The creator has no professional psychology or mental-health qualifications. Results are educational self-reports, not clinical assessments.

Attachment: four independent raw scores

The 24 items are organized into Secure, Anxious, Avoidant and Fearful-Avoidant groups, with six items per group. Strongly Disagree scores 1, Disagree 2, Neutral 3, Agree 4 and Strongly Agree 5. There are no reverse-scored items.

Each total is 6–30. The groups are scored separately; they do not add up to 100. A score of 24 is a sum of endorsed statements, not “80% anxious,” an 80th percentile or a probability. The chart scales each bar against a fixed maximum of 30.

The largest total is displayed first. Ties are explicitly identified; the internal order Secure, Anxious, Avoidant, Fearful-Avoidant has no psychological meaning. The report uses preset educational descriptions and may compare two scores within four points. This is an editorial rule, not a validated cutoff defining a mixed pattern.

There are no validated low, medium or high bands. Context can matter as much as a label: reflect on which relationship you had in mind, whether stress affected your answers, and whether several descriptions fit.

Inspect the test’s scoring explanation · Read a complete fictional report

Big Five: five questionnaire scores on a 0–100 scale

The 44 original items measure Openness (9 items), Conscientiousness (9), Extraversion (8), Agreeableness (9) and Neuroticism (9). Each answer is scored 1–5. Two items in each dimension are reverse-scored, for ten reverse-scored items in total.

A reverse-scored answer contributes 6 − answer value: 1 becomes 5, 2 becomes 4, 3 stays 3, 4 becomes 2 and 5 becomes 1. Reverse scoring aligns oppositely worded statements with the same dimension.

For a dimension with n items, sum the scored answers as S. Its displayed score is round(100 × (S − n) ÷ (4n)). For example, an Extraversion total of 24 across eight items becomes 50/100. The endpoints describe the minimum and maximum possible questionnaire totals.

The code labels scores below 35 as low, 35–64 as medium, and 65–100 as high. These are editorial display bands, not population-based or clinically validated thresholds. A score of 80 does not mean you scored higher than 80% of people.

The result highlights the largest numerical score and discusses the full five-score pattern. Cross-dimension ranking is a presentation choice, not proof that a trait is psychologically dominant: different item wording can produce different endorsement levels. Close scores and tied scores should be read together.

Scoring version 2 includes reverse scoring and rejects saved progress from incompatible older versions. Open the Big Five test · Read the score interpretation guide

What remains to be validated

  • Reliability: whether groups of items are consistent and whether scores are stable enough over an appropriate retest interval.
  • Validity: whether the intended constructs are measured, compared with appropriate established measures and relevant observations.
  • Sample and fairness: who participated, how participants were recruited, and whether wording and measurement behave consistently across groups.
  • Norms: representative reference data, if collected and justified. No current score is a population percentile.

These are future evaluation needs, not completed work or a promise that validation will succeed. Any future study should report its methods, sample, results and limitations.

Selected framework references

  • Bartholomew, K., & Horowitz, L. M. (1991). Attachment styles among young adults: A test of a four-category model. Journal of Personality and Social Psychology, 61(2), 226–244. DOI
  • Fraley, R. C., Waller, N. G., & Brennan, K. A. (2000). An item-response theory analysis of self-report measures of adult attachment. Journal of Personality and Social Psychology, 78(2), 350–365. DOI
  • Goldberg, L. R. (1990). An alternative “description of personality”: The Big-Five factor structure. Journal of Personality and Social Psychology, 59(6), 1216–1229. DOI
  • Soto, C. J., & John, O. P. (2017). The next Big Five Inventory (BFI-2): Developing and assessing a hierarchical model with 15 facets to enhance bandwidth, fidelity, and predictive power. Journal of Personality and Social Psychology, 113(1), 117–143. DOI