THE METHOD BEHIND THE COLLECTION

Understand the working.

Every questionnaire has a structure. Every score has a meaning. Every interpretation needs context. Here is how our 20 original frameworks turn responses into a personal report.

Fixed scoring rulesVersioned frameworksOpen research library

01 / THE PURPOSE

Structured reflection, grounded in questions.

The collection explores personality-related preferences, work practices, interests, values, and collaboration. Each framework defines a particular area of reflection, organizes it into dimensions, and connects those dimensions with original statements and a ten-chapter research guide.

A useful reading moves between the profile and lived experience: identify a recognizable pattern, find an example, consider a counterexample, and choose an optional practice to explore. The intended use is voluntary adult self-reflection and development. These editions are not designed for diagnosis, hiring selection, promotion, employee ranking, disciplinary action, or other consequential decisions.

02 / THE QUESTIONNAIRES

A consistent response experience.

DISC-100 contains 100 statements across four dimensions, with 25 statements in each: 20 forward-keyed and five reverse-keyed. The other 19 frameworks each contain 60 statements across four, five, or six dimensions. Four-dimension frameworks have 15 statements per dimension, including three reverse-keyed statements; five-dimension frameworks have 12, including three reverse-keyed statements; six-dimension frameworks have ten, including two reverse-keyed statements. The edition table below lists each framework’s structure.

Every statement uses five response options: strongly disagree (1), disagree (2), neutral (3), agree (4), and strongly agree (5). Participants consider recent, typical work or collaborative behavior. There is no timer. All 100 DISC answers, or all 60 answers for another framework, are required to complete a report; participants can save progress before completion.

Forward and reverse directions express different aspects of the proposed content. They contribute to the same dimension after scoring. Questions, keys, and definitions are fixed for each instrument version, so every participant taking that edition encounters the same statement set.

03 / THE SCORING

From five response options to one dimension index.

  1. Check that every required answer is an integer from 1 to 5 and belongs to the selected assessment.
  2. Keep each forward-keyed answer as entered. Transform a reverse-keyed answer using 6 − answer: 1 becomes 5, 2 becomes 4, and 3 remains 3.
  3. Calculate the mean of the keyed answers in each dimension. Every statement has equal weight within its dimension.
  4. Map that mean onto a 0–100 response-scale index, rounded to the nearest integer.
DIMENSION INDEXround((keyed mean − 1) × 25)

A keyed mean of 3.4 produces an index of 60.

The index describes endorsement on the response scale. It is not a population percentile, a probability of an outcome, or a percentage of skill achieved. Each dimension is calculated independently, so the scores do not add to 100. The midpoint of 50 is simply the center of the response scale.

The formula uses equal weights and no demographic adjustment, population ranking, or random component. Small differences should be interpreted cautiously because measurement precision and meaningful-change thresholds have not yet been established for these editions.

04 / THE REPORT

Predefined interpretation. A clear chain from answer to report.

Scoring and report assembly run deterministically in our application’s server code. The engine applies the selected version’s fixed keys, calculates the indices, and selects from predefined interpretation text and reflection prompts. No external AI model, assessment-evaluation API, or interpretation service generates the scores or narrative.

The six-page report combines the response profile, dimension interpretations, contextual considerations, response-pattern notes, and practical follow-up prompts. Explicit rules control which passages appear. Some descriptions use the response-scale midpoint to choose an interpretation; that is a presentation rule rather than an empirically established psychological cutoff. Tied scores remain ties, and the ordering of dimensions describes the submitted responses.

The same valid answers under the same instrument and report-engine versions produce the same scores and interpretive content. The report name, completion date, and identifier are separate record information. Version labels document the design used, while account and storage services support private access and persistence.

Response-pattern notes can identify uniform or predominantly neutral answers. They describe the answer pattern; they do not establish deception, inattention, or accuracy. The report remains a starting point for a participant’s own examples and considered interpretation.

05 / THE RESEARCH LIBRARY

Follow ideas back to their sources.

Our 200-chapter library examines the research traditions surrounding the collection. The guides cover historical origins, construct definitions, measurement choices, interpretation, context, and practical questions. Chapters link to their sources and distinguish published findings from our original examples and proposed designs.

Study populations, measures, and settings matter. A finding about a related construct or another questionnaire can inform a design question without establishing the performance of our own instrument. Familiar research traditions provide context; references do not imply endorsement, affiliation, certification, or professional accreditation.

Some chapters propose future investigations: cognitive interviews, observer comparisons, repeated observations, missing-response analyses, or alternative scoring ideas. Those proposals are not live features. The current implementation requires all statements, applies the equal-weight formula above, and produces the predefined six-page report. Adopting a different approach would require evaluation and an explicit version change.

Explore the research library

06 / THE CURRENT EVIDENCE STATUS

Research-informed frameworks in development.

These are original development editions.
Published scholarship informs the constructs and design choices. Instrument-specific reliability, validity, population norms, fairness, and predictive accuracy have not yet been established. A profile should therefore be used within the reflection purpose described above.

The next research questions are concrete. Do participants understand the intended practice? Are the proposed dimensions distinguishable? How much variation reflects the construct, the wording, or the situation? Content review and cognitive interviews should address comprehension before preregistered pilots and independent confirmation examine item behavior, dimensional structure, reliability with uncertainty, stability, and convergent and discriminant evidence.

Fairness studies should examine language, access, role authority, and opportunities to demonstrate a practice. Evidence must fit the intended population and use. Outcome claims would require independent outcomes and a design that addresses alternative explanations. Sampling, exclusions, revisions, and unsuccessful findings should be documented, with room to revise or reject a proposed dimension.

That research agenda describes work still to be carried out. A favorable report, a customer comment, or a higher score on a repeat attempt cannot establish validity or demonstrate that an intervention worked.

07 / THE FRAMEWORK RECORD

The current editions.

Each assessment and report carries a version so its content and scoring design can be identified.

08 / PARTICIPATION & ACCESS

Know what you are sharing.

Before beginning, participants are told that the account creating the assessment receives their name, completion status, and report. Starting an assessment ties the participant link to that browser session. Participation should be voluntary and based on understanding that sharing arrangement. The privacy and participation page explains access, retention, and deletion.

Free preview creation is open, with a total limit of 50 assessments per verified account across the collection. No payment is collected. The planned DISC price at paid launch is $250 USD per assessment; prices for other frameworks have not been announced.