Methodology

How these tests are built

Most personality sites will not tell you how their test works. Here is ours, including the parts that are not flattering.

What each test is based on

What's Your Attachment Style?

Built on the two-dimension model of adult attachment — attachment anxiety and attachment avoidance — that underlies the Experiences in Close Relationships research tradition. The nine styles are positions on those two continuous dials, not nine separate boxes. The items are our own wording, written to match that model; they are not the original research scale.

Length: 30
Item format: 18 forced-choice scenarios · 12 agree/disagree statements
Scored dimensions: Relationship anxiety · Closeness avoidance
Result space: 9 types, assigned by position on both dials
Reverse-scored items: 5 of 12 statements

What's Your Money Personality?

Built on the money-script framework: four learned beliefs about money — avoidance, worship, status and vigilance — identified in Klontz's work on financial psychology. Most people run two scripts at once, which is why the test can return a blend rather than a single script.

Length: 30
Item format: 18 forced-choice scenarios · 12 agree/disagree statements
Scored dimensions: Money avoidance · Money worship · Money status · Money vigilance
Result space: 10 types, assigned by highest-scoring dimension, with blends
Reverse-scored items: 4 of 12 statements

How Do You Love & Connect?

A reflection on your own relationship habits across five dimensions: handling disagreements, time together, affection, planning and emotional openness. The questions draw on relationship research and have been adapted for this site. They explore everyday preferences rather than the two attachment dimensions of anxiety and avoidance. This is a self-reflection tool, without published validation as a clinical or two-person compatibility assessment.

Length: 30
Item format: 20 forced-choice scenarios · 10 agree/disagree statements
Scored dimensions: Conflict style · Togetherness · Expression · Planning · Emotional openness
Result space: 9 types, assigned by position on both dials
Reverse-scored items: 5 of 10 statements

What's Your Work Style?

An original 30-item work-context questionnaire informed by the IPIP Big Five and ONET Work Styles. It explores five preferences: exploration, organisation, interaction, cooperation and composure. Each dimension has four scenarios and two short statements. It is not the standard IPIP inventory, an official ONET instrument or an independently validated ability or hiring assessment. The research notes below show every item's purpose.

Length: 30
Item format: 20 forced-choice scenarios · 10 agree/disagree statements
Scored dimensions: Exploration · Organisation · Interaction · Cooperation · Composure
Result space: 11 types, assigned by the clearest pole across five preferences, with mixed profiles when no pole stands apart
Reverse-scored items: 5 of 10 statements

Why these 30 questions?

Five broad personality domains provide the conceptual framework. O*NET supplies work-context definitions. The questions, scenarios, score cutoffs and profile names are our own adaptation and have not undergone independent reliability or validity testing.

Exploration: Openness / Intellect-Imagination · Organisation: Conscientiousness · Interaction: Extraversion · Cooperation: Agreeableness · Composure: Emotional Stability

Each dimension has four scenarios and two short statements. Scenario choices span 0, 1/3, 2/3 and 1; five-point statements span 0, 1/4, 1/2, 3/4 and 1. Reverse-keyed statements are inverted. The mean of the six items is multiplied by 100. This equalises item weight despite the two answer formats.

A profile label is assigned only when one pole is at least 15 points from the midpoint and more than 10 points ahead of the next pole's deviation. Otherwise the result is mixed. These cutoffs organise the reading; they are not validated clinical or occupational thresholds.

Frameworks and scoring references

Question-by-question design notes

Question	Dimension / facet	Design intention
1. You receive a brief with several workable ways to solve it. What usually feels most natural?	Exploration Trying alternatives	Preference for novelty versus familiarity; keep task feasibility constant.
2. A manageable project is due in two weeks. What do you tend to do first?	Organisation Planning	Planning preference under equal workload and time, not project-management competence.
3. In a friendly discussion with colleagues you know, you are most likely to…	Interaction Speaking in groups	Extraversion-related verbal engagement with familiarity held constant; silence is not incompetence.
4. Two approaches would both work. A teammate prefers the other one. Your first instinct is to…	Cooperation Accommodating perspectives	Accommodation versus independent challenge where neither solution is superior.
5. You receive routine feedback on a draft: useful changes, no serious problem. How does the initial discomfort usually unfold?	Composure Response to feedback	Emotional recovery after mild, specified feedback; not accuracy, resilience training or diagnosis.
6. You have twenty minutes to learn a new work tool. What draws you in?	Exploration Curiosity	Intellectual curiosity beyond immediate utility; not technical skill.
7. By the middle of a normal week, where do your commitments usually live?	Organisation Organisation	External organisation habits, with all methods presented as possible strategies.
8. After a morning of useful meetings, you have a free lunch break. What usually restores you?	Interaction Social energy	Preferred social stimulation after a defined social load, not liking coworkers.
9. A colleague is stuck on something outside your role, and you have some spare time. What do you usually do?	Cooperation Helping orientation	Willingness to invest in support when some time is available; boundaries remain legitimate.
10. Someone says, “Can we catch up tomorrow?” There is no sign of a problem. What tends to happen in your mind?	Composure Anticipatory worry	Worry under low-information, explicitly non-threatening conditions; not mind-reading accuracy.
11. You can choose one optional learning session. Which description is most appealing?	Exploration Ideas and abstraction	Concrete utility versus interest in unfamiliar ideas; neither preference measures intelligence.
12. You finish a routine internal draft with enough time left. Your usual final check is…	Organisation Attention to detail	Thoroughness of routine checking, without claiming error-free performance.
13. You start a small project with friendly people you have not met before. You usually…	Interaction Approaching new people	Social approach in a welcoming context, not leadership competence.
14. You need to give a colleague useful but unwelcome feedback. Which opening feels most natural?	Cooperation Feedback tact	Attention to the other perspective versus direct task focus; all options can be respectful.
15. During a short, busy period with a realistic deadline, what is your usual internal experience?	Composure Pressure reactivity	Reported emotional activation at comparable demand, not actual output or burnout risk.
16. A discussion wanders into an interesting idea with no immediate use. You tend to…	Exploration Imaginative engagement	Intrinsic engagement with ideas; not creativity tested by task performance.
17. You agree to do a small task that is easy to forget and due next week. What is your usual approach?	Organisation Follow-through routines	Routine follow-through support, not moral worth or guaranteed dependability.
18. For a task that can be done either alone or together, which setup do you usually prefer?	Interaction Preferred thinking setting	Preferred interaction frequency for equally feasible work; no claim about teamwork ability.
19. A normally reliable teammate misses a small commitment once. Your first response is usually to…	Cooperation Interpretation of others	Trust and accommodation in a single low-stakes lapse; accountability and support both have uses.
20. You make a small mistake, correct it and confirm that no harm was done. What tends to happen next?	Composure Recovery after error	Rumination and recovery after a specified minor, resolved event; not a mental-health diagnosis.
21. I enjoy questioning familiar ways of working, even when they currently work adequately.	Exploration Intellectual curiosity	Direct-keyed check of the same preference across ordinary situations.
22. I keep track of small commitments without needing repeated reminders.	Organisation Follow-through	Direct-keyed check of the same preference across ordinary situations.
23. Working through ideas with other people usually gives me energy.	Interaction Social energy	Direct-keyed check of the same preference across ordinary situations.
24. I make room for a colleague’s perspective, even when it takes longer to reach agreement.	Cooperation Perspective taking	Direct-keyed check of the same preference across ordinary situations.
25. After an ordinary setback, I can settle and turn to the next useful step.	Composure Emotional recovery	Direct-keyed check of the same preference across ordinary situations.
26. I prefer methods I already know to experimenting with unfamiliar ones.	Exploration Preference for familiarity	Reverse-keyed check of the same preference using a short, concrete statement.
27. I often leave the order of my tasks undecided until I start doing them.	Organisation Spontaneous sequencing	Reverse-keyed check of the same preference using a short, concrete statement.
28. Given the choice, I prefer a quiet stretch of solo work to another group conversation.	Interaction Preference for solitude	Reverse-keyed check of the same preference using a short, concrete statement.
29. In a work discussion, I usually put my own judgement ahead of preserving agreement.	Cooperation Independent challenge	Reverse-keyed check of the same preference using a short, concrete statement.
30. Small work worries keep replaying in my mind after I have dealt with them.	Composure Persistent worry	Reverse-keyed check of the same preference using a short, concrete statement.

How scoring works

Every answer adds points to one or more dimensions. Your total on a dimension is divided by the highest total that dimension could reach, which gives a number from 0 to 100. That number is your position on the scale — it is not a percentile, and it does not mean you scored higher than that percentage of people.

Most of the questions are forced-choice scenarios rather than agree/disagree statements. That is deliberate. Agree/disagree items are vulnerable to yes-saying: some people agree with everything, which quietly inflates every dimension at once. A scenario makes you choose, so agreeing with everything is not an available move.

For the same reason, every dimension includes at least one reverse-scored statement, where agreeing lowers the score instead of raising it. If someone simply agrees their way down the page, those items pull against the rest and the profile flattens out instead of pretending to be a strong result.

Where a test sorts you into a type by cutting a dial into low, moderate and high, the cut-offs are our editorial choice, not a statistical norm. We do not yet have enough takers to publish real percentiles. When we do, this page will say so, and the figure will appear on your result page. We would rather leave that blank than invent it.

How the paid report is written

Your free result is calculated from your answers using the published scoring rules.

For a paid report, your answer sheet and scores are sent to the configured AI service. The model uses our report structure and writing guidance to connect your choices, describe patterns and suggest practical next steps.

The report structure is shared, while the writing is generated from your own answers. A completed report is saved for your order, so reopening the same report does not require another purchase.

Bruce develops and reviews the questions, scoring, editorial guidance and public sample. Each personal AI-generated report is delivered without individual human review, and may contain errors or interpretations that do not fit you. Read the complete sample and the limitations below before deciding to buy.

What this is not

Not a clinical assessment, and not a diagnosis. Nothing here identifies a disorder or replaces an assessment by a qualified professional.

Not a validated instrument. The frameworks these tests are built on are researched and well documented. Our specific thirty-item adaptations of them are not: we have not published reliability coefficients or run a validity study on these exact items, and we are not going to imply otherwise by putting a number next to the word accuracy.

Not a prediction. Attachment patterns shift, money beliefs shift, and couples change how they operate. A result describes how you answered this week, which is useful, and less permanent than a type label makes it sound.

Not the right tool for something heavy. If a result opens something painful, a therapist trained in that area will get you further than any quiz. That is not a disclaimer; it is genuinely the faster route.

Not astrology. The star-map look is a visual style, nothing more. No result here comes from your birth date, a chart, or anything other than your answers.

Questions about any of this: hello@knowmyself.co.

Last updated: 15 September 2026