How these reflections were built.

The reflections on this site draw from five career and personality frameworks in openly published psychological literature. The questions themselves are written for this site — they are not verbatim from any proprietary instrument. Below is what we drew from, and how to credit each source.

Big Five Personality (OCEAN)

Our Big Five reflection covers the five broad dimensions — Openness, Conscientiousness, Extraversion, Agreeableness, and Neuroticism — that decades of personality research have shown to be the most robust way to describe how people differ. Our item wording is adapted from the public-domain International Personality Item Pool (IPIP).

Goldberg, L. R. (1999). A broad-bandwidth, public-domain, personality inventory measuring the lower-level facets of several five-factor models. In I. Mervielde, I. Deary, F. De Fruyt, & F. Ostendorf (Eds.), Personality Psychology in Europe, Vol. 7. Tilburg University Press. IPIP items are in the public domain.
See ipip.ori.org.

Holland Career Interests (RIASEC)

Our career-interest reflection uses Holland's six occupational themes — Realistic, Investigative, Artistic, Social, Enterprising, Conventional — and reads a person's top two as their "Holland code." The items are written for this site, covering the same six themes as the U.S. Department of Labor's public-domain O*NET Interest Profiler.

Holland, J. L. (1997). Making Vocational Choices: A Theory of Vocational Personalities and Work Environments (3rd ed.). Psychological Assessment Resources.
O*NET Interest Profiler content is a work of the U.S. federal government, in the public domain. See onetcenter.org/IP.html.

Schein's Career Anchors

Our Career Anchors reflection covers Edgar Schein's eight anchors — Technical/Functional, General Managerial, Autonomy/Independence, Security/Stability, Entrepreneurial Creativity, Service/Dedication, Pure Challenge, and Lifestyle. Our items are original wording covering the same eight anchors as Schein's Career Orientation Inventory (COI), not verbatim from the COI.

Schein, E. H. (1978). Career Dynamics: Matching Individual and Organizational Needs. Addison-Wesley.
Schein, E. H. (1990). Career Anchors: Discovering Your Real Values. Jossey-Bass.

Savickas's Career Construction Interview

Our narrative "Your Life Story" reflection is inspired by Mark Savickas's Career Construction Interview — the idea that career choice is a way of continuing the story a person has been unconsciously writing since childhood. Our five prompts (childhood heroes, daily spaces, favourite story, motto, early memories) are adapted for a short online setting from Savickas's protocol.

Savickas, M. L. (2011). Career Counseling. American Psychological Association.
Savickas, M. L. (2013). Career construction theory and practice. In R. W. Lent & S. D. Brown (Eds.), Career Development and Counseling: Putting Theory and Research to Work (2nd ed., pp. 147–183). Wiley.

Your Life Context (original module)

The Life Context reflection is original to this site. It captures practical constraints — life stage, obligations, financial runway, geographic flexibility, appetite for risk — that any career recommendation has to fit around. It is not a validated psychometric instrument.

A note on scope

None of the reflections on this site are validated psychometric assessments in the clinical sense. They are self-reflection tools, informed by well-established frameworks. If you are making a serious decision, consider talking to a qualified counsellor or mentor. If you are curious about the deeper picture, our Blogs section explores the frameworks above in more depth.