Privacy & accuracy

Clear about what is real, synthetic and externally sourced.

The portfolio is designed to be useful to recruiters without overstating experience or exposing unnecessary personal information.

01

Portfolio case studies

All SQL, Python, dashboard and business-writing projects labelled synthetic use generated data and fictional business scenarios. They demonstrate method and judgement, not paid client work.

02

Experience and education

Roles, dates, modules, credentials and recommendations are drawn from the supplied CV, LinkedIn exports, module screenshots and certificate records. Public-source links are provided where available.

03

Personal data

The public site intentionally uses only a professional email address and LinkedIn profile. Referees' phone numbers and private email addresses are cropped from signed-letter images. It does not publish a home address, date of birth or sensitive identity information.

04

Tracking and external links

No analytics tracker, advertising pixel or contact-form database is used. External links may be governed by the destination site's own privacy and cookie policies.

05

Logos and signed documents

Organisation marks are used only to identify the corresponding employer, institution or issuer and link to an official public source; their inclusion does not imply endorsement. Signed references were supplied by the candidate, and referees' direct contact details are excluded from the public images.