Foundific
SGMY

Data sources and licences

Every figure on Foundific traces to one of these publications. Each page lists the table and, for spreadsheets, the exact cells it uses.

DatasetPublisherReference periodReleasedLicence
MOM, Occupational Wages 2025 (Tables 1 to 5)Ministry of Manpower, SingaporeJune 202530 June 2026Singapore Open Data Licence
MOM, Gross Monthly Income from Work (summary table)Ministry of Manpower, SingaporeMid-202531 August 2026Singapore Open Data Licence
MOE, Graduate Employment Survey 2025 (joint and per-university publications)Ministry of Education, SingaporeAs at 1 November 2025March 2026Provided "as is"; reproduced with attribution
Joint Polytechnic Graduate Employment Survey 2025The five polytechnics, SingaporeAs at 1 October 202515 January 2026Media release
DOSM, Salaries & Wages Survey Report 2025Department of Statistics MalaysiaCalendar 202521 September 2026DOSM open data terms
DOSM, Salaries & Wages Survey Report 2024Department of Statistics MalaysiaCalendar 202429 September 2025DOSM open data terms
DOSM, Graduates Statistics 2024Department of Statistics MalaysiaCalendar 202431 October 2025DOSM open data terms

Government data is reproduced under the publishers' open data terms with attribution. Foundific adds derived figures (differences, percentages, annualised amounts) and labels them as its own calculations. Foundific is not affiliated with any government agency.

How we handle a new release

The new file is saved under data/ with its release date, re-extracted by script, and every page that uses it is rebuilt. A figure-integrity test blocks publication if any number in the prose no longer matches a cell. The change is then listed in the changelog.