Study, walked from school subject to doctoral thesis.

Subject combinations matter more than grades alone. UK medicine wants Chemistry plus one of Biology / Maths / Physics; UK Engineering wants Maths and usually Physics; LSE Economics wants Maths at A-level; Oxford PPE has no formal subject requirement but draws disproportionately from candidates with Maths, History, or a foreign language. Each university programme has its own set, and the platform documents which subjects open which doors at the institution level — STEM doors are particularly subject-gated.

Curricula travel differently across borders. The IB Diploma is the most internationally portable (recognised by virtually every credible university worldwide). A-Levels travel cleanly to Commonwealth countries and most US universities. AP travels well to US universities and increasingly to Canada and Australia, less so to Europe. CBSE and ISC are excellent for Indian universities and increasingly recognised in the US, UK, Canada, Australia, but applicants need to verify equivalence (UK NARIC / ENIC, US WES) for specific institutions.

For each programme class we document the structure (core/elective/capstone ratio), typical duration, language of instruction, primary entrance exam (SAT, ACT, A-levels, Higher Secondary, JEE, NEET, CLAT, NMAT for postgrad-prep), credit transfer mobility (ECTS, semester-hour, NEP-2020 4-year credit framework), accreditation requirements (ABET for engineering, AACSB / EQUIS for business, LCME for US medical, GMC-recognised for UK medicine), and tuition range.

Country-fit considerations: which countries produce employer-recognised STEM bachelors at scale (US, Canada, UK, Germany, Australia, Singapore, India, China), which have student-friendly post-study work visas (Canada PGWP up to 3 years, UK Graduate Route 2 years, Australia 485, Germany 18-month job-seeker visa, Ireland 1G/2G, NZ Post-Study Work), and which offer credible English-medium programmes in non-English jurisdictions (Netherlands, Sweden, Denmark, Finland, Germany, increasingly France).

Funding for postgraduate study is structurally different from undergraduate: full scholarships are scarcer but research-track funding is more widespread. The platform documents major fellowships (Chevening, Fulbright, Schwarzman, Rhodes, Marshall, DAAD, Erasmus Mundus, Australia Awards, Commonwealth, MEXT, Inlaks, JN Tata Endowment, KC Mahindra, Aga Khan), institutional aid (assistantships, tuition waivers, named scholarships), research stipends (US PhD-funded packages typically include MS pass-through), and education-loan markets (Indian education-loan landscape covers HDFC Credila, ICICI, Avanse, Auxilo, plus state-bank schemes with collateral and non-collateral tiers).

The Master's-as-bridge function: many postgraduate programmes serve as the visa-and-credibility bridge to overseas employment. Platform documents which programmes have the highest documented post-study employment outcomes by country, which carry STEM-OPT advantages in the US (24-month work extension, total 3 years), which lead directly to the Graduate Route in the UK (2 years, no sponsorship needed for first 2 years), and which feed Australian skilled-migration through the 485 visa.

The platform also documents the thesis archive ecosystem — Shodhganga (the Indian thesis repository, 1.5+ million records), ProQuest Dissertations and Theses (PQDT, with full-text access through institutional subscriptions), DART-Europe (gateway to European theses), NDLTD (Networked Digital Library of Theses and Dissertations, multi-country), and the institutional repositories (MIT DSpace, eScholarship, OpenAIRE, EThOS for the UK British Library, ProQuest CDI). For doctoral candidates, knowing where prior theses on a topic actually live is the single biggest accelerant for literature review and gap-finding.

Funding and timeline reality: a US PhD with full funding (typically tuition plus ~$25-45K annual stipend, with health insurance) generally pays for itself; a self-funded UK PhD at Russell Group rates can run £20-25K/yr in tuition alone; an Indian INSPIRE / CSIR-NET fellowship covers stipend (currently ~Rs. 31-35K/month JRF) plus contingency. The platform's doctoral funding registry includes Wellcome Trust (biomedical), Gates (UK and global), Marshall, Knight-Hennessy (Stanford), Schmidt Science Fellows, plus UKRI's research council studentships (BBSRC, EPSRC, ESRC, NERC, AHRC, MRC, STFC).

Critical evaluation criteria for online degrees: regional accreditation (US: Higher Learning Commission, MSCHE, NECHE, SACS, NWCCU, WASC; UK: QAA-recognised; UGC-DEB approval for India), professional accreditation where applicable (AACSB / EQUIS / AMBA for business; ABET for engineering; LCME-equivalent unavailable for online medicine, which remains in-person), F-1 visa eligibility (most online programmes do NOT support student visas — in-person/hybrid is required), and employer reception (Georgia Tech OMSCS is fully reception-equivalent to its in-person counterpart; some smaller online-only institutions still face reception variance).

MOOC stacking: certain credentials now stack — an edX MicroMasters can transfer credit into the matching MIT or Columbia masters; a Coursera Google Professional Certificate carries credit toward partner-university degrees; SWAYAM (India) credits transfer into UGC-recognised programmes. The platform documents which stacks are real (transcript credit) versus marketing-only (audit completion).

What MOOCs are good for: skill acquisition with documented evidence (a Google Data Analytics Professional Certificate goes onto a CV legitimately), pre-degree exploration (whether you actually want to do CS at university level), credit-bearing supplements to formal study (NPTEL exam-passed courses transfer to many engineering programmes), and continuing professional development (CPD) hours required by some professional bodies.

What they're not good for: replacing licensed professional credentials (a MOOC does not make you a doctor / lawyer / chartered accountant / licensed engineer), substituting for in-person research training in lab-based fields, or generating the peer-network signalling that an in-person degree provides. The platform is explicit about this gap so learners optimise for the right outcome rather than mistaking platform-completion for credentialled qualification.

For each scholarship the platform documents eligibility (nationality, age, prior education, work experience, language tests), application timeline (typically September-November for following autumn intake), required documents (transcripts, references, statement of purpose, study plan, research proposal, leadership essay), interview format (Skype / panel / staged), funding components (tuition + stipend + travel + insurance + thesis grant), and post-award obligations (return-to-home-country requirement for some, like Fulbright J-1).

Less-obvious sources: corporate-foundation scholarships (Tata, JN Tata Endowment, Aga Khan, KC Mahindra, Inlaks, Mukesh Ambani XAT-tied, Reliance for India; Commonwealth-of-Learning STAR for Commonwealth; Alfa-bank for Russian-speakers; the increasingly significant CSC Scholarship for studying in China), professional-society fellowships (ACM, IEEE, IIE, ASCE, AICHE), and diaspora foundations (Indian American CIO, Ismaili Council, Jewish Foundation, Korean American Scholarship Foundation).

For doctoral candidates and for advanced master's-level researchers, the right thesis is sometimes worth more than five papers — it gives the chronological literature evolution, the methodological reasoning behind chosen techniques, the failed approaches that papers don't report, and the supervisor-network that often suggests next steps. The platform's thesis-search tool indexes by author, year, university, supervisor, abstract keywords, and named-entity extraction from titles, so a query like "machine learning for credit risk" surfaces both contemporary and foundational work across geographies.

Mandatory-deposit regimes vary: India (Shodhganga, mandatory since 2009), UK (EThOS / institutional repository, broad compliance), US (varies by institution; ProQuest dominant), Germany (TIB Hannover plus university repositories), France (HAL theses platform), Australia (Trove), Canada (LAC theses portal), South Africa (NRF thesis-portal), China (CALIS / CNKI; access regulated). Where deposit is not mandatory, theses are often only obtainable directly from the supervisor or department library.

For early-career researchers, the platform makes explicit which journals carry which weight in which discipline — for management research, an A* ABDC paper is worth substantially more on a tenure track than ten C-list papers; for STEM, a Q1 (top quartile by citations) Scopus paper substantially outweighs Q2-Q4. For applicants to PhD programmes, having even one published paper (or a credible preprint with citation counts) materially improves admission to better-funded programmes.

Predatory journals remain a real problem: Beall's List successor (Cabells Predatory Reports), the "think-check-submit" framework (think.checksubmit.org), and the OASPA membership criteria all help identify legitimate publishers. The platform flags publishers that have been removed from Scopus / WoS or that fail OASPA criteria, so authors don't inadvertently end up with non-citable publications.

For each country, the platform documents the professional-licence overlay: a US-trained doctor wanting to practise in Australia needs the AMC examinations and AHPRA registration; a UK barrister wanting to practise in India faces complex BCI (Bar Council of India) requirements (currently in flux post-2023 BCI regulations); a Chartered Accountant from India wanting to practise in the UK can use the ICAI-ICAEW MoU for reduced exam burden but still has to pass UK-specific papers. The credential is not the licence; the platform makes that distinction explicit.

Linguistic overlays: even where the degree is recognised, working language matters — a Russian-language Russian medical degree may be recognised academically in Germany but professional registration requires C1-equivalent German plus Approbation. The platform flags language-of-instruction-versus-language-of-practice gaps by destination country and by profession.