A pure math degree, especially with strong discrete-math and statistics coursework, is common among engineers who move into cryptography, graphics, search or machine learning.
Pay80
Resists AI35
Barrier to entry55
A Mathematics background connects to 6 professions on this site, ranked by pay. Each card explains why the major still matters for that job.
Where it leads
Real analysis, linear algebra and probability are the actual working language of graduate economics; a mathematics major or joint maths-economics degree is the most common background among students admitted to top doctoral programs.
Pay74
Resists AI62
Barrier to entry78
The standard major everywhere, and the only one that reliably includes the full proof-based core — analysis, algebra, topology — that doctoral programs assume on day one.
Pay68
Resists AI70
Barrier to entry82
A strong secondary or double major in mathematics, especially analysis and differential geometry, is common among students headed toward theoretical or mathematical physics.
Pay58
Resists AI65
Barrier to entry84
Mathematical training underpins academic careers across physics, economics, computer science, statistics and engineering, and mathematics departments themselves maintain one of the healthier ratios of doctoral graduates to academic openings among the pure disciplines.
Pay58
Resists AI76
Barrier to entry90
Strong preparation for theory, cosmology and gravitational-wave work, where the daily labor is differential equations and statistics. Usually paired with physics courses to satisfy doctoral prerequisites.
Pay55
Resists AI70
Barrier to entry85
Where this major is taught
Massachusetts Institute of Technology
United StatesCSAIL and decades of foundational systems research, from Multics and early LISP work to today's AI labs.
Stanford University
United StatesThe default feeder school for Silicon Valley founders and engineers alike.
ETH Zurich
SwitzerlandHome department of Niklaus Wirth, designer of Pascal; a strong systems and formal-methods tradition.
University of Cambridge
United KingdomIts Computer Laboratory built EDSAC in 1949, one of the first stored-program computers.
Indian Institute of Technology Bombay
IndiaOne of several IITs that feed a huge share of global engineering hiring pipelines.
Tsinghua University
ChinaConsistently ranked among the top computer-science departments in Asia; feeds the country's largest tech firms.
Technion – Israel Institute of Technology
IsraelAnchors Israel's dense startup and cybersecurity industry around Haifa.
University of Waterloo
CanadaKnown for a mandatory co-op program that rotates students through up to six industry placements before graduation.
Massachusetts Institute of Technology (MIT)
United StatesThe postwar home of Paul Samuelson and Robert Solow and the modern home of J-PAL; its economics department has trained or employed a remarkable share of recent Nobel laureates, including Esther Duflo.
University of Chicago
United StatesThe citadel of price theory and monetarism under Milton Friedman and George Stigler; more economics Nobel laureates have been affiliated with Chicago than with any other university.
London School of Economics
United KingdomFounded in 1895 expressly for the social sciences; alumni and faculty range from Friedrich Hayek to Amartya Sen, and its master's programs are a principal global gateway into PhD study and the Bank of England.
Paris School of Economics
FranceCreated in 2006 as a research federation; home of Thomas Piketty and a leading center for inequality and public economics, anchoring the strong French tradition that also produced Jean Tirole's Toulouse school.
Credentials on this path
AWS / Azure / GCP cloud certifications
GlobalVendor certifications from the major cloud platforms are not legally required but are widely used as a resume signal for cloud and infrastructure roles; unlike a licence, they expire and must be renewed every few years.
PE Software Engineering exam (discontinued)
United StatesFrom 2013 to 2019, US states offered a Professional Engineer licence exam specifically for software; only 81 candidates ever sat it across five sittings, and NCEES retired it after April 2019 for lack of demand — the clearest evidence that formal licensing never took hold in this field.
P.Eng., software engineering
CanadaProvincial regulators such as Professional Engineers Ontario license and protect the title 'software engineer' for safety-critical and embedded work, unlike in the US; Alberta moved the other way in the 2020s and exempted the title from its Engineering Act.
Chartered IT Professional (CITP)
United Kingdom / IrelandAwarded under royal charter by BCS, The Chartered Institute for IT, to members with roughly eight to ten years of senior experience; a mark of standing rather than a requirement to work.
PhD in Economics
WorldwideThe profession's de facto license for research roles. Universities, the Federal Reserve System, the IMF, the World Bank and the ECB hire research economists almost exclusively with doctorates; no state issues the credential, but the market enforces it as strictly as any board.
Government Economic Service (GES) entry
United KingdomThe UK civil service's professional economist cadre — around 1,400 strong across departments — recruits through its own assessment process, including an economics-specific interview, from bachelor's level upward. The closest thing anywhere to a formal public licensing gate for the title.
Indian Economic Service (IES) examination
IndiaA national competitive examination held by the Union Public Service Commission since 1961, open to holders of postgraduate economics degrees, that recruits the Indian government's professional economist cadre. A handful of openings draw thousands of candidates each year.
CFA charter
Worldwide (finance track)Not an economics credential strictly, but the three-exam Chartered Financial Analyst program, administered by the CFA Institute since 1963, is the standard add-on for economists working in markets — many bank and asset-management economist postings list it alongside a master's degree.