How Quantitative Is Each Finance Exam? % Computational Across 40 Credentials (2026 Data)

SOA Exam P is the most quantitative finance exam: 90.2% of its multiple-choice questions have answer choices that are all pure numbers, with SOA Exam FM right behind at 88.5%. The least quantitative is CPA ISC at 0.2%, followed by CPA AUD at 0.4% and Series 63 at 0.8%. I measured this across 40 finance credentials by counting the multiple-choice questions where every answer choice is a pure numeric value (currency, percent or decimal), and I haven't seen another dataset like it that spans credentials.

The question I get most from candidates choosing a credential is some version of "how math-heavy is this exam?" The answer varies a lot by credential, and even within one (CFA Level I vs Level II, FRM Part 1 vs Part 2) it varies more than people expect.

The numbers come from a snapshot of the FreeFellow question bank taken on 2026-08-01. The bank has grown to 45,000+ questions since then, and the table hasn't been rerun against it. I classified each question by whether every answer choice is a pure number (currency, percent, decimal or scientific notation, with or without LaTeX wrapping). That share is a good proxy for "you have to compute something to answer this," because you can't pick a numeric answer by reading prose. You have to work out a number. It isn't a perfect proxy, and the caveats are in the methodology section below, but it tells you more than the exam outlines do, since they describe content areas without saying what the questions look like.

For which credential fits which job, see the Finance Credentials Map. Here are all 40 exams, sorted by the share of all-numeric questions.

What stands out in each family

Investment and risk

This family has the widest spread, and the actuarial exams take the top of the list. On SOA Exam P, roughly nine of every ten multiple-choice questions ask you to compute a number, and Exam FM is close behind. That's what actuarial candidates expect, since the preliminary exams are calculus, probability and financial math done quickly under exam conditions.

The CFA goes up from Level I (30.9%) to Level II (38.7%), because Level II uses the item-set vignette format, which loads up derivation-heavy equity valuation, fixed income and quantitative methods questions. Level III falls back to 23.6% in the core, and the pathway sections (PM, PW, PMKT) put more weight on judgment, frameworks and constructed-response essays than on computation.

FRM Part 1 (52.1%) versus Part 2 (41.6%) follows the exam's structure. Part 1 covers quantitative methods, foundations of risk, financial markets and valuation models. Part 2 moves to market, credit, operational and liquidity risk and Basel regulation, where the questions are more about spotting the right framework or regulatory reading than running a calculation.

The CAIA drops off the same way, from 21.1% at Level I to 12.2% at Level II. Level I covers the valuation mechanics of hedge funds, private equity, real assets and structured products. Level II leans on portfolio construction frameworks, ethics and due diligence, which reads more like CFA Level III.

SOA ALTAM (21.3%) and ASTAM (7.8%) look low, but that's misleading. They're constructed-response exams, and most of the scored content is multi-part written-answer questions where you derive a number and show the work. The multiple-choice part is small, and the exams themselves are heavily computational. The same goes for the three constructed-response exams new to this snapshot: CAS Exam 5 (62.3%), CAS Exam 6U (33.2%) and SOA Exam PA (21.8%) are measured by their multiple-choice concept-check banks, while the graded exam work is written.

CAS MAS-II (75.2%) moved the most since the first snapshot of this dataset. CAS writes MAS-II answer choices as intervals ("At least 0.40, but less than 0.50"). Earlier versions of the classifier read those as prose and put MAS-II near zero. It now parses them as numbers, and MAS-II lands third overall, which fits its reputation.

Accounting and tax

The accounting results surprised me the most. CMA Part 2 (43.8%) is the most computational accounting exam, and CMA Part 1 comes in at 28.1%. The CMA looks like the CPA on paper, but its questions are shaped more like the FRM's.

CPA FAR (37.0%) sits between the two CMA parts and closes in on FRM Part 2 (41.6%), so the CPA isn't all rules and no math. FAR is the calculation section, where you compute goodwill, the lease liability, the deferred tax asset and the consolidation elimination. BAR (12.4%) is much more conceptual, with managerial accounting frameworks and business analysis.

EA Part 1 (40.3%) and Part 2 (39.8%) versus Part 3 (13.4%) follows the IRS exam structure. Part 1 (individual taxation) and Part 2 (business taxation) are full of "calculate the basis," "compute the deduction" and "determine the gain or loss" questions with pure-numeric choices. Part 3 (representation, practices and procedures) is procedural and ethics content, and the choices are usually words.

CPA REG (18.0%) and CPA TCP (14.0%) still come out lower than they feel. CPA tax questions often give a fact pattern with one or two numbers, but the answer choices mix words and numbers, like "$15,000 LTCG taxed at 15%" or "Basis of $80,000 after the section 754 adjustment." The reasoning is computational, but the classifier reads those choices as conceptual.

CPA AUD (0.4%) and CPA ISC (0.2%) are conceptual through and through. Audit is about evidence, judgment, control assessment and reporting standards, and ISC is about IT general controls, SOC reports and access controls. Both test whether you can match a situation to a framework, not arithmetic, and a lot of candidates pick AUD as their easiest section because there's no math.

Wealth and securities

This family has the least arithmetic. The CFP (18.0%) has less math than any CFA level, but it isn't the near-zero exam people sometimes assume. Most CFP questions are scenarios where you choose the most appropriate planning recommendation, and those choices are words ("convert all to Roth," "leave as is"). A real slice of the exam is computation, though: education funding amounts, insurance needs, retirement withdrawals and tax figures with bare-numeric choices.

Series 79 (38.5%) is the most computational FINRA exam. The Investment Banking Representative exam runs on valuation multiples, merger math and offering economics. Series 7 (22.5%) is next, with options P/L, margin calculations, accrued interest and sales-charge math. It's real arithmetic, just one calculation per question rather than CFA-style derivations.

Series 65 (16.2%) and Series 66 (14.5%) sit in the middle. The adviser exams have some quant content (interpreting Sharpe, alpha and beta), but most of each exam is regulation under the Uniform Securities Act and the Investment Advisers Act.

Series 63 (0.8%), Series 6 (7.0%) and the SIE (8.9%) are the lightest. Series 63 is state Blue Sky law, almost entirely rules. Series 6 and the SIE are mostly conceptual, with a handful of sales-charge and margin questions.

How the numbers were measured

The classifier looks at each multiple-choice question's answer choices. A question counts as all-numeric if every choice parses as a pure numeric value after stripping optional LaTeX delimiters, currency symbols, percent signs, thousands separators and whitespace. It accepts integers, decimals, scientific notation, signed and parenthesized negative values, magnitude suffixes (%, bps, million, billion) and the CAS interval format ("At least 0.40, but less than 0.50"). Anything with prose in it is rejected.

These don't count as quantitative:

• Mixed-format choices like $15,000 LTCG taxed at 15%. The 15% is a number, but the words disqualify it.
• Constructed-response questions (CPA task-based simulations, SOA ALTAM and ASTAM, CFA Level III essays and so on), which have no answer choices.
• Choices with units, like 4.5 years or $X per share.

So the percentage is a floor on how computational an exam is. The true share is higher wherever the reasoning is computational but the choices include words, and the CPA tax sections are the clearest case. The number is most accurate for exams that use bare-numeric answer choices, like the SOA preliminary exams, the FRM and the CFA quantitative methods questions.

The bank totals count FreeFellow's original questions only. I left out verbatim CFA Institute end-of-reading items and SOA sample questions, because third-party questions can be shaped differently from FreeFellow's own.

Earlier snapshots (through 2026-05-21) came before the classifier could parse interval choices and parenthesized negatives, which is why earlier published figures for CAS MAS-II and the calculation-heavy CPA sections were much lower. Bank counts also moved with the CFA CY2027 curriculum change and normal bank growth. The classifier is deterministic, rule-based parsing with no machine-learning judgment calls, and the rules above are the complete specification.

How to pick a credential by how much math you want

If you don't enjoy multi-step arithmetic and probability, you'll struggle with the SOA and CAS preliminary exams. If you'd rather read rules and apply them to fact patterns, CPA AUD, CPA ISC, Series 63 and Series 6 suit you. Most of finance sits in between: enough arithmetic that you need to be comfortable with formulas, but not a calculation marathon. For a head-to-head on the big three, the CFA vs CFP vs CPA comparison is a good place to start.

Step 1: See how you feel about multi-step calculation

Spend an hour on 5 to 10 questions from an exam you're considering, and notice how you feel after each one. Did you enjoy working it out? Did the arithmetic frustrate you? Were you bored by the lack of conceptual reasoning? Go by how that hour went rather than by how you'd like to see yourself.

Step 2: Match that to a band

If you like multi-step quantitative work, look at the 40% to 90% band: the actuarial exams (P, FM, FAM, MAS-I, MAS-II, CAS Exam 5), FRM (both parts), CMA Part 2, and EA Parts 1 and 2.

If you want a mix of computation and concepts, look at the 15% to 40% band: CFA (any level), CPA FAR, Series 79, Series 7, CMA Part 1, CAIA Level I, SOA SRM, CFP and CPA REG.

If you'd rather read rules, apply frameworks and reason through fact patterns, look at the under-15% band: CPA AUD, CPA ISC, CPA TCP, CPA BAR, CAIA Level II, EA Part 3, Series 63, Series 6, Series 65, Series 66 and the SIE.

Step 3: Check it against the job you want

A common mistake is picking a credential because it sounds easier and then landing in a job that needs the math anyway. If you want quantitative risk at a bank, choosing the CFP over the FRM won't get you out of the math, and you'll fail the job interview. Match the credential to the job first, then decide whether you can handle its math load.

Step 4: Plan study time around the math load

Computational exams need more practice hours per topic than conceptual ones, because you're building procedural fluency, not just recognition. If you're not already comfortable with the underlying math, budget at least 1.5 times the usual study-time estimate for them. Conceptual exams reward reading and rereading, and computational exams reward solving problems over and over under exam conditions.

Every exam in the table has a free question bank on FreeFellow, with worked solutions, lessons and formula sheets. FreeFellow is a CFA Institute Prep Provider.