How Quantitative Is Each Finance Exam? % Computational Across 35 Credentials (2026 Data)
The most quantitative finance exam is SOA Exam FM at 85.6% pure-numeric multiple choice. The least quantitative is CPA ISC at 0%, followed by CPA AUD at 0.2% and Series 63 at 0.7%. Across 35 finance credentials, the FreeFellow team measured the % of multiple-choice questions where all answer choices are pure numeric (currency, percent, decimal). This is the only cross-credential dataset of question-format computational density we are aware of.
The most common question I get from candidates picking a finance credential is some version of "how math-heavy is this exam." The honest answer varies a lot by credential, and even within the same family (CFA L1 vs L2, FRM Part 1 vs Part 2) it varies more than people expect.
I measured this directly. Across the FreeFellow question bank (45,671 multiple-choice questions covering 35 finance credentials), I classified each question by whether every answer choice is a pure numeric value (currency, percent, decimal, scientific notation, with optional LaTeX wrapping). That fraction is a clean proxy for "this question requires computational reasoning to answer" because you cannot pick a numeric answer by reading prose alone, you have to derive a number.
Not a perfect proxy. A few caveats explained in the methodology section below. But it gives you a more honest picture than the exam outlines, which tend to describe content categories without telling you how the questions are actually shaped.
For a job-mapping and family-comparison view, see the Finance Credentials Map cornerstone post. This page is the data view.
The Full Table (35 credentials, sorted by % quantitative)
| Rank | Exam | Family | Total Qs | All-numeric Qs | % quantitative |
|---|---|---|---|---|---|
| 1 | SOA Exam FM | Investment & Risk | 1,608 | 1,376 | 85.6% |
| 2 | SOA Exam P | Investment & Risk | 1,932 | 1,428 | 73.9% |
| 3 | SOA Exam FAM | Investment & Risk | 1,379 | 984 | 71.4% |
| 4 | CMA Part 2 | Accounting & Tax | 885 | 462 | 52.2% |
| 5 | FRM Part 1 | Investment & Risk | 1,197 | 589 | 49.2% |
| 6 | EA Part 1 | Accounting & Tax | 944 | 383 | 40.6% |
| 7 | CMA Part 1 | Accounting & Tax | 1,038 | 418 | 40.3% |
| 8 | EA Part 2 | Accounting & Tax | 1,161 | 438 | 37.7% |
| 9 | CFA Level II | Investment & Risk | 1,892 | 620 | 32.8% |
| 10 | FRM Part 2 | Investment & Risk | 1,329 | 402 | 30.2% |
| 11 | Series 7 | Wealth & Securities | 997 | 282 | 28.3% |
| 12 | CFA Level III (core) | Investment & Risk | 1,357 | 294 | 21.7% |
| 13 | CFA Level I | Investment & Risk | 3,345 | 715 | 21.4% |
| 14 | SOA Exam SRM | Investment & Risk | 1,169 | 193 | 16.5% |
| 14 | CAS MAS-I | Investment & Risk | 1,006 | 166 | 16.5% |
| 16 | CAIA Level I | Investment & Risk | 1,766 | 262 | 14.8% |
| 17 | Series 66 | Wealth & Securities | 979 | 141 | 14.4% |
| 18 | EA Part 3 | Accounting & Tax | 1,040 | 147 | 14.1% |
| 19 | CFA Level III (PM) | Investment & Risk | 1,163 | 160 | 13.8% |
| 20 | CFA Level III (PMKT) | Investment & Risk | 1,078 | 136 | 12.6% |
| 20 | SOA ALTAM | Investment & Risk | 980 | 123 | 12.6% |
| 22 | CFA Level III (PW) | Investment & Risk | 1,119 | 137 | 12.2% |
| 23 | CPA FAR | Accounting & Tax | 1,331 | 160 | 12.0% |
| 24 | Series 65 | Wealth & Securities | 1,020 | 111 | 10.9% |
| 25 | CPA BAR | Accounting & Tax | 1,265 | 126 | 10.0% |
| 26 | SIE | Wealth & Securities | 911 | 90 | 9.9% |
| 27 | CPA TCP | Accounting & Tax | 1,122 | 93 | 8.3% |
| 28 | CAIA Level II | Investment & Risk | 1,374 | 86 | 6.3% |
| 29 | CPA REG | Accounting & Tax | 1,150 | 67 | 5.8% |
| 30 | CFP | Wealth & Securities | 2,844 | 154 | 5.4% |
| 31 | SOA ASTAM | Investment & Risk | 1,053 | 44 | 4.2% |
| 32 | Series 63 | Wealth & Securities | 876 | 6 | 0.7% |
| 33 | CAS MAS-II | Investment & Risk | 838 | 2 | 0.2% (see note) |
| 33 | CPA AUD | Accounting & Tax | 1,455 | 3 | 0.2% |
| 35 | CPA ISC | Accounting & Tax | 1,068 | 0 | 0% |
Investment & Risk Family
This is where the heaviest variance lives. The actuarial preliminary exams (P, FM, FAM) dominate the top of the list. SOA Exam FM is 85.6% quantitative, meaning roughly six out of every seven multiple-choice questions ask you to compute a numeric answer. That tracks with what every actuarial candidate will tell you: the preliminary path is calculus, probability, and financial mathematics applied at speed under exam conditions.
CFA shows a clean L1 to L2 step-up. Level I is 21.4% quantitative; Level II jumps to 32.8%. The reason is structural: L2 introduces the item-set vignette format, which loads up derivation-heavy equity valuation, fixed income, and quantitative methods questions. L3 returns to a roughly L1-like 21.7% in the core because the pathway-specific sections (PM, PW, PMKT) emphasize judgment, frameworks, and constructed-response essays over computation.
FRM Part 1 (49.2%) vs Part 2 (30.2%) tracks the exam's deliberate structure: Part 1 covers quantitative methods, foundations of risk, financial markets, and valuation models. Part 2 shifts to market risk, credit risk, operational risk, liquidity risk, and Basel regulation, where the questions are more about identifying the right framework or regulatory interpretation than running a calculation.
CAIA L1 vs L2 has a similar fall-off (14.8% to 6.3%). L1 covers asset classes with valuation mechanics for hedge funds, private equity, real assets, structured products. L2 leans heavily on portfolio construction frameworks, ethics, due diligence, which read more like CFA L3 in shape.
SOA ALTAM and ASTAM look low (12.6% and 4.2%) but this is misleading: these are constructed-response exams. Most of their scored content is multi-part written-answer questions where you derive a numeric answer in narrative form. The multiple-choice portion is small. The actual content is heavily computational.
CAS MAS-II at 0.2% is the most misleading number on this page. CAS publishes its MAS-II answer choices in interval-bucket format (e.g., "At least 0.40, but less than 0.50"), which our classifier treats as prose. The questions are heavily computational; the published choice format just isn't pure-numeric. If you want a fair read on MAS-II, treat its difficulty more like SRM (16.5%) than like CFP (5.4%).
Accounting & Tax Family
This family has the biggest surprises.
CMA Parts 1 and 2 are significantly more arithmetic-heavy than candidates expect (40.3% and 52.2%). The IMA's CMA exam looks similar on paper to CPA on paper but the question shape is much closer to FRM than CPA. If you are coming from CPA prep and considering CMA, expect to do more calculation per question and less rules-application.
EA Part 1 (40.6%) and Part 2 (37.7%) vs Part 3 (14.1%) tracks the IRS exam structure. Part 1 (individual taxation) and Part 2 (business taxation) are filled with "calculate the basis", "compute the deduction", "determine the gain or loss" prompts with pure-numeric choices. Part 3 (representation, practices, procedures) is procedural and ethical content where the choices are usually prose.
CPA REG (5.8%) and CPA TCP (8.3%) are surprisingly low despite being tax-heavy. The reason is that CPA tax questions often present a fact pattern with one or two numeric inputs but the answer choices are mixed-format: things like "$15,000 LTCG taxed at 15%" or "Basis of $80,000 after the section 754 adjustment." The reasoning is computational but the answer format is prose-with-numbers, not pure-numeric. The TCP score is slightly higher than REG because TCP has a heavier dose of pure-numeric tax calculations.
CPA AUD (0.2%) and CPA ISC (0.0%) are genuinely conceptual. Audit is about evidence, judgment, control assessment, and reporting standards. ISC is about IT general controls, SOC reports, and access controls. Both test pattern recognition against frameworks, not arithmetic.
CPA FAR (12.0%) and BAR (10.0%) are mid-pack. FAR has some pure-numeric computation (calculate goodwill, compute the lease liability, determine the deferred tax asset) but most questions are journal-entry-shaped or narrative-shaped. BAR is even more conceptual (managerial accounting frameworks, business analysis).
Wealth & Securities Family
The lightest family in terms of arithmetic.
CFP (5.4%) is the lowest of the major credentials. CFP exam questions are almost entirely scenario-based fact patterns where you select the most appropriate planning recommendation. The math is usually embedded in the scenario (e.g., "client has $X in IRA and $Y in 401(k)") but the answer choices are usually "convert all to Roth", "leave as is", "do partial conversion", which are prose. This surprises people coming from CFA because CFP is often perceived as easier in part because it does not demand the same per-question derivation.
Series 7 (28.3%) is the highest of the Series exams. The General Securities Representative exam has options P/L, margin calculations, accrued interest, sales-charge math. Real arithmetic, just at the scale of single-question application rather than CFA-level derivation.
Series 65 (10.9%) and 66 (14.4%) are middle-of-the-road. Investment Adviser Representative exams have some quant content (Sharpe, alpha, beta interpretation) but most of the exam is regulatory rules under the Uniform Securities Act and the Investment Advisers Act.
Series 63 (0.7%) and SIE (9.9%) are near-zero quant. Series 63 is state Blue Sky law, almost entirely rules. SIE is securities industry essentials, broadly conceptual with a handful of margin and sales-charge questions.
Five Most Surprising Numbers
- CFP is 5.4% quantitative, less than CFA Level I (21%). If you assume CFP is similar to CFA L1 because they cover overlapping content, you will be wrong on the question format.
- CMA Part 2 (52.2%) is more quant-heavy than FRM Part 2 (30.2%). The IMA's strategic financial management exam tests cost analysis, capital budgeting, and risk management with hard numeric inputs.
- CPA AUD is 0.2% quant despite being a CPA section. Candidates who choose AUD as their easiest section often do so because there's no math.
- CFA L2 (33%) is 1.5x more quant than L1 (21%). The vignette format is the structural reason. Plan study time accordingly.
- EA Part 3 (14%) is dramatically less quant than Parts 1 and 2 (40% and 38%). The IRS representation exam is procedural, not computational.
What This Means for Picking a Credential
If you do not enjoy multi-step arithmetic and probability manipulation, the SOA/CAS preliminary path will be a painful slog. If you prefer reading rules and applying them to fact patterns, CFP, CPA AUD, Series 63, and CPA ISC are where you live. Most of finance lives in the middle: enough arithmetic to require comfort with formulas, but not so much that the exam is a calculation marathon.
If you are comparing two specific credentials, the Finance Credentials Map cornerstone post has the family-to-job mapping plus cost data. For exam-pair deep-dives, the CFA vs CFP vs CPA comparison post is a good starting point.
Methodology
The classifier checks each multiple-choice question's answer-choice array. A question is counted as "all-numeric" if every choice in the array parses as a pure numeric value after stripping optional LaTeX delimiters, currency symbols, percent signs, thousands separators, and whitespace. The classifier accepts integers, decimals, scientific notation, and signed values; it rejects anything with embedded prose.
What the classifier does NOT count as quantitative:
- Mixed-format choices like
$15,000 LTCG taxed at 15%. Pure-numeric requires the answer to be ONLY a number after stripping symbols. The 15% is a number, the prose label disqualifies it. - Interval-bucket format used by CAS (e.g.,
At least 0.40, but less than 0.50). The classifier treats these as prose. They are heavily computational in reality. - Constructed-response questions (TBS on CPA, ALTAM/ASTAM on SOA, essays on CFA L3, etc.). These have no answer-choice array.
- Choice formats with embedded units like
4.5 yearsor$X per share. Same rule: any non-numeric character disqualifies.
What this means: the % quantitative number is a floor on actual computational density. The true rate is higher in cases where the reasoning is computational but the published choice format includes prose (CPA tax sections, CAS MAS-II). The number is most accurate for exams that publish bare-numeric answer choices (SOA preliminary, FRM, CFA quantitative methods sections).
Question-bank totals are FreeFellow originals only. We exclude verbatim reproductions of CFA Institute end-of-reading items and SOA sample questions from the count because the question-format profile of third-party content can differ from our original generation.
Data snapshot: 2026-05-21. The classifier code is at scripts/lib/numericRatio.cjs in the FreeFellow repository. The full per-exam audit script is reproducible.
How to Pick a Credential Based on Your Tolerance for Arithmetic
Step 1: Honestly assess your relationship with multi-step calculation
Spend an hour working through 5-10 questions from an exam you are considering. Track how you feel after each one. Did you enjoy the derivation? Were you frustrated by the arithmetic? Were you bored by the lack of conceptual reasoning? Your gut reaction at the end of an hour is a much better signal than any aspirational self-image.
Step 2: Match your tolerance to the right band
If you genuinely enjoy multi-step quantitative work, target the 40-85% quantitative band: SOA preliminary exams (P, FM, FAM), CMA, FRM Part 1, EA Parts 1 and 2.
If you prefer a moderate mix of computation and concept, target the 15-35% band: CFA (any level), FRM Part 2, Series 7, EA Part 3, CAIA Level I, SOA SRM, CAS MAS-I.
If you prefer reading rules, applying frameworks, and reasoning through fact patterns, target the under-15% band: CFP, CPA AUD, CPA ISC, CPA REG, CPA TCP, CPA BAR, CPA FAR, CAIA Level II, Series 63, Series 65, Series 66, SIE.
Step 3: Cross-check your tolerance against your target job
A common mistake is picking a credential because it sounds easier and then ending up in a job that requires the underlying quantitative skill anyway. If you want quantitative risk at a bank, you cannot avoid the math by picking CFP instead of FRM; you will fail the actual job interview. Match the credential to the job FIRST, then evaluate whether you can tolerate the underlying quant load.
Step 4: Plan study time proportional to the quant density
Computational exams (the 40-85% band) need more practice hours per topic than conceptual exams because you are building procedural fluency, not just recognition. Budget at least 1.5x the typical study-time estimate for these exams if you are not already comfortable with the underlying math. Conceptual exams reward reading and re-reading; computational exams reward repeated problem-solving under exam conditions.
Frequently Asked Questions
Q: Is the CFA quantitative?
Moderately. CFA Level I is 21.4% pure-numeric MCQs, Level II is 32.8% (vignette derivation), Level III drops back to ~21% in the core (with constructed-response essays in pathway sections). Comfort with derivative pricing, fixed-income duration, equity valuation, and statistics is required. Calculus is not.
Q: Is the CPA quantitative?
Mostly not. The most quant-heavy CPA section is FAR at 12% pure-numeric. AUD is 0.2%, ISC is 0%. CPA tests rules application against fact patterns more than arithmetic.
Q: How quantitative is the FRM?
Part 1 is 49.2% pure-numeric (quantitative methods, valuation models, financial markets). Part 2 drops to 30.2% (regulatory and qualitative risk). Part 1 is the heavier math lift; Part 2 is the heavier reading lift.
Q: Which finance exam is most quantitative?
SOA Exam FM at 85.6% pure-numeric multiple-choice questions. SOA Exam P (73.9%) and SOA Exam FAM (71.4%) are the next two. All three are actuarial preliminary exams.
Q: Which finance exam is least quantitative?
CPA ISC at 0% pure-numeric, CPA AUD at 0.2%, Series 63 at 0.7%. CFP (5.4%) is the least quant of the major personal-finance credentials.
Q: Why is CAS MAS-II at 0.2% when actuarial exams are usually quant-heavy?
CAS publishes MAS-II answer choices in interval-bucket format ("At least X, but less than Y"), which our classifier treats as prose. The questions are heavily computational; the published choice format just isn't pure-numeric. Treat MAS-II difficulty closer to SRM (16.5%) than CFP (5.4%).
Q: How does this compare to published exam blueprints?
The SOA and CFA Institute publish topic weights but not question-format breakdowns. AICPA's CPA Blueprints describe skill levels (Remembering & Understanding, Application, Analysis, Evaluation) which loosely correlate with computation but don't quantify it. This data is the first cross-credential measurement of question-format computational density we are aware of.
Practice Free on FreeFellow
Every exam in this table has a free question bank with practice questions, condensed outlines, and formula sheets. The CFA materials are validated as a CFA Institute Prep Provider.
For the family-to-job-mapping view, the Finance Credentials Map cornerstone has the job-by-credential breakdown, cost data, and study-time estimates.