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Short, specific writing on the CFA, FRM, CAIA, CFP and ESG programs — exam strategy, curriculum shifts and what the charter actually signals. Written for candidates who are sitting, not browsing.

Earlier from the desk

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CAIA® and the FSB AI practices: what should you test?

Industry

The FSB finalised responsible AI sound practices on 15 October 2026. Here is how CAIA candidates can apply the guidance to manager diligence without overstating it.

· 7 min

A folded white paper strip forms a flat line that bends upward on a clean desk beside stacked sheets.

CAIA® structured notes: how do the payoff pieces fit?

Concept

A structured note joins an issuer repayment claim to options and contract conditions. Decompose its payoff, test realistic paths, and spot the risk behind coupons.

· 8 min

Three unlabelled blue and white folders and a wooden savings box on a sunlit desk.

CFP® plan choice: SEP, SIMPLE or solo 401(k)?

Concept

For a self-employed client, the right retirement plan depends on staff eligibility, contribution maths and administrative duties. Work through the comparison.

· 7 min

A blank work file, calculator and pencil rest on a navy financial risk desk.

FRM® careers: which risk roles fit the designation?

Careers

GARP describes FRM-relevant work by its responsibility for identifying, measuring, monitoring or managing risk. Use the syllabus to map that test to real roles.

· 6 min

Two unlabelled curved paper strips, a financial calculator and a pencil lie on a navy desk.

CAIA® VIX products: why can a volatility hedge lose value?

Concept

The VIX index, its futures and linked exchange-traded products follow different mechanics. Learn how the futures curve, rolling and product design shape a hedge.

· 6 min

A small plain coin sits beside larger stacks of blank navy and white cards on a conference table.

CAIA® crypto allocations: when does a small weight add risk?

Concept

A small crypto allocation can change portfolio risk more than its capital weight suggests. Test correlation, access vehicles and governance before judging its role.

· 6 min

A blank paper calendar, revision cards, pencil and timer arranged on a sunlit desk.

FRM® study calendar: plan backwards from exam day

Study Systems

Start with your booked FRM exam date, reserve review and mock blocks, then place readings into the remaining weeks. A worked calendar allows for delays.

· 7 min

An unlabelled probability curve drawn on white paper beside a pencil and ruler on a navy desk.

FRM® probability integral transform: why uniform?

Concept

The probability integral transform converts outcomes into forecast percentiles. Derive why correct continuous forecasts yield uniform values and how to read gaps.

· 6 min

Two blank ledger stacks and a calculator on a navy desk, arranged for a reconciliation check.

CAIA® operational controls: what evidence proves they work?

Concept

A manager can describe controls without showing they work. Trace a trade, test independent checks and judge unresolved breaks in CAIA operational due diligence.

· 7 min

Blank ruled study grid with grouped navy cards, a plain clock, pencil and coffee cup on a light desk.

CAIA® topic weights: turn ranges into a study-hour plan

Exam Strategy

Use the official exam-year handbook to set a first allocation, then adjust for weak areas and timed practice. A weight range is a planning input, not a forecast.

· 8 min

Plain unlabelled folders of different sizes stand in sequence on a navy desk mat beside an open blank folder.

CAIA® Level II: do larger private funds perform worse?

Concept

A lower average for large funds does not establish a size penalty for a typical fund. Compare medians, dispersion, manager sequence and fundraising speed.

· 8 min

Two unlabelled curved lines on separate translucent sheets beside a navy notebook and pen.

CAIA® Level II: when do Vasicek and CIR rate paths differ?

Concept

Both models pull short rates towards a long-run level, but they assign shocks differently. Work through the drift, the boundary at zero and the pricing implication.

· 6 min

Blank navy binders, white paper, a pencil and a balance scale on an accounting desk.

CFA® candidates: did the IASB change IFRS 9 in September?

Industry

The IASB’s September 2026 discussion set out tentative directions for modified financial instruments. See what they mean for analysis and why no rule changed.

· 6 min

A blank navy ledger, plain paper, coins and an hourglass on a desk by a window.

FRM® bank liquidity transformation: where does the gap arise?

Concept

Banks give depositors access to cash while holding loans that cannot readily be sold at full value. Follow a balance-sheet example to see the gap and its controls.

· 6 min

Five blank piles of coloured cards arranged across a navy desk beside a pencil.

CAIA® factor models: what happens to apparent fund alpha?

Concept

A fund’s return can look like skill until market, size, value, profitability and investment exposures are accounted for. Work through both models and their limits.

· 7 min

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FRM® Jarque–Bera: reading skewness and kurtosis together

Concept

The Jarque–Bera statistic tests whether sample skewness and kurtosis depart jointly from normal values. Work through the calculation and the cautious conclusion.

· 2 min

Three descending stacks of blank white paper sit under a plain metal ruler, with a white envelope in front on a navy desk.

CAIA® endowment spending: test the real corpus

Concept

Compare a current-value draw with a smoothed draw, then allow for returns, costs and inflation. A worked endowment example shows the intergenerational trade-off.

· 3 min

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CFA® simulation: historical resampling or Monte Carlo?

Concept

Historical resampling reuses observed returns; Monte Carlo draws from an assumed model. See how the same starting value produces different scenarios and limitations.

· 2 min

An empty office chair faces a wooden desk with a closed notebook and blue pen in soft daylight.

CFP® disability income cover: what controls the payout?

Concept

Disability income cover depends on the policy’s work test, waiting period and payment limit. Work through a simple income gap and the terms candidates must check.

· 2 min

Two differently sized stacks of blank paper sit on a navy desk with a blue pen between them.

CFP® debt repayment: when to use avalanche or snowball

Concept

The avalanche method targets the highest rate; the snowball targets the smallest balance. Compare their interest effect, then check cash flow and repayment habits.

· 2 min

Two stacks of blank white cards and a curved blue wire on a dark navy desk beside a closed calculator.

FRM® bond pricing: use the spot rate for each cash flow

Concept

A coupon bond has payments at several dates, so each payment needs the spot rate for its own maturity. Follow a small worked example and avoid the final-rate trap.

· 2 min

Three blank paper strips lie on a navy desk, their ends partly hidden by a blue notebook, with a pencil beside the middle strip.

FRM® omitted variable bias: find its sign and size

Concept

Omitting a driver of the outcome biases a regression slope when it also tracks an included variable. Use an example to determine the direction and size of the bias.

· 2 min

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CFA® delta hedging: why gamma leaves risk after the hedge

Concept

A delta hedge offsets a small underlying move, but gamma changes the option’s delta as the move grows. Work through the remaining risk and implied volatility.

· 2 min

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CFA® Gordon growth model: use the next dividend, not the last

Concept

The Gordon growth model values a steady dividend stream from its next payment. Learn when the assumption fits, how to calculate value, and why timing errors matter.

· 2 min