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Contingent Income Auto-Callable Securities — Simulation Analysis

Worst-of autocallable note linked to NDXT, RTY and SPX — Monte Carlo evaluation over a 10,000-path simulation

Issuer / Product: Morgan Stanley Finance LLC — Contingent Income Auto-Callable Securities (Principal at Risk), due November 1, 2027 (CUSIP 61781EH90)
Underlyings (worst-of): Nasdaq-100 Technology Sector Index (NDXT), Russell 2000 Index (RTY) and S&P 500 Index (SPX)
Coupon: 11.00% p.a. (midpoint of the indicated 10.50%–11.50% range), paid monthly when every underlier closes at or above 80% of its initial level.
Analysis: 10,000 simulated scenarios over the 18-month term (issue 30 Apr 2026 → maturity 1 Nov 2027), with each underlier path normalized to 100 at launch.
4.94%
Expected Annualized Return
Product-level, annualized across all simulated paths
7.41%
Probability of Negative Return
vs. 17.63% for the underlying basket
−36.44%
99% Confidence VaR (1-Year)
Worst 1% of annualized simulated outcomes

1. Headline simulation results

Headline metric Value
Expected annualized return (product) 4.94%
Probability of a negative return 7.41%
99% confidence VaR (1-year) −36.44%
Expected holding period 10.17 months (0.85 yr)
Expected total return over the realized holding period 2.76%
Probability of beating the risk-free rate (3.72%) 89.11%
Probability of automatic early redemption ("autocall") 73.90%

The securities are designed to pay an above-market coupon while markets are stable-to-rising, but they cap the upside and pass the full downside of the worst-performing index to the investor if it finishes below 70% of its starting level.

Reading variable holding periods together

Because the note is frequently called early (74% of paths, most of them at the first call date), the average path lasts only about 10 months. Annualizing very short holding periods can look extreme, so the annualized figures should be read alongside the expected total return (2.76%) and the expected holding period (~10 months).

2. Basic product information — how it works

The note is a worst-of, contingent-coupon autocallable linked to three equity indices. In plain terms:

  1. Monthly income (conditional). On each monthly observation date you receive a coupon of 0.9167 points (11.00% p.a.) only if all three indices are at or above 80% of their starting level. If any index is below 80%, no coupon is paid for that period (and it is not made up later).
  2. Early redemption (automatic). Starting October 2026, on each quarterly call date the note is automatically redeemed if all three indices are at or above 100% of their starting level. You then receive your principal plus the current-period coupon, and the note ends.
  3. Maturity. If the note is never called and, at maturity, all three indices are at or above 70% of starting level, you get your principal back. The final coupon is paid only if all three indices are also at or above the 80% coupon barrier on the final observation date (principal protection at 70% and coupon entitlement at 80% are separate conditions).
  4. Downside. If any index finishes below 70%, you lose 1% for every 1% decline in the worst-performing index — the loss can be substantial.

Because the payoff depends on the worst of the three indices, gains in the stronger indices offer no protection: a single laggard drives the outcome.

3. Key statistics — product vs. underlying

The underlying benchmark is an equally weighted basket of the three indices. For a like-for-like comparison the basket return is shown on a total-return basis (dividends added to the price return); the three reference indices are price indices, so the dividend component is a modelling assumption (approximately +0.79% p.a.).

Metric Structured Product Underlying Basket (Total Return)
Expected annualized return 4.94% 17.15%
Expected annualized volatility 9.38% 19.57%
Probability of loss 7.41% 17.63%
99% VaR (1 year) −36.44% −27.08%
Summary table
Summary table comparing structured product and underlying basket

The product delivers roughly one-third of the benchmark's expected return with about half its volatility, and a materially lower probability of loss. However, it gives up the large majority of the benchmark's upside because the payoff is capped (principal + coupons only).

4. Simulation charts

Outcome scatter — product return vs. worst-of underlying return

Colour = years held.

Scatter plot of product return versus worst-of underlying return

Most paths cluster in the upper-left region: the underlying has risen (positive x) while the product return is capped between about +3.7% (first call, 4 coupons) and +14.7% (full coupon run), depending on the call date. The lower-left cluster contains the 7% of paths that fall through the 70% barrier and take the worst-of downside.

Annualized-return histogram — underlying basket (total return)
Histogram of annualized returns for the underlying basket
Annualized-return histogram — structured product
Histogram of annualized returns for the structured product

The product's distribution is tightly grouped around +4% to +9% annualized, with a distinct left tail of loss scenarios extending to about −58% annualized. The underlying histogram is far more dispersed, with a much heavier right tail that the capped product does not capture.

Scenario probabilities
Chart of scenario probabilities
Risk / return map (annualized)
Risk and return map on an annualized basis
Annualized-return box plot
Box plot of annualized returns
Holding-period distribution
Pie chart of holding-period distribution
Number of coupons paid
Pie chart of the number of coupons paid

About 53% of paths are called at the first call date (roughly 4 coupons), while ~26% run to maturity; the coupon-count distribution is therefore concentrated at 4 and at 7–16 coupons.

5. Investment commentary

Potential positives
Potential negatives / risks

Figures are simulation outputs based on a stochastic model of the three underlying indices under stated rate and risk-premium assumptions; they are not forecasts. All monetary amounts are expressed on a 100-point notional index.