Loading…

How accurately does the Option Pricer turn option prices into implied volatility, Greeks and dividends?

Option pricing models — Option Pricer (M-009). Short answer: the hub rates it FIT FOR PURPOSE.

Data as of .

The verdict

FIT FOR PURPOSE as a pricing and risk calculator: the self-test suite passes and the dividend-date projection is measured accurate. Coverage of Smile/Density/Event is thin (20-23%), and no face here should ever be read as a forecast.

Development summary: Every number here is a ruler or a risk calculator, never a forecast. The self-test suite passes and dividend-date projection is accurate to a median 1 day, but Smile/Density/Event populate on only 20-23% of names — the book is thin.

What the review allows

  • Reading a specific contract's price, implied vol and greeks against the fitted smile before choosing a structure elsewhere.
  • The dividend-adjusted American premium as a better reference point than a European/continuous-yield price for a dividend payer.
  • The Event face's earnings-jump split where it populates (23% of names), as a decomposition of an already-observed price gap.

What the review rules out

  • Reading any face as a forecast of future volatility, direction, or an expected return — the engine's own header says so explicitly.
  • Relying on Smile, Density or Event for a name outside the ~20-23% that currently populate — the face should read 'no book', not print a stale or extrapolated number.
  • Treating r=0 (the macro-board-unavailable fallback) as a deliberate rate assumption rather than a data-outage signal.
  • Assuming the binomial cross-check runs in production — it exists only in the offline self-test.

What it predicts

ItemDetail
Question it answersEvery option needs a price converted to a comparable implied vol, American exercise and real dividends priced correctly, and the smile's shape read separately from its level — without any of that claiming to forecast volatility.
MethodBSM / Bjerksund-Stensland
How it worksFive pure-function faces per symbol: BSM/Bjerksund-Stensland pricer, log-moneyness smile fit, Breeden-Litzenberger density, two-expiry earnings-jump split, Yang-Zhang realised-vol read
InputsIBKR per-contract option chain, 13-week T-bill risk-free rate, Declared ex-dividend schedule, Yang-Zhang realised vol, Log-moneyness smile fit
OutputPer-symbol pricing/greeks, smile fit, implied density, event split — a reference face, no ranked list
Horizonthe priced contract's own expiry (near-dated chain only)
CoverageUS names with both a sampled IBKR chain and an options row (~620-name options universe; Smile/Density fill on ~20%, Event on ~23%)
MarketsUS
Model typeModel · Structural
StageProduction
Versionv1, first recorded 30 Aug 2026

Validation evidence

Training data: not stated. Test data: not stated. Out-of-sample design: none.

Headline results from the model's development record, as the hub publishes them.
MeasureResultCompared withNote
Self-test: BSM vs textbookcall 10.4506, put 5.5735 (tol 1e-3)S=100,K=100,T=1,sigma=0.20,r=0.05python3; also checks put-call parity to 1e-6 and IV round-trip to 1e-4
Leisen-Reimer binomial vs Bjerksund-Stenslandagree within 0.05 (a few cents)independent pricing methods on the same American contractthe binomial tree (inventory shorthand 'CRR') is a self-test cross-check only — it is not called in the production pipeline
Dividend ex-date projection errormedian 1 day, p90 8 daysthe declared ex-datemeasured on the 178 names carrying both a declared and a would-have-been-projected date
Smile / Density / Event coverage~20% / ~20% / ~23% of names100% for the Pricer facethe per-contract book only began persisting 2026-08-29; coverage, not model choice, is the binding constraint
Pre-fix raw coverage (2026-08-14 file)term_slope 1%, skew 2%, skew_25d 0%, call_wing 0%iv30 25% (100% of IV-bearing rows)of 567 IV-bearing rows, 512 were a single 30-day model IV with no strike dimension and only 55 were chain-derived; the capture fix landed 2026-08-29
The hub's standard metrics for this model class (only those the record measured).
MetricSample / windowCompared withValueRange (CI)
Replication error (median) (headline)ex-div dates · 178 namesdeclared ex-date1 dayn/a
Replication error (p90)ex-div dates · 178 namesdeclared ex-date8 daysn/a

What the validation review found

Is the design sound? Correct division of labour: rulers (Pricer) are kept separate from surface descriptors (Smile/Density) and from the one genuinely forward-looking pair (Edge's realised-vol read). The engine's own documentation is unusually explicit that none of this is a forecast, which is the right conceptual stance for a pricing library.

Data quality. IBKR chain data is real but a live snapshot, not point-in-time; coverage is the dominant data-quality issue (20-23% for three of five faces). The dividend schedule is a genuine TradingView field, not a proxy, for the 424 of 607 names where it is declared.

Backtest. None, and none is claimed. There is no forecast in this model to backtest; the closest analogue (the Edge face's realised-vol read) is a description of the past, not a prediction.

Against simple benchmarks. Leisen-Reimer binomial serves as the internal benchmark for the production Bjerksund-Stensland approximation and agrees to within a few cents. No external market-price benchmark was run (e.g., comparing model IV against a vendor's).

Independent replication. The self-test suite is itself a replication harness and passes on inspection of the code (textbook BSM, parity, IV round-trip, LR-vs-BjS, smile recovery, flat-smile density). Not independently re-run outside the project by a second party.

Sensitivity. No formal sensitivity analysis on QUARTER_DAYS, the smile's OTM-only strike filter, or the [0.3x, 3.0x] density grid has been run.

Monitoring. Coverage of the three thin faces (Smile/Density/Event) is the practical signal to watch; there is no stored history of that coverage series yet.

Limitations

Questions

Is the Option pricing models — Option Pricer validated?
Its validation review dated 30 Aug 2026 rated it FIT FOR PURPOSE as a pricing and risk calculator: the self-test suite passes and the dividend-date projection is measured accurate. Coverage of Smile/Density/Event is thin (20-23%), and no face here should ever be read as a forecast.
What does the Option pricing models — Option Pricer predict?
It answers: Every option needs a price converted to a comparable implied vol, American exercise and real dividends priced correctly, and the smile's shape read separately from its level — without any of that claiming to forecast volatility. Output: Per-symbol pricing/greeks, smile fit, implied density, event split — a reference face, no ranked list. Horizon: the priced contract's own expiry (near-dated chain only). Coverage: US names with both a sampled IBKR chain and an options row (~620-name options universe; Smile/Density fill on ~20%, Event on ~23%).
How was the Option pricing models — Option Pricer tested?
Training data not stated, test data not stated, out-of-sample design: none. Self-test suite: BSM vs textbook, put-call parity, IV round-trip, LR-vs-BjS all pass; Dividend ex-date projection error: median 1 day, p90 8 days (n=178); Forward edge claimed: none — pricing/risk arithmetic only.

Source: the Model Hub's public model register, as of 6 Nov 2026. The M-009 page in the live Model Hub carries the full development and validation record, monitoring and open decisions. All 30 models and their verdicts.

Terms used on this page