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METHODOLOGY

How implied opening prices are calculated from futures markets.

What the number means

A futures-implied cash value for the session date shown. New trades and news can change it before the opening auction.

What to check first

Read the session date, quote age and source together. A connected stream does not make an old underlying quote current.

How to judge it

Use the recorded accuracy and sample size. The volatility cone describes market movement, not the model’s historical prediction error.

The Model: Cost of Carry

Cost of carry relates the futures price to the current cash value through financing, dividends and time to expiry. Removing that carry gives an index-equivalent price implied by the future:

Rearranging to solve for the implied spot price given today's futures price :

Hypothetical numbers · not a live quote

Worked example

Start with a future at 6,000 and a cash reference of 5,970. Assume a 4% annual financing rate, a 1.5% annual dividend yield and 30 calendar days until the quoted contract expires.

  1. 01

    Convert the inputs

    r = 0.04 · q = 0.015
    t = 30 / 365.25

    Rates enter as decimals. Carry accrues over calendar time; the 252-trading-day convention belongs to the volatility calculation.

  2. 02

    Remove net carry

    r − q = 2.5%

    Financing exceeds dividends, so the implied cash value is below the futures price. This adjustment is not the predicted market move.

  3. 03

    Calculate fair value

    5,987.69

    Discount the future using the exponential formula above. Keep full precision until the displayed result is rounded.

  4. 04

    Compare with cash

    +17.69 · +0.30%

    The implied move compares fair value with the cash reference, not the futures contract’s own previous settlement.

Holding the future fixed, a higher financing rate lowers implied cash value; a higher dividend yield raises it. As expiry approaches, the carry adjustment shrinks.

Stocks & commodities

Actual trades outside the bell

Stock cards show regular-session or extended-hours trading prices, rather than a futures-based prediction. Pre-market normally runs from 04:00 to 09:30 ET, and post-market from 16:00 to 20:00 ET; exchange holidays and shortened sessions affect availability.

Extended-hours trading can have lower volume and wider spreads. The session label identifies the quote being shown, while the change is measured against the relevant close.

Read the forward curve

Commodity cards compare the front and back futures contracts. Each contract’s month and price is shown so you can see the curve directly.

Contango
The back contract costs more than the front contract.
Backwardation
The back contract costs less than the front contract.

Financing, storage, insurance and immediate supply all affect this spread. Storage costs are estimates, and expiry rules differ by commodity. A rising curve does not by itself predict a rising spot price.

Inputs

F — Futures price
For US indices (S&P 500, Nasdaq-100, Dow Jones, Russell 2000): real-time CME front-month contracts via Charles Schwab (/ES, /NQ, /YM, /RTY), falling back to Yahoo Finance. For international indices (FTSE, DAX, Hang Seng, Nikkei 225): scraped from Investing.com, with delayed exchange-quote fallbacks when the scrape fails (FTSE via CNBC's quote API, DAX via onvista). KOSPI 200 uses whichever of the KRX day future (Naver realtime) and the KRX overnight night-session future traded most recently. TAIEX likewise prices off the fresher of the TAIFEX day and after-hours (night) markets via the exchange MIS API. For commodities: front-month futures via Schwab / Yahoo Finance (/GC, /CL, etc.).
S — Current spot / index level
The last known index close or intraday level from Yahoo Finance. Used only to compute the implied change; the fair-value calculation itself depends solely on F, r, q, and t.
r — Risk-free rate (per currency)

The short-term risk-free rate of the currency each index is denominated in — because the cost of carry finances the underlying basket in its own currency, so the discount must use that currency's rate (not a single global one). Per currency, and why each rate was picked:

USD = Treasury.gov 3-month bill — kept because it is empirically near-perfect: decomposing every scored US session shows the carry discount cancelling the futures basis to within a few basis points.

GBP = Bank of England SONIA and EUR = €STR — both overnight benchmarks, on the principle that index-futures arbitrage is financed at collateralised/overnight rates, not at credit-sensitive term interbank rates. (EUR previously used 3-month Euribor, which sits ~25–30bp above €STR and measurably over-discounted the DAX; switched 2026-08-05.)

HKD = HKAB HIBOR and TWD = TAIBOR — daily term fixings; no free overnight-benchmark feed exists for either, and with the Hang Seng and TAIEX on monthly contracts, t is so short that the term-vs-overnight distinction is worth <2bp on the open.

JPY and KRW have no free daily feed at all (TIBOR is a daily PDF, the Korean CD rate is key-gated), so they use the OECD 3-month interbank series via FRED — monthly, with a one-to-two-month publication lag, but live and auto-updating rather than a frozen constant.

Each rate falls back to a recent constant if its fetch fails or goes stale, and rates are refreshed a few times a day. Using one US rate for every market — as earlier versions did — biased non-USD implied opens by up to tens of basis points and could even flip the predicted direction on longer-dated contracts.

q — Dividend yield / storage cost

For equity indices and stocks: the trailing 12-month dividend yield of the index's proxy ETF (e.g., SPY for S&P 500), sourced from Yahoo Finance and sanity-clamped against a curated per-index estimate. Total-return indices are an exception — the DAX reinvests dividends into the index itself, so its carry uses q = 0 (subtracting a dividend yield would double-count).

The Nikkei 225 is a second exception: Japanese companies pay in two concentrated bursts (fiscal-year-end finals go ex in late March, interims in late September), while the OSE contract expires the second Friday of those months — before the burst. A smooth annual q therefore credits the carry with dividends the contract never carries (we measured a persistent +0.6% over-prediction, of which ~+0.2% was this effect). The Nikkei instead uses an effective q: the annual yield × the fraction of the year's dividend points actually going ex before expiry — ≈0 for most of each quarter, spiking only in the weeks a contract spans a burst. The q shown in the drilldown is this effective value.

Commodity storage and insurance costs are entered as a negative q. They add to financing in r − q, so a positive storage cost lowers the cash value implied by a fixed futures price.

t — Time to expiry (years)
Calendar days from now to the futures contract's last trading day, divided by 365.25. Expiration dates are computed from the contract's schedule (e.g., third Friday of the quarterly month for ES=F).

Expiration Schedules

The expiry must belong to the contract whose price is quoted. A front-month symbol can roll to a new contract before the old one expires; pairing the new price with the old expiry can create an artificial jump.

InstrumentContractExpiry Rule
S&P 500, Nasdaq, Dow, Russell/ES /NQ /YM /RTYThird Friday of Mar/Jun/Sep/Dec
Nikkei 225Investing.comSecond Friday of Mar/Jun/Sep/Dec
FTSE 100Investing.comThird Friday of Mar/Jun/Sep/Dec
DAXInvesting.comThird Friday of Mar/Jun/Sep/Dec
Hang SengInvesting.comSecond-to-last business day of every month
KOSPI 200Naver realtime (KRX day future)Second Thursday of Mar/Jun/Sep/Dec
TAIEXTAIFEXThird Wednesday of every month
Gold, Silver, Copper/GC /SI /HGLast business day on or before the 25th
Crude Oil, Natural Gas/CL /NG3 business days before the 25th of prior month

Data Sources

Charles SchwabReal-time US index futures + several international cash indices (Nikkei, Hang Seng, DAX)
Yahoo FinanceSpot / intraday levels, dividend yields, crypto, and fallback futures — via yahoo-finance2 (unofficial)
Investing.comInternational index futures (FTSE, DAX, Hang Seng, Nikkei 225) via HTML scraping
CNBC / onvistaDelayed exchange-quote fallbacks when the scrape fails — ICE FTSE 100 future (CNBC quote API) and Eurex FDAX (onvista)
Naver realtimeKOSPI 200 KRX day future (front-month) with a last-trade timestamp; and the KOSPI 200 official opening-auction print
KRX night futureKOSPI 200 overnight night-session future (18:00–06:00 KST, via a KIS realtime feed) — the pre-open forward
TAIFEXTaiwan (TAIEX) front-month futures — day and after-hours (night) markets — and the TAIWAN VIX, via the exchange MIS API
Rate feedsPer-currency risk-free rates — Treasury.gov (USD), Bank of England SONIA (GBP), €STR (EUR), HKAB HIBOR (HKD), TAIBOR (TWD), and the OECD 3-month interbank series via FRED (JPY, KRW)
Exchange opensOfficial opening-auction prints for the accuracy tracker — KRX KOSPI 200 (via Naver) and TWSE TAIEX (via the TWSE MIS API)

Data is cached server-side for 60 seconds and streamed to clients via Server-Sent Events. Quotes may be delayed by up to 15 minutes depending on the provider.

Reading the terminal

Before a cash session, the headline is the implied open for the displayed session date. During that session it is current fair value. After the close, the date advances to the next trading session using the venue calendar. Stocks show the appropriate regular or extended-hours quote instead of a carry-model prediction.

The solid chart is price history; supported futures overlays are rebased to the cash index and are not actual cash trades. The dashed cyan segment leads to the current fair-value estimate, not a time-path forecast. Shaded bands identify session gaps and lunch breaks; the volatility cone is an indicative daily one-sigma range, not a calibrated opening-error interval.

Stream connection, quote age and chart freshness are independent. A failed chart refresh retains its last validated bars with a warning and last-bar date. Market inputs identifies fixed fallback yields by tenor, and calculation details preserves source names and timestamps on every screen size.

Volatility Cone (1σ Range)

Alongside each implied opening price, we display a one-standard-deviation daily range derived from that market's own 30-day implied-volatility index. Each index expresses annualised implied volatility as a percentage; converting to a daily dollar move:

where is the implied opening price computed by the cost-of-carry model, and the volatility index is expressed as a decimal (e.g. 18 → 0.18). The resulting range gives a rough sense of overnight uncertainty baked into options markets. Each card uses its own exchange's vol index rather than a single proxy — the US indices use the CBOE VIX, while international cards use their native equivalents: VKOSPI (KOSPI 200), TAIWAN VIX (TAIEX), the Nikkei 225 VI, VHSI (Hang Seng), VDAX-NEW (DAX) and VFTSE (FTSE 100). Where a native index is unavailable, the card falls back to the US VIX.

Accuracy Tracker

Each index is predicted in its own venue's pre-open window and scored against that session's actual open — so London, Tokyo, Seoul, Taipei, Hong Kong, Frankfurt and New York are each measured against their own open, not a single US clock. The miss is recorded as a percentage:

miss % = (implied_open − actual_open) / actual_open × 100
LAST SCORED MISS

The headline is the absolute percentage miss for the date shown. RIGHT WAY / WRONG WAY describes whether the predicted opening direction was correct. Signed bias below shows whether the model tends to predict too high (positive) or too low (negative).

MAE 30D

Mean Absolute Error over the trailing 30 calendar days. Direction-agnostic — measures average miss magnitude. Useful for calibrating how much confidence to place in the model's current projection.

HOW THE ACTUAL OPEN IS MEASURED

Several markets open via a call auction whose first published print sits near the prior close until constituents trade. For those (S&P 500, Dow, Russell 2000, FTSE, DAX, Nikkei, Hang Seng and TAIEX) we score against the settled level ~15 minutes in rather than the stale opening tick. KOSPI 200 uses its official opening-auction print when available. Nasdaq-100 uses the initial open. TAIEX uses its settled intraday level; its official auction print is retained as a diagnostic.

Common questions

Why can futures and the implied move disagree?

They use different reference prices. A futures percentage change uses that contract’s previous settlement; the dashboard compares carry-adjusted fair value with the relevant cash reference.

Do the squares measure price accuracy?

The squares show direction calls, oldest to newest: green is right, red is wrong, and hollow means excluded. Their percentage scores only the included boxes. A correct direction can still have a large price miss; MAE measures that magnitude.

What do N, THIN and skipped sessions mean?

N counts scored sessions in the rolling calendar window, not elapsed days. THIN means fewer than seven scored sessions. Low-confidence sessions remain visible as excluded history and do not improve or worsen the headline score.

Why can the latest result look old?

A result needs both a saved prediction and a usable opening reference. Closed markets, missing observations and excluded sessions can leave an older result on screen. Its date matters; an empty 30-day window is shown explicitly.

Measured futures basis (Shadow Model)

The carry model above treats dividends as a smooth annual yield . Real index futures on price-return venues discount discrete dividend points concentrated in ex-dividend seasons — Taiwan's Jul–Aug cluster puts the post-July-roll TAIEX contract roughly 2% below cash, Hong Kong's H-share season runs May–Aug, Japan clusters in Mar/Sep, and the UK has interim seasons worth ~10–25 bp — which a continuous yield structurally cannot express. To measure that gap we also run a second model: record the observed basis at each venue's cash close (same futures source, both prints required to be seconds-fresh so a frozen feed can never be recorded), then at the next pre-open convert the live future through it, . The observed basis absorbs the discrete dividend discount exactly and re-anchors itself on the new contract after every roll (on the roll day itself, and whenever no fresh anchor exists — first day, an aged observation beyond three sessions — the model falls back to the standard carry calculation).

Status: shadow. Anchored predictions are currently logged in the accuracy tracker alongside the headline carry predictions for FTSE 100, Nikkei 225, Hang Seng, KOSPI 200 and TAIEX — every displayed implied open and every headline accuracy number on this site remains the pure cost-of-carry model until a venue's shadow error record proves the anchor out. The DAX is exempt by construction (a total-return index reinvests dividends, so and the carry model is already exact), as are the US indices (real-time futures plus a smooth, diversified dividend stream keep the discrete-dividend error below measurement noise).

Known Limitations

▸
Calendar-day time to expiryUsing calendar days (not trading days) can shift fair value by a few basis points over long weekends.
▸
JPY & KRW risk-free ratesThe Japanese yen and Korean won have no free daily short-rate feed (the daily sources are a PDF and a key-gated API), so they use the OECD 3-month interbank series via FRED — live and auto-updating, but monthly with a one-to-two-month publication lag, and dropped back to a recent constant if the series goes stale. Every other currency is a daily fixing. The lag is immaterial at front-month tenors (a few basis points on the open).
▸
KOSPI 200 pre-open auctionKOSPI's futures are read shortly before the Korea open, while the exchange is still in its pre-opening call auction — so on a large gap morning the futures can lag the eventual open. The miss is genuine, not a data error.
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Overnight information gaps (KOSPI, TAIEX)Their overnight futures stop trading hours before the cash open (06:00 KST / 05:00 Taipei vs 09:00 opens), so morning news lands in a window no forward can see. Any residual prediction bias there is this gap, not the carry parameters — decomposing the misses shows the future itself carries nearly all of the error while the carry adjustment matches (q−r)·t as designed. That is also why their r/q are left untouched: on monthly contracts the whole carry term is only a few basis points. The Hang Seng likewise stays on plain continuous carry — its measured bias is statistically indistinguishable from zero.
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International futures via Investing.comSeveral international futures are scraped from HTML and will break if a page layout changes; each falls back to its Yahoo or cash-proxy value.
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Commodity storage costsAnnualised storage rates are industry estimates and vary by location, season, and market conditions.
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Not financial adviceImplied opening prices are a model output, not a guarantee of future prices.
How Futures Indicate the Market Open — Implied Open