Minimising strike vs settlement close: SPY monthly expirations, Feb to Jul 2026
Answered against 22 years of US equities and 12 years of US options data and published with the query that produced it. This result is stored as of 2026-07-31, from What Is Max Pain in Options? The Real Math.
| expiry_label | min_payout_strike | settlement_close | max_pain_miss_pct | week_earlier_miss_pct |
|---|---|---|---|---|
| Feb 20 | 687 | 689.36 | 0.34 | 1.12 |
| Mar 20 | 652 | 648.54 | 0.53 | 2.12 |
| Apr 17 | 707 | 710.04 | 0.42 | 4.32 |
| May 15 | 740 | 739.09 | 0.12 | 0.21 |
| Jun 18 | 746 | 746.56 | 0.07 | 1.19 |
| Jul 17 | 746 | 743.2 | 0.37 | 1.57 |
- Rows × columns
- 6 × 5
- Computed
- Completeness
- No missing values
- Source
- US exchange, SIP and OPRA market data
- Licence
- Strasmore terms · free, no signup
What each column holds
| Column | Type | Range | Notes |
|---|---|---|---|
expiry_label |
text | 6 distinct values (Apr 17, Feb 20, Jul 17…) | |
min_payout_strike |
number | 652 to 746 | US dollars |
settlement_close |
number | 648.54 to 746.56 | US dollars |
max_pain_miss_pct |
number | 0.07 to 0.53 | percent |
week_earlier_miss_pct |
number | 0.21 to 4.32 | percent |
Computed from Strasmore's warehouse of US exchange, SIP and OPRA market data. Equity prices are delayed; options greeks and implied volatility are end-of-day. This result is stored, not recomputed on load — it is exactly the numbers that were returned on , and the query below is what returned them.
the exact SQL behind every number
WITH expiries AS (
SELECT arrayJoin([toDate('2026-02-20'), toDate('2026-03-20'), toDate('2026-04-17'),
toDate('2026-05-15'), toDate('2026-06-18'), toDate('2026-07-17')]) AS expiry
),
chain AS (
SELECT toDateOrNull(concat('20', substring(ticker, length(ticker) - 14, 6))) AS expiry,
intDiv(toUInt32OrZero(substring(ticker, length(ticker) - 7, 8)), 1000) AS strike,
substring(ticker, length(ticker) - 8, 1) AS opt_type,
sum(toFloat64(volume)) AS contracts
FROM global_markets.options_minute_aggs
WHERE ((window_start >= toDateTime('2026-02-16 08:00:00') AND window_start < toDateTime('2026-02-21 04:00:00'))
OR (window_start >= toDateTime('2026-03-16 08:00:00') AND window_start < toDateTime('2026-03-21 04:00:00'))
OR (window_start >= toDateTime('2026-04-13 08:00:00') AND window_start < toDateTime('2026-04-18 04:00:00'))
OR (window_start >= toDateTime('2026-05-11 08:00:00') AND window_start < toDateTime('2026-05-16 04:00:00'))
OR (window_start >= toDateTime('2026-06-15 08:00:00') AND window_start < toDateTime('2026-06-19 04:00:00'))
OR (window_start >= toDateTime('2026-07-13 08:00:00') AND window_start < toDateTime('2026-07-18 04:00:00')))
AND startsWith(ticker, 'O:SPY26')
AND toDateOrNull(concat('20', substring(ticker, length(ticker) - 14, 6))) IN (SELECT expiry FROM expiries)
GROUP BY expiry, strike, opt_type
),
curve AS (
SELECT c1.expiry AS expiry,
c1.strike AS settle,
sum(multiIf(c2.opt_type = 'C' AND c2.strike < c1.strike, c2.contracts * (c1.strike - c2.strike),
c2.opt_type = 'P' AND c2.strike > c1.strike, c2.contracts * (c2.strike - c1.strike),
0)) AS payout
FROM chain AS c1 INNER JOIN chain AS c2 ON c1.expiry = c2.expiry
GROUP BY c1.expiry, c1.strike
),
pain AS (
SELECT expiry, argMin(settle, payout) AS pain_strike FROM curve GROUP BY expiry
),
px AS (
SELECT toDate(toTimeZone(window_start, 'America/New_York')) AS d,
argMax(close, window_start) AS close_px
FROM global_markets.delayed_stocks_minute_aggs
WHERE ticker = 'SPY'
AND toDate(toTimeZone(window_start, 'America/New_York')) >= toDate('2026-02-05')
AND toDate(toTimeZone(window_start, 'America/New_York')) <= toDate('2026-07-17')
AND (toHour(toTimeZone(window_start, 'America/New_York')) * 60
+ toMinute(toTimeZone(window_start, 'America/New_York'))) BETWEEN 570 AND 959
GROUP BY d
),
prior AS (
SELECT expiries.expiry AS expiry, argMax(px.close_px, px.d) AS week_earlier_px
FROM expiries CROSS JOIN px
WHERE px.d <= expiries.expiry - 7
GROUP BY expiries.expiry
)
SELECT formatDateTime(pain.expiry, '%b %e') AS expiry_label,
pain.pain_strike AS min_payout_strike,
round(px.close_px, 2) AS settlement_close,
round(abs(px.close_px - pain.pain_strike) / px.close_px * 100, 2) AS max_pain_miss_pct,
round(abs(px.close_px - prior.week_earlier_px) / px.close_px * 100, 2) AS week_earlier_miss_pct
FROM pain
INNER JOIN px ON pain.expiry = px.d
INNER JOIN prior ON pain.expiry = prior.expiry
ORDER BY pain.expiry
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