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Day before SPY's ex-date: time value left in deep-in-the-money calls, by days to expiry

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 2026-07-17, from How Ex-Dividend Dates Affect Options.

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Day before SPY's ex-date: time value left in deep-in-the-money calls, by days to expiry — 3 rows by 4 columns, computed from US exchange, SIP and OPRA data.
days_to_expirycontractsmedian_time_valuepct_below_dividend
3 to 9 days363.8914
10 to 16 days794.3511
17 to 45 days1105.920
Rows × columns
3 × 4
Computed
Completeness
No missing values
Source
US exchange, SIP and OPRA market data
Licence
Strasmore terms · free, no signup
Formats
JSON · CSV · the SQL below

What each column holds

Column definitions for Day before SPY's ex-date: time value left in deep-in-the-money calls, by days to expiry, derived from the stored result.
ColumnTypeRangeNotes
days_to_expiry text 3 distinct values
contracts number 36 to 110 count
median_time_value number 3.89 to 5.92
pct_below_dividend number 0 to 14 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
SELECT
    multiIf(dte <= 9, '3 to 9 days', dte <= 16, '10 to 16 days', '17 to 45 days') AS days_to_expiry,
    count() AS contracts,
    round(median(time_value), 2) AS median_time_value,
    round(100.0 * countIf(time_value < 1.904) / count(), 0) AS pct_below_dividend
FROM (
    SELECT option_close - greatest(underlying_close - strike_price, 0) AS time_value,
           (expiration_date - toDate('2026-06-17')) AS dte
    FROM global_markets.options_greeks
    WHERE date = '2026-06-17'
      AND option_type = 'C'
      AND underlying_symbol = 'SPY'
      AND underlying_close - strike_price >= 25
      AND expiration_date > toDate('2026-06-17')
      AND expiration_date <= toDate('2026-08-01')
      AND implied_volatility > 0.02
)
GROUP BY days_to_expiry
ORDER BY min(dte)

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