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The spread a fund buyer never pays: median quoted spread, July 10, 2026 regular session

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 2026-07-26, from When Do Mutual Funds Trade? NAV Pricing at 4 pm.

as of ranking 3×3read in context →
The spread a fund buyer never pays: median quoted spread, July 10, 2026 regular session — 3 rows by 3 columns, computed from US exchange, SIP and OPRA data.
tickermedian_spread_centsround_trip_cost_per_10k_usd
SPY20.27
KO11.2
NATH1918.83
Rows × columns
3 × 3
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 The spread a fund buyer never pays: median quoted spread, July 10, 2026 regular session, derived from the stored result.
ColumnTypeRangeNotes
ticker text 3 distinct values (KO, NATH, SPY)
median_spread_cents number 1 to 19
round_trip_cost_per_10k_usd number 0.27 to 18.83 US dollars

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
    ticker,
    round(quantileDeterministic(0.5)(toFloat64(ask_price - bid_price), toUInt64(sip_timestamp)) * 100, 1) AS median_spread_cents,
    round(quantileDeterministic(0.5)(toFloat64(ask_price - bid_price) / (toFloat64(ask_price + bid_price) / 2), toUInt64(sip_timestamp)) * 10000, 2) AS round_trip_cost_per_10k_usd
FROM global_markets.cache_stocks_quotes
WHERE ticker IN ('SPY', 'KO', 'NATH')
  AND sip_timestamp >= toDateTime('2026-07-10 09:30:00', 'America/New_York')
  AND sip_timestamp < toDateTime('2026-07-10 16:00:00', 'America/New_York')
  AND bid_price > 0
  AND ask_price > bid_price
GROUP BY ticker
ORDER BY indexOf(['SPY', 'KO', 'NATH'], ticker)

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