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Average quoted spread across six household names, midday July 16 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 2026-08-15, from How to Become a Registered Market Maker.

as of ranking 6×3read in context →
Average quoted spread across six household names, midday July 16 2026 — 6 rows by 3 columns, computed from US exchange, SIP and OPRA data.
tickeravg_spread_bpsquote_update_count
AAPL1.23145511
KO1.4131083
NVDA1.43112402
MSFT1.9116729
PFE3.989789
F7.096528
Rows × columns
6 × 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 Average quoted spread across six household names, midday July 16 2026, derived from the stored result.
ColumnTypeRangeNotes
ticker text 6 distinct values (AAPL, F, KO…)
avg_spread_bps number 1.23 to 7.09
quote_update_count number 6,528 to 145,511 count

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(avg(10000 * (toFloat64(ask_price) - toFloat64(bid_price))
              / ((toFloat64(ask_price) + toFloat64(bid_price)) / 2)), 2) AS avg_spread_bps,
    count()                                                              AS quote_update_count
FROM global_markets.cache_stocks_quotes
WHERE ticker IN ('AAPL', 'MSFT', 'NVDA', 'KO', 'F', 'PFE')
  AND sip_timestamp >= toDateTime('2026-07-16 16:00:00')
  AND sip_timestamp <  toDateTime('2026-07-16 16:30:00')
  AND bid_price > 0
  AND ask_price > bid_price
GROUP BY ticker
ORDER BY avg_spread_bps

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