STRASMORE/EXPLORE 2,170 QUERIES

Average quoted spread: liquid mega-caps vs a thin small-cap (past week)

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 2026-08-22, from How Do Market Makers Make Money? The Spread.

as of ranking 3×4read in context →
Average quoted spread: liquid mega-caps vs a thin small-cap (past week) — 3 rows by 4 columns, computed from US exchange, SIP and OPRA data.
tickeravg_spread_centsspread_pct_of_priceround_trip_100_shares_dollars
AAPL3.40.0113.42
KO1.60.0181.56
NATH335.93.455335.89
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 Average quoted spread: liquid mega-caps vs a thin small-cap (past week), derived from the stored result.
ColumnTypeRangeNotes
ticker text 3 distinct values (AAPL, KO, NATH)
avg_spread_cents number 1.6 to 335.9
spread_pct_of_price number 0.011 to 3.455 percent
round_trip_100_shares_dollars number 1.56 to 335.89 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(ask_price - bid_price) * 100, 1)                                     AS avg_spread_cents,
  round(avg(ask_price - bid_price) / avg((ask_price + bid_price) / 2) * 100, 3)  AS spread_pct_of_price,
  round(avg(ask_price - bid_price) * 100, 2)                                     AS round_trip_100_shares_dollars
FROM global_markets.cache_stocks_quotes
WHERE ticker IN ('AAPL', 'KO', 'NATH')
  AND sip_timestamp >= now() - INTERVAL 7 DAY
  AND bid_price > 0 AND ask_price > bid_price
GROUP BY ticker
ORDER BY ticker

Run your own version of this

The same 22 years of US equities and 12 years of options data are queryable in SQL or plain English. A free account runs 100 queries a day and takes no card.

More from this analysisHow Do Market Makers Make Money? The Spread
AAPL trades by venue, latest session: off-exchange first ranking 19×4 US stock venues: public exchanges vs off-exchange reporting facilities ranking 2×3 AAPL average quoted spread by half-hour (ET), one extended session series 32×2 AAPL: NBBO quote updates on the latest session scalar 1×4 SPY options median spread by expiration date, near-the-money strikes only ranking 25×4 Venues publishing a bid in AAPL over one half hour, July 16 2026 ranking 16×4 See all 2,170 queries →