Quote-Driven vs Order-Driven Markets
Quoted spread and displayed size at the NBBO, one June 2026 hourranking ·
2026-08-11 · 5×3
AAPL option trade sizes, one June 2026 sessionranking ·
2026-08-11 · 5×4
Share of consolidated volume reported off exchange, by monthseries ·
2026-08-11 · 12×5
How US share volume concentrates across symbols, May 2026ranking ·
2026-08-11 · 5×4
Quoted spread and displayed size at the NBBO, one June 2026 hour
Quoted spread and displayed size at the NBBO, one June 2026 hour
| symbol | quoted_spread_bps | touch_size_lots |
|---|---|---|
| SPY | 0.27 | 180 |
| AAPL | 1.01 | 100 |
| KO | 1.25 | 450 |
| MSFT | 1.53 | 100 |
| PG | 3.29 | 350 |
the exact SQL behind every number
WITH quotes AS
(
SELECT
ticker,
toUInt64(sequence_number) AS weight,
toFloat64(bid_price) AS bid,
toFloat64(ask_price) AS ask,
toFloat64(bid_size + ask_size) / 2 AS touch_lots
FROM global_markets.cache_stocks_quotes
WHERE ticker IN ('SPY', 'AAPL', 'MSFT', 'PG', 'KO')
AND sip_timestamp >= '2026-06-16 14:30:00'
AND sip_timestamp < '2026-06-16 15:30:00'
AND bid_price > 0
AND ask_price > bid_price
)
SELECT
ticker AS symbol,
round(quantileDeterministic(0.5)(10000 * (ask - bid) / ((ask + bid) / 2), weight), 2) AS quoted_spread_bps,
round(quantileDeterministic(0.5)(touch_lots, weight), 1) AS touch_size_lots
FROM quotes
GROUP BY ticker
ORDER BY quoted_spread_bps
More from this analysisQuote-Driven vs Order-Driven Markets
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