Median quoted spread and the cost of a $25,000 round trip: midday hour, July 15, 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 2026-08-03, from Can an AI Trading Track Record Be Verified?.
| ticker | median_spread_bps | round_trip_cost_per_25k_usd |
|---|---|---|
| MSTR | 10.08 | 25.2 |
| MSFT | 2.01 | 5.03 |
| NVDA | 1.43 | 3.59 |
| AAPL | 1.24 | 3.09 |
| KO | 1.21 | 3.01 |
| SPY | 0.27 | 0.66 |
- Rows × columns
- 6 × 3
- Computed
- Completeness
- No missing values
- Source
- US exchange, SIP and OPRA market data
- Licence
- Strasmore terms · free, no signup
What each column holds
| Column | Type | Range | Notes |
|---|---|---|---|
ticker |
text | 6 distinct values (AAPL, KO, MSFT…) | |
median_spread_bps |
number | 0.27 to 10.08 | |
round_trip_cost_per_25k_usd |
number | 0.66 to 25.2 | 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)(20000 * (toFloat64(ask_price) - toFloat64(bid_price))
/ (toFloat64(ask_price) + toFloat64(bid_price)),
cityHash64(sip_timestamp)), 2) AS median_spread_bps,
round(25000 * quantileDeterministic(0.5)(2 * (toFloat64(ask_price) - toFloat64(bid_price))
/ (toFloat64(ask_price) + toFloat64(bid_price)),
cityHash64(sip_timestamp)), 2) AS round_trip_cost_per_25k_usd
FROM global_markets.cache_stocks_quotes
WHERE ticker IN ('SPY', 'AAPL', 'MSFT', 'NVDA', 'KO', 'MSTR')
AND sip_timestamp >= toDateTime('2026-07-15 15:00:00')
AND sip_timestamp < toDateTime('2026-07-15 16:00:00')
AND bid_price > 1
AND ask_price > bid_price
GROUP BY ticker
ORDER BY median_spread_bps DESC
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 analysisCan an AI Trading Track Record Be Verified?
Six US index funds, identical window: price return, January 2 to June 30, 2026
ranking 6×3
→
How far SPY travels from its opening print, by ET half hour, first half of 2026
series 13×3
→
SPY holding-period outcomes since 2015: 5th percentile, median, 95th percentile
table 4×7
→
When market headlines publish, by New York clock hour
ranking 24×2
→
When headlines actually land: article counts by ET clock hour, July 2026
ranking 24×4
→
Growth of one dollar: holding all year vs holding only November through April
ranking 21×3
→
See all 2,170 queries →