How far at-the-money implied volatility itself travelled (Jan to Jun 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 2026-08-12, from Heston Model and the Volatility Smile.
| symbol | low_iv_pct | high_iv_pct | swing_pts |
|---|---|---|---|
| AMZN | 28.21 | 74.42 | 46.22 |
| MSFT | 24.49 | 50.5 | 26.01 |
| NVDA | 34.49 | 53.94 | 19.45 |
| SPY | 12.86 | 26.3 | 13.44 |
| AAPL | 21.91 | 33.47 | 11.56 |
| KO | 14.31 | 25.06 | 10.75 |
- Rows × columns
- 6 × 4
- 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 |
|---|---|---|---|
symbol |
text | 6 distinct values (AAPL, AMZN, KO…) | |
low_iv_pct |
number | 12.86 to 34.49 | percent |
high_iv_pct |
number | 25.06 to 74.42 | percent |
swing_pts |
number | 10.75 to 46.22 |
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
symbol,
round(min(daily_iv) * 100, 2) AS low_iv_pct,
round(max(daily_iv) * 100, 2) AS high_iv_pct,
round((max(daily_iv) - min(daily_iv)) * 100, 2) AS swing_pts
FROM
(
SELECT
underlying_symbol AS symbol,
date,
avg(implied_volatility) AS daily_iv
FROM global_markets.options_greeks
WHERE underlying_symbol IN ('SPY', 'AAPL', 'MSFT', 'NVDA', 'AMZN', 'KO')
AND date BETWEEN '2026-01-02' AND '2026-06-30'
AND iv_converged = 1
AND volume > 0
AND days_to_expiry BETWEEN 20 AND 45
AND abs(toFloat64(strike_price) / toFloat64(underlying_close) - 1) <= 0.05
GROUP BY symbol, date
)
GROUP BY symbol
ORDER BY swing_pts DESC
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