Underlying names with converged daily IV, by quarter
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 Where to Get Historical Implied Volatility Data.
| quarter | underlyings_covered |
|---|---|
| 2014-Q2 | 4054 |
| 2014-Q3 | 4197 |
| 2014-Q4 | 4226 |
| 2015-Q1 | 4216 |
| 2015-Q2 | 4227 |
| 2015-Q3 | 4269 |
| 2015-Q4 | 4338 |
| 2016-Q1 | 4359 |
| 2016-Q2 | 4364 |
| 2016-Q3 | 4319 |
| 2016-Q4 | 4310 |
| 2017-Q1 | 4272 |
| 2017-Q2 | 4269 |
| 2017-Q3 | 4248 |
| 2017-Q4 | 4253 |
| 2018-Q1 | 4289 |
| 2018-Q2 | 4319 |
| 2018-Q3 | 4300 |
| 2018-Q4 | 4271 |
| 2019-Q1 | 4232 |
| 2019-Q2 | 4218 |
| 2019-Q3 | 4225 |
| 2019-Q4 | 4215 |
| 2020-Q1 | 4222 |
| 2020-Q2 | 4225 |
| 2020-Q3 | 4280 |
| 2020-Q4 | 4417 |
| 2021-Q1 | 4702 |
| 2021-Q2 | 4993 |
| 2021-Q3 | 5386 |
| 2021-Q4 | 5511 |
| 2022-Q1 | 5628 |
| 2022-Q2 | 5731 |
| 2022-Q3 | 5777 |
| 2022-Q4 | 5729 |
| 2023-Q1 | 5663 |
| 2023-Q2 | 5612 |
| 2023-Q3 | 5511 |
| 2023-Q4 | 5479 |
| 2024-Q1 | 5444 |
| 2024-Q2 | 5369 |
| 2024-Q3 | 5396 |
| 2024-Q4 | 5413 |
| 2025-Q1 | 5417 |
| 2025-Q2 | 5460 |
| 2025-Q3 | 5548 |
| 2025-Q4 | 5668 |
| 2026-Q1 | 5729 |
| 2026-Q2 | 5799 |
- Rows × columns
- 49 × 2
- 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 |
|---|---|---|---|
quarter |
text | 49 distinct values (2014-Q2, 2014-Q3, 2014-Q4…) | |
underlyings_covered |
number | 4,054 to 5,799 |
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.
Run it yourself
This is the exact query behind the result above. Change a ticker, a date or a column and run it against the warehouse — no account, no key. The no-signup tier is smaller than the one this page was computed on; a query that reaches past it comes back saying which plan runs it.
SELECT
concat(toString(toYear(date)), '-Q', toString(toQuarter(date))) AS quarter,
uniqExact(underlying_symbol) AS underlyings_covered
FROM global_markets.options_greeks
WHERE iv_converged = 1
AND volume > 0
AND underlying_symbol NOT IN ('SPCX')
AND date < '2026-07-01'
GROUP BY quarter
ORDER BY min(date)
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