# Volatility and Covariance — fintech-algorithms > 22 algorithms in 4 families, sliced out of the > fintech-algorithms reference. Zero-dependency TypeScript: plain arrays and objects in, > plain values out. This file covers D10 only. D10 · 22 topics · 4 families · 22 verified Install: npm install fintech-algorithms Agent skill (install it rather than re-deriving this file): npx skills add IslamBaraka90/Fintech-Algorithms-Library what it is: https://docs.thefintechbuilder.com/guides/agent-skill/ Source: fintech-algorithms@0.13.1 · payload schema 2.0.0 What changed in each release: https://docs.thefintechbuilder.com/changelog/ Reference payload: https://docs.thefintechbuilder.com/reference/payload.json Version endpoint: https://docs.thefintechbuilder.com/version.json Domain page: https://docs.thefintechbuilder.com/volatility-and-covariance/ Full index (697 topics across 18 domains): https://docs.thefintechbuilder.com/llms.txt Verification tiers: - verified — the worked example is the figure published in the algorithm's article, replayed and asserted by the test suite on every run. The arithmetic cannot drift without the build failing. Treat the numbers as reproducible. - contract — the module loads, the entry point is callable and its declared signature matches the compiled code. The example is real captured output, but no independently published figure asserts it. Treat the shape as reliable and the numbers as unattested. Full explanation: https://docs.thefintechbuilder.com/guides/verification/ Each entry: name — signature — archetype — verification tier — docs URL From the docs URL, mechanically: import subpath — swap the https://docs.thefintechbuilder.com/ prefix for fintech-algorithms/ and drop the trailing slash markdown page — append index.md; same contract as the HTML page, a fraction of the bytes ## D10-F01 — Historical Estimators https://docs.thefintechbuilder.com/volatility-and-covariance/historical-estimators/ - Close-to-Close Volatility — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/historical-estimators/close-to-close-volatility/ - Parkinson Volatility — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/historical-estimators/parkinson-volatility/ - Garman-Klass Volatility — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/historical-estimators/garman-klass-volatility/ - Rogers-Satchell Volatility — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/historical-estimators/rogers-satchell-volatility/ - Yang-Zhang Volatility — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/historical-estimators/yang-zhang-volatility/ ## D10-F02 — Realized Measures https://docs.thefintechbuilder.com/volatility-and-covariance/realized-measures/ - Realized Variance — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/realized-measures/realized-variance/ - Realized Covariance — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/realized-measures/realized-covariance/ - Bipower Variation — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/realized-measures/bipower-variation/ - Jump-Variation Detector — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/realized-measures/jump-variation-detector/ - Realized Kernel — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/realized-measures/realized-kernel/ ## D10-F03 — Conditional Volatility https://docs.thefintechbuilder.com/volatility-and-covariance/conditional-volatility/ - ARCH — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/conditional-volatility/arch/ - GARCH — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/conditional-volatility/garch/ - EGARCH — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/conditional-volatility/egarch/ - GJR-GARCH — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/conditional-volatility/gjr-garch/ - FIGARCH — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/conditional-volatility/figarch/ - HAR-RV — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/conditional-volatility/har-rv/ ## D10-F04 — Covariance Estimation https://docs.thefintechbuilder.com/volatility-and-covariance/covariance-estimation/ - Sample Covariance — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/covariance-estimation/sample-covariance/ - EWMA Covariance — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/covariance-estimation/ewma-covariance/ - Ledoit-Wolf Shrinkage — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/covariance-estimation/ledoit-wolf-shrinkage/ - Oracle Approximating Shrinkage — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/covariance-estimation/oracle-approximating-shrinkage/ - Factor-Model Covariance — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/covariance-estimation/factor-model-covariance/ - Graphical-Lasso Covariance — `calculate(data)` — record-transform — verified — https://docs.thefintechbuilder.com/volatility-and-covariance/covariance-estimation/graphical-lasso-covariance/