https://www.carractuarial.com/blog daily 0.75 2026-02-04 https://www.carractuarial.com/blog/illustration-engine-speed-comparisons monthly 0.5 2026-02-05 https://images.squarespace-cdn.com/content/v1/6616e695caac657d5a7fa519/f482cdc4-603b-471b-8960-f636cdca273f/Illustration_execution_time.png Blog - ILLUSTRATION ENGINE SPEED COMPARISONS - The execution time larger looks linear as cases are added, a good sign. https://images.squarespace-cdn.com/content/v1/6616e695caac657d5a7fa519/b7eec672-2041-4db7-b309-2794d8d93271/Illustration_execution_time_log.png Blog - ILLUSTRATION ENGINE SPEED COMPARISONS - Looking instead at the data on a logarithmic scale we still generally see the linear growth, but at lower case counts we also can see the parallel Python implementation being hindered until somewhere between 100 and 1,000 cases. https://images.squarespace-cdn.com/content/v1/6616e695caac657d5a7fa519/4f4a75ef-58d8-4890-9952-7172ae4ee1d3/Solve_execution_time.png Blog - ILLUSTRATION ENGINE SPEED COMPARISONS Execution time still appears linear, though single threaded Python is noticeably slower than the rest of the implementations. https://images.squarespace-cdn.com/content/v1/6616e695caac657d5a7fa519/f49a3458-7ec5-467c-9f2b-881e8d4053c0/Solve_execution_time_log.png Blog - ILLUSTRATION ENGINE SPEED COMPARISONS The logarithmic view is helpful and we still see parallel Python getting penalized at low case counts but it overtakes single threaded Python sooner. Note that Go and Rust with single workers appear faster than parallelized Python in this testing and there is nearly a whole order of magnitude difference between parallel Python and parallel Rust. https://www.carractuarial.com/blog/calculation-engines-beyond-excel-part6 monthly 0.5 2025-03-18 https://www.carractuarial.com/blog/calculation-engines-beyond-excel-part5 monthly 0.5 2025-03-12 https://images.squarespace-cdn.com/content/v1/6616e695caac657d5a7fa519/4656f1ab-0cfd-47b7-9a9c-46dcd8f3d2fc/Part5_diagram_partial.png Blog - CALCULATION ENGINES BEYOND EXCEL: PART 5 - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/6616e695caac657d5a7fa519/303f86ff-6fef-4ee8-8490-171ddbe1f02e/Part5_diagram_full.png Blog - CALCULATION ENGINES BEYOND EXCEL: PART 5 - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.carractuarial.com/blog/calculation-engines-beyond-excel-part4 monthly 0.5 2025-03-18 https://www.carractuarial.com/blog/calculation-engines-beyond-excel-part3 monthly 0.5 2025-03-12 https://www.carractuarial.com/blog/calculation-engines-beyond-excel-part2 monthly 0.5 2025-03-12 https://images.squarespace-cdn.com/content/v1/6616e695caac657d5a7fa519/16555cd7-d3aa-4ac5-805e-642de5441441/Screenshot+2025-01-08+210620.png Blog - CALCULATION ENGINES BEYOND EXCEL: PART 2 https://www.carractuarial.com/blog/calculation-engines-beyond-excel-part1 monthly 0.5 2025-03-12 https://www.carractuarial.com/blog/calculation-engines-beyond-excel-part0 monthly 0.5 2025-03-12 https://www.carractuarial.com/blog/tag/excel monthly 0.5 https://www.carractuarial.com/blog/tag/rust monthly 0.5 https://www.carractuarial.com/blog/tag/python monthly 0.5 https://www.carractuarial.com/blog/tag/go monthly 0.5 https://www.carractuarial.com/blog/tag/universal+life monthly 0.5 https://www.carractuarial.com/blog/tag/illustration monthly 0.5 https://www.carractuarial.com/home daily 1.0 2024-05-07 https://www.carractuarial.com/services daily 0.75 2024-04-30 https://www.carractuarial.com/about daily 0.75 2024-05-01 https://www.carractuarial.com/our-team daily 0.75 2024-04-30 https://images.squarespace-cdn.com/content/v1/6616e695caac657d5a7fa519/b6743bda-99ba-420b-928e-d0d6ccfb7382/20210927-kchs-websquare-006.jpg https://www.carractuarial.com/contact-us daily 0.75 2024-05-07 https://www.carractuarial.com/404 daily 0.75 2024-12-25