https://www.maxwelldata.co.uk/blog daily 0.75 2026-10-29 https://www.maxwelldata.co.uk/blog/honest-feedback-a-methodology-guide monthly 0.5 2026-10-29 https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/1793290012572-XC6OSX1DNQFP7AX5EIHJ/Next+page+1.png Blog - Honest feedback…. a methodology guide https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/1793290012396-Z1TW2YBISL47YV7M8Z6E/Next+page+2.png Blog - Honest feedback…. a methodology guide https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/1793290011228-Y643NVKAMFBA7HMSK2WR/Admiral+page+1.png Blog - Honest feedback…. a methodology guide https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/1793290011070-NBB0MBEIQUHQWSFDOM44/Admiral+page+2.png Blog - Honest feedback…. a methodology guide https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/1793290009956-CNY0WTTEA0HAGD4NQBFR/BP+page+1.png Blog - Honest feedback…. a methodology guide https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/1793290009943-V0MUYT07P4ISYIRCAA2G/BP+page+2.png Blog - Honest feedback…. a methodology guide https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/1793290008695-GY2E4R52Q94SGW6EYR0F/Msft+page+1.png Blog - Honest feedback…. a methodology guide https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/1793290008642-X8FSDMJDKKF8B80I85ZD/Msft+page+2.png Blog - Honest feedback…. a methodology guide https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/67259792-a676-45d4-a829-cc744d05291e/Picture1.png Blog - Honest feedback…. a methodology guide Page 2 'Simplex share' column of the Next, BP, Admiral and Microsoft reports · 52-week windows ending March 2025 https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/09a2e9ee-e620-4e07-b11b-67b50e856d9b/Screenshot+2026-10-29+161925.png Blog - Honest feedback…. a methodology guide https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/d456a728-7323-4add-8258-6e2f9219f8f5/Screenshot+2026-10-29+170651.png Blog - Honest feedback…. a methodology guide This is what "active-rank" means: only the drivers that survive into the model are counted. Fewer degrees of freedom means a slightly higher significance cut-off (2.0154 at df = 44, rising to 2.0195 at df = 41). https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/f2f227f7-eb1a-4098-bb35-2fbd49a0ffea/Screenshot+2026-10-29+171405.png Blog - Honest feedback…. a methodology guide Softmax spreads materiality thinly across everything. Sparsemax produces a short list and drops the rest. The reports call those dropped topics "structural zeros". For BP, 17 of 26 topics are structural zeros and 9 are active. Two cautions follow from this: • A structural zero is not proof a topic is immaterial. It means the topic's sentiment did not track the share price closely enough, in this window, to earn a share. • Active does not mean significant. Sparsemax decides which topics get a share; the t-stat and p-value decide whether the evidence is strong. Of BP's 9 active drivers, only 3 are significant. Of Next's 9, only 2 are. https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/a79bd52a-aef8-45f7-ab4f-55ab8b7cd809/Screenshot+2026-10-29+171648.png Blog - Honest feedback…. a methodology guide https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/8ad5e20a-850d-4a4a-b8ca-d376b3621431/Next+page+1.png Blog - Honest feedback…. a methodology guide https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/5a5ee6e8-4840-4447-ad00-4da6c23cce1d/Next+page+2.png Blog - Honest feedback…. a methodology guide https://www.maxwelldata.co.uk/blog/why-materiality-needs-evidence-not-opinion-our-response-to-the-fca monthly 0.5 2026-10-27 https://www.maxwelldata.co.uk/blog/honest-feedback-on-the-data monthly 0.5 2026-10-24 https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/973c7cc2-f0ca-42ca-8e70-ddbc2f23e8ab/GSK+1.png Blog - Honest feedback…. on the reporter experience https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/829313d1-396b-46a6-8edd-09dd205970b1/GSK+2.png Blog - Honest feedback…. on the reporter experience https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/a8c438fa-f0e9-427e-9494-8a554b8377fa/Screenshot+2026-10-06+155906.png Blog - Honest feedback…. on the reporter experience Three body report on BP 2010 - 2026 https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/e997acdb-ac41-4bb5-aa91-f41ab0de2e92/Three_Body_Problem_Cross_Portfolio_Insights.jpg Blog - Honest feedback…. on the reporter experience Source: Maxwell Data https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/ea01fa30-5748-46eb-acd2-5ac5c6e54234/Three_Body_Problem_Cross_Portfolio_Insights.jpg Blog - Honest feedback…. on the reporter experience Source: Maxwell Data https://www.maxwelldata.co.uk/blog/honest-feedback-the-approach monthly 0.5 2026-10-21 https://www.maxwelldata.co.uk/blog/why-financial-materiality-is-like-an-ikea-chest-of-drawers monthly 0.5 2026-10-09 https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/5b21cce4-8a60-4cf7-89d4-17e7f3b46dc9/Screenshot+2026-10-06+154346.png Blog - Why Financial Materiality is like an IKEA chest of drawers - 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/v1/69c69ac6b19f9967ef428cd6/e568fc48-50de-4312-a3f1-c3da10c5a5e7/Screenshot+2026-10-06+154916.png Blog - Why Financial Materiality is like an IKEA chest of drawers - 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/v1/69c69ac6b19f9967ef428cd6/0ce2339e-8a11-4eb7-bc87-f0c93a0f098f/Screenshot+2026-10-06+155101.png Blog - Why Financial Materiality is like an IKEA chest of drawers - 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/v1/69c69ac6b19f9967ef428cd6/2cc25128-b9b5-4a34-b9c8-34d611116250/Screenshot+2026-10-06+155709.png Blog - Why Financial Materiality is like an IKEA chest of drawers - 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/v1/69c69ac6b19f9967ef428cd6/a4fe4d60-2321-4bd7-b508-7addde83e91f/Screenshot+2026-10-06+160216.png Blog - Why Financial Materiality is like an IKEA chest of drawers - 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/v1/69c69ac6b19f9967ef428cd6/aae93056-de98-4323-8000-4f71ee34c94a/Screenshot+2026-10-06+160256.png Blog - Why Financial Materiality is like an IKEA chest of drawers - 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/v1/69c69ac6b19f9967ef428cd6/9c179bde-6fb6-41a2-9e49-a4f5a5330404/Screenshot+2026-10-06+160644.png Blog - Why Financial Materiality is like an IKEA chest of drawers - 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/v1/69c69ac6b19f9967ef428cd6/193affe1-8d39-453d-b05e-8d465e2813d1/Screenshot+2026-10-06+155906.png Blog - Why Financial Materiality is like an IKEA chest of drawers - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.maxwelldata.co.uk/blog/data-driven-materiality-for-strategic-advisors monthly 0.5 2026-09-25 https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/92bf0045-cba9-44d7-be64-951dbd4ad35f/Screenshot+2026-09-21+151708.png Blog - 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How to use AI to conduct a financial materiality assessment under IFRS S1 - Make it stand out Source: S&P Global Energy, April 2026 https://www.maxwelldata.co.uk/blog/what-is-financial-materiality-for-sustainability-reporting monthly 0.5 2026-08-24 https://www.maxwelldata.co.uk/blog/ukfin-grant-to-scale-materialitys-3-body-problem monthly 0.5 2026-08-10 https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/657a885e-398d-4dba-b84f-f91f50359133/materiality_3_body_problem_short.PNG Blog - UKFIN+ grant to scale ‘materiality’s 3 body problem’ - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.maxwelldata.co.uk/blog/materialitys-3-body-problem monthly 0.5 2026-08-10 https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/f8fee0e5-1faf-49aa-a7f6-1a0040bdf16c/materiality_3_body_problem+%281%29.png Blog - Materiality's 3 Body Problem - Make it stand out Visual representation of Maxwell prototype https://www.maxwelldata.co.uk/blog/what-does-data-driven-financial-materiality-actually-look-like monthly 0.5 2026-08-10 https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/ccd9b677-5be6-4d48-a0c4-9dc211576f0e/Screenshot+2026-05-22+163819.png Blog - 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A practical approach to assess financial materiality. Working paper on CSRD double materiality. https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/37a065c7-8202-47d5-af81-b6a8fa2e3ffb/Copilot_20260522_174816.png Blog - What does ‘data-driven’ financial materiality actually look like? - Make it stand out Source: Maxwell Data 2026 https://www.maxwelldata.co.uk/blog/financial-materiality-workshop-may-2026 monthly 0.5 2026-06-22 https://www.maxwelldata.co.uk/blog/0k0xuifdjytx5v7epnrhxduw8upo1b monthly 0.5 2026-05-06 https://www.maxwelldata.co.uk/blog/can-you-use-generative-ai-to-understand-financial-materiality monthly 0.5 2026-04-27 https://www.maxwelldata.co.uk/blog/trustworthy-as-a-feature-not-a-bug monthly 0.5 2026-08-10 https://www.maxwelldata.co.uk/blog/the-key-to-sustainable-investing-lies-in-trustworthy-ai monthly 0.5 2026-08-10 https://www.maxwelldata.co.uk/blog/tag/Data-driven+financial+materiality monthly 0.5 https://www.maxwelldata.co.uk/blog/tag/three-body+problem monthly 0.5 https://www.maxwelldata.co.uk/blog/tag/Sustainable+investing monthly 0.5 https://www.maxwelldata.co.uk/blog/tag/Ask_Cameron monthly 0.5 https://www.maxwelldata.co.uk/blog/tag/Trustworthy+AI monthly 0.5 https://www.maxwelldata.co.uk/home daily 1.0 2026-07-16 https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/21a5c134-e8bf-4fba-894a-3d6649931083/20221029_123222.jpg Home https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/0106ab01-fb96-4497-a40c-fe8b411eddc1/GlasgowHomeNations2019.png Home https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/3043877c-3756-4596-ade9-e038a0a2335d/Ben+Winter.jpg Home https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/be1be010-12cc-483f-98c3-089e3ff7366e/Paresh+Date.jpg Home https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/33309c00-ddc0-4ae5-beed-d14468bb29fd/pradip_photo.jpeg Home https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/921587d8-6623-477e-9c59-e34120c0e8ec/IMG_3436.jpeg Home https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/1774633637732-WEWC9URXFE9BH859MJPR/unsplash-image-baXCV2qg9Ew.jpg https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/76bf4927-aac6-41f6-be18-8402cafcda7e/Screenshot+2026-10-06+154916.png https://images.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/25af0ef6-8d99-456a-9c4c-2496097971a3/Cameron.png https://video.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/b2b59545-3898-4ab9-8c05-ed0eb89554de/playlist.m3u8 https://video.squarespace-cdn.com/content/v1/69c69ac6b19f9967ef428cd6/b2b59545-3898-4ab9-8c05-ed0eb89554de/thumbnail Home Home