diff --git a/resume_builder/experience/experience_bosch.md b/resume_builder/experience/experience_bosch.md
index 0f965fe..44d6cec 100644
--- a/resume_builder/experience/experience_bosch.md
+++ b/resume_builder/experience/experience_bosch.md
@@ -123,22 +123,25 @@ This domain expertise is rare in data engineering candidates and is a strong dif
 
 ---
 
-### Achievement BS-5: Tibco Spotfire C# Extensions
+### Achievement BS-5: TIBCO Spotfire Analytics Platform Ownership + TAF 2022 Talk
 
-**Source:** thiessen_linkedin_profile.md
-**User's role:** Developer
-**Status:** Deployed
+**Source:** thiessen_linkedin_profile.md; TIBCO Analytics Forum 2022 article (community.spotfire.com/articles/spotfire/tibco-analytics-forum-2022/) — VERIFIED 2026-06-15 via Playwright scrape. Name spelled "Dennis Thießen" (eszett) on the source.
+**User's role:** Co-owner of Spotfire applications/platform + developer of C# extensions; conference co-presenter
+**Status:** Deployed / operational; publicly documented speaking credential
 
-**Context:** Developed C# extensions for Tibco Spotfire data analysis tool, extending its visualization and analysis capabilities within the semiconductor manufacturing analytics environment.
+**Context:** At Bosch, Dennis co-owned the TIBCO Spotfire analytics platform that served semiconductor/fab engineers (alongside the Defect Management System he was Application Owner of — see BS-3), and built C# extensions to extend its visualization/analysis capabilities. His official TAF 2022 speaker bio states his responsibilities included "ownership of Spotfire applications and the semiconductor-specific Defect Management System... and the evaluation and integration of machine learning components for 24/7 use." He **co-presented at the TIBCO Analytics Forum (TAF) 2022**: session "Understanding Spatial Variability in Semiconductor Products with Spotfire Map Charts" (with Mark Herrmann) — multi-layered/trellised wafer-map charts and custom smoothed 2-D contour plots used by engineers to understand process/product variability and drive product quality and reliability across Bosch development and manufacturing groups.
 
 **Bullet variants:**
-- **1L:** Developed C# extensions for Tibco Spotfire to extend analytics capabilities within the semiconductor data environment.
+- **2L:** Co-owned Bosch's TIBCO Spotfire analytics platform serving semiconductor engineers, building C# extensions and custom map/contour visualizations for wafer spatial data; presented this work at the TIBCO Analytics Forum 2022.
+- **1L:** Co-owned the TIBCO Spotfire analytics platform and built C# extensions; presented at TIBCO Analytics Forum 2022.
 
-**Key skills:** C#, Tibco Spotfire, BI tooling, data visualization
-**ATS keywords:** Tibco Spotfire, C#, BI, data visualization
+**Speaking credential (for CL / presentations / honors):** Co-presenter, TIBCO Analytics Forum (TAF) 2022 — "Understanding Spatial Variability in Semiconductor Products with Spotfire Map Charts."
+
+**Key skills:** TIBCO Spotfire, C#, BI platform ownership, data visualization, wafer-map/spatial analytics, data quality & reliability
+**ATS keywords:** TIBCO Spotfire, C#, BI, data visualization, analytics platform, data quality
 **Reframing notes:**
-- Analytics Engineer: niche signal — include if JD mentions Spotfire or BI tooling
-- All other: LOW — omit; roll into skills section if relevant
+- Analytics Engineer / Data Engineer (BI-bridged JDs): NOW MED-HIGH — named, owned BI platform + a public speaking credential. Combine with BS-3 (Application Owner) into one strong "analytics platform ownership" bullet; surface TAF 2022 talk in the cover letter or as an interview bridge.
+- ML/AI, Platform: LOW — omit unless BI/analytics is in the JD.
 
 ---