{"id":1369,"slug":"caveats-dashboards-vendor-marketing-base","title":"Caveats for the dashboards brief: pervasive BI/embedded-analytics vendor sourcing; the viral \"60-70%\" stat is folklore; SMB data thin; retention claims unproven","kind":"reference","scope":"business","status":"current","audiences":["kevin","smb-owner","candid-team"],"topics":["editorial-discipline","citation-practices","dashboards","bi-tools-landscape","embedded-analytics"],"reference_body":"**The honest summary of source quality across this brief:**\n\n- **Source-incentive flag (pervasive).** A large share of available material is published by BI and embedded-analytics vendors (Microsoft, Salesforce/Tableau, Google, Metabase, Luzmo, Explo, Cube, Holistics, Toucan, Sisense, Reveal, Logi Analytics) — direct incentive to overstate dashboard value, adoption, and retention impact.\n- The **flagship abandonment statistic is folklore** — [[60-70pct-dashboards-untraceable-vendor-folklore]] has no verifiable primary source. Use BARC (~25%, [[barc-eckerson-25pct-bi-adoption-2022]]) and Gartner (~30%, [[gartner-30pct-bi-adoption]]) adoption figures instead.\n- The **Luzmo 72% / 58% / 3.6-out-of-5** numbers ([[luzmo-72pct-vendor-survey-dashboards-2025]]) are vendor-run survey research, not independent.\n- The **Logi Analytics 45%** figure ([[logi-analytics-45pct-bi-usage-vendor]]) is vendor-sourced.\n- **Pricing volatility:** all vendor pricing shifts frequently and varies by region, contract, and bundling. Every figure here is date-stamped (~2026) and should be re-verified.\n- **SMB-specific data is thin.** Much adoption research covers enterprises; [[software-advice-5pct-smb-bi-dashboard-243-sample]] is single-source (n=243) and directional.\n- **Build-vs-buy TCO numbers** ([[custom-embedded-3-year-tco-300-630k-vendor]]) are vendor-modeled, not audited, and skew toward \"buy.\"\n- Retention/churn-improvement figures (\"31% retention increase,\" \"27% churn drop\") are **vendor-sourced and should be treated as marketing, not evidence**.\n\n**Cross-brief:** This is the dashboard sibling of [[caveats-customer-facing-calculators-vendor-marketing-base]], [[caveats-data-driven-tools-vendor-self-reported-and-large-enterprise]], and [[caveats-client-portals-vendor-marketing-base]]. Same posture, same source-incentive asymmetry across all four briefs.","rationale_body":null,"metadata":null,"links":{"outgoing":[{"slug":"caveats-customer-facing-calculators-vendor-marketing-base","title":"Caveats for the customer-facing-calculators brief: every conversion-lift figure is unproven; nearly all are vendor-self-reported","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"caveats-data-driven-tools-vendor-self-reported-and-large-enterprise","title":"Caveats for the data-driven-tools brief: vendor self-reporting on conversion; enterprise-scale benchmarks; named-user quotes; macro projections","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"caveats-client-portals-vendor-marketing-base","title":"Caveats for the client-portals brief: source-incentives are pervasive; the independent anchors are McKinsey and Gartner; market-size figures unreliable; the viral 42% stat is misattributed","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"barc-eckerson-25pct-bi-adoption-2022","title":"BARC / Eckerson Group (March 2022, 214 D&A leaders surveyed Nov-Dec 2021) — BI/analytics adoption at 25% of employees on average; \"stuck around 20% for many years\" per Eckerson","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"gartner-30pct-bi-adoption","title":"Gartner — \"pervasive business intelligence remains elusive, with BI and analytics adoption at about 30% of all employees\" (doc 3753469, Howson & Sallam)","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"software-advice-5pct-smb-bi-dashboard-243-sample","title":"Software Advice (online survey of 243 US business owners/managers) — 5% of SMBs report using a BI dashboard to analyze data; Excel/Google Sheets dominate at 65%","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"60-70pct-dashboards-untraceable-vendor-folklore","title":"CORRECTION: the viral \"60-70% (or 60-80%) of dashboards go unused (Gartner)\" stat cannot be traced to any named Gartner report — vendor folklore","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"luzmo-72pct-vendor-survey-dashboards-2025","title":"\"72% of users regularly abandon dashboards for spreadsheets\" — Luzmo vendor-run *State of Dashboards 2025* survey of ~200 SaaS/product leaders; \"Dashboards: Dead, Dying or Evolving?\"","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"logi-analytics-45pct-bi-usage-vendor","title":"\"Only 45% of people with access to BI tools actually use them\" — traces to Logi Analytics (BI vendor) report, not independent research","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"custom-embedded-3-year-tco-300-630k-vendor","title":"Custom-embedded 3-year TCO converges on $300K-$630K (multiple, mostly vendor sources) with 20-30% annual maintenance; hidden costs are multi-tenancy/RLS, performance at scale, perpetual maintenance","kind":"reference","scope":"business","link_type":"relates-to"}],"incoming":[{"slug":"research-brief-dashboards-smb-june-2026","title":"Research brief: dashboards for SMBs — what's worth showing, and when an embedded one earns its keep (June 2026)","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"caveats-interactive-tool-mechanisms-vendor-outcome-stats","title":"Caveats for the interactive-tool-mechanisms brief: lead on mechanism evidence (peer-reviewed, independent); treat vendor outcome stats (52.6% / 88% / 47.3%) as marketing","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"caveats-information-asymmetry-decision-edge-vendor-recycled-and-modeled-projections","title":"Caveats: information-asymmetry decision-edge brief (June 2026) — vendor-recycled magnitudes + modeled projections","kind":"reference","scope":"business","link_type":"relates-to"}]},"created_at":"2026-06-20T18:03:12.191Z","updated_at":"2026-06-20T18:03:12.191Z"}