Why Taxonomy is Often a Secondary Consideration: Taxonomy—the systematic classification of data—is frequently deprioritized due to:
Perceived Abstraction: Unlike immediate concerns like tariffs or supply chain disruptions, taxonomy’s impact on efficiency and compliance is less tangible.
Complexity: Multi-dimensional data and evolving business needs make taxonomy design seem daunting (e.g., Contify highlights challenges in tagging dynamic information across teams).
Short-Term Focus: Companies prioritize quick wins (e.g., cost-cutting) over foundational investments like data organization.
Misunderstanding ROI: Taxonomy’s value is often tied to indirect benefits (e.g., data quality, compliance), which are harder to quantify than direct revenue drivers.
Taxonomy Inaction Cost
The Bottom Line #1
Conclusion: Taxonomy neglect costs companies 5–20% of annual revenue through lost productivity, compliance penalties, and customer attrition. For a $50M revenue company, this translates to $2.5M–$10M in losses yearly. Prioritizing taxonomy as a strategic asset—not an afterthought—can unlock efficiency, agility, and long-term competitiveness.
The Bottom Line #2
MODEL 1
Estimated Adoption Breakdown
Taxonomy Maturity Level
Estimated % of Companies (All Industries)
Description
✅ Proper, Actively Managed Taxonomy
15–25%
Enterprise-wide structure, continuously updated, aligned with AI/spend tools
⚠️ Partial or Static Taxonomy
~40–50%
Initial classification effort exists but is outdated or inconsistent
❌ No Formal Taxonomy
~30–40%
Use of free-text entries, spreadsheets, or ERP defaults; no centralized control
MODEL 2
Estimated Percentage
Large Enterprises: Likely 70–90% have a proper taxonomy, driven by regulatory needs (e.g., EU Taxonomy), ERP integration, and ProcureTech adoption in sectors like energy, utilities, and manufacturing. The EY report’s 88% compliance rate supports this for large European firms.
Mid-Sized Firms: Approximately 40–60% have structured taxonomies, often supported by solutions like AdaptOne or Tealbook, but many rely on partial or manual systems.
SMEs: Only 10–30% likely have proper taxonomies, as they often lack resources for advanced systems, relying instead on basic categorizations or no formal taxonomy.
Overall Estimate: Across all industries, considering the dominance of SMEs (which constitute ~90% of global businesses per World Bank data), I estimate 25–40% of companies have a proper taxonomy. This accounts for high adoption among large enterprises, moderate adoption among mid-sized firms, and low adoption among SMEs.
MODEL 3
MODEL 4
What’s Your Taxonomy Bottom Line?
30
IMPORTANT AFTERTHOUGHT:
How does poor or low taxonomy accuracy with SMEs impact a large enterprise’s ability to manage its taxonomy?
While exact percentages vary by industry and enterprise size, the following estimates contextualize the scope:
Prevalence of SME Taxonomy Issues: As estimated previously, only 10–30% of SMEs have proper taxonomies, compared to 70–90% of large enterprises. Since SMEs often constitute 50–80% of a large enterprise’s supplier base (based on World Bank data on SME prevalence), taxonomy inaccuracies affect a significant portion of supplier data.
Cost Impact: Poor data quality, including taxonomy issues, can increase procurement costs by 10–20%, according to Deloitte’s CPO survey, due to manual corrections and missed savings opportunities.
Compliance Risk: In regulated sectors, inaccurate taxonomies can lead to non-compliance penalties, with fines reaching millions under frameworks like the EU Taxonomy or CBAM, as noted in EY’s 2024 Barometer.
Is Your Taxonomy Strategy Slowly Killing Your Bottom Line?
Posted on May 25, 2025
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Taxonomy Priority
Line Graph
Bar Graph
Taxonomy Inaction
Why Taxonomy is Often a Secondary Consideration:
Taxonomy—the systematic classification of data—is frequently deprioritized due to:
Taxonomy Inaction Cost
The Bottom Line #1
Conclusion:
Taxonomy neglect costs companies 5–20% of annual revenue through lost productivity, compliance penalties, and customer attrition. For a $50M revenue company, this translates to $2.5M–$10M in losses yearly. Prioritizing taxonomy as a strategic asset—not an afterthought—can unlock efficiency, agility, and long-term competitiveness.
The Bottom Line #2
MODEL 1
Estimated Adoption Breakdown
MODEL 2
Estimated Percentage
MODEL 3
MODEL 4
What’s Your Taxonomy Bottom Line?
30
IMPORTANT AFTERTHOUGHT:
How does poor or low taxonomy accuracy with SMEs impact a large enterprise’s ability to manage its taxonomy?
While exact percentages vary by industry and enterprise size, the following estimates contextualize the scope:
More To Come In Future Posts . . .
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