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Skills-First
Sujit Karpe
Written by :
Sujit Karpe
June 12, 2025
16 min read

Structure First, Strategy Next: Get Your Skills in Order with Ground-Up Taxonomy

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Structure First, Strategy Next: Get Your Skills in Order with Ground-Up Taxonomy

A ground-up skills taxonomy lays the foundation for a truly skills-first organization. Learn how to structure skills data from scratch to drive impactful outcomes across upskilling, internal mobility, and workforce planning.

What Makes a Skills Taxonomy Truly Work for You?

A Ground-Up Taxonomy is a dynamic, AI-curated hierarchy of skills, roles, and capabilities, built organically from the internal context of an organization — not imposed from external or academic libraries.

Instead of relying solely on top-down standards, a Ground-Up Taxonomy captures the real language of work — how skills are used across job profiles (demand side) and how they show up in employees (supply side).

Why Top-Down Doesn’t Work Anymore

Modern enterprises are evolving rapidly. Business models shift, technology stacks expand, and talent demands change overnight. Generic taxonomies simply can't keep up.

A Ground-Up Taxonomy:

  • Reflects reality: Mirrors actual job requirements and workforce skills.
  • Drives agility: Evolves with business needs and market signals.
  • Enables personalization: Powers employee-centric career paths and learning journeys.
  • Supports talent analytics: Offers precision in skill gap, supply-demand alignment, and mobility.
  • Enforces alignment: Connects business, HR, L&D, and technology under a shared skills framework.

How iMocha Builds a Taxonomy That Evolves With You

Step 1: Demand-Side Inference from Job Profiles

  • Parse job descriptions, roles, and capabilities.
  • Infer required skills, proficiencies, priorities.
  • Map skills to business goals and deliverables.

Step 2: Supply-Side Inference from Employees

  • AI parses resumes, certifications, project artifacts, and learning records.
  • Infers actual skills, proficiency levels, and context of use.
  • Builds a holistic skill graph for every employee.

Step 3: Match, Map, and Govern

  • Align supply and demand with role-based skill mappings.
  • Highlight gaps, overlaps, and surpluses.
  • Surface adjacent skills for career pathing and redeployment.

Running a Taxonomy That Never Stalls

Creating a taxonomy is not a one-time event. iMocha empowers ongoing governance with built-in AI tools:

🔍 Discovered Skills

Continuously surfaces new and evolving skills from real-time data — ensuring your taxonomy mirrors actual capability trends.

🙋♀️ Employee Skill Request Workflow

Crowdsources insights from employees while maintaining admin governance — enabling democratized yet controlled evolution.

🧹 Orphan Skill Analytics

Flags unused or misaligned skills that aren’t connected to roles or capabilities — ensuring taxonomy hygiene.

📈 Skill Trend Analytics

Reveals which skills are rising or fading across job families — helping orgs stay market-relevant.

⏰ Governance Reminders & Nudges

Triggers periodic review workflows for stale job profiles or low-usage skills — maintaining freshness and relevance.

📊 Taxonomy Health Score

Provides a quantifiable metric for taxonomy coverage, usage, and aging — guiding administrators where to act. (Coming soon: AI-driven scoring logic based on adoption, currency, and completeness.)

🛡 Skill Audit Log

Maintains a traceable log of skill additions, deletions, and changes — building accountability and transparency.

🌍 Market Benchmarking

Compares internal taxonomy against market standards and external data — highlighting gaps and innovation opportunities.

Success Story: How a Global Bank Turned Skills Chaos into Competitive Advantage

Industry: Banking & Financial Services
Employees Impacted: 5,000+

Challenge

The client aimed to shift to a skills-based operating model. Existing libraries were too broad, failing to capture mission-critical and future-ready skills.

iMocha Solution

  1. Job Role and Skill Mapping
  • Mapped skills for every role across business units and product lines.
  • Created a living job architecture aligned to business strategy.
  1. AI-Driven Employee Profiling
  • Inferred employee skills from resumes, certifications, project records.
  • Built dynamic skill profiles with proficiency levels.
  1. Certification Integration
  • Ingested certification data to enhance skill validation.
  • Used confidence scoring for precise, contextual inference.
  1. Business Validation Loops
  • Embedded business leaders in review cycles.
  • Ensured adoption and operational credibility.
  1. Dynamic Taxonomy Evolution
  • Enabled taxonomy to auto-adapt to product and market changes.
  • Powered continuous workforce intelligence.

Outcomes & Impact

  • Business-Aligned Taxonomy: Grounded in reality, tailored to workflows and tools.
  • AI-Powered Precision: Enabled targeted upskilling and redeployment.
  • Cross-Functional Trust: HR, L&D, and business leaders co-owned the transformation.
  • Predictive Intelligence: Guided workforce planning and talent mobility decisions.
  • Living Taxonomy: Evolved into a strategic capability — not just a static database.
“This isn’t just a taxonomy—it’s the engine behind our skills-first transformation.”
Head of Talent Transformation, Financial Services Client

Start Building the Skills Engine Behind Every Talent Decision

With iMocha, building a Ground-Up Taxonomy is just the beginning. We empower you to govern, evolve, and activate your skills architecture — across talent acquisition, development, and planning.

Let’s co-create the skills foundation for your future-ready enterprise.

📩 Connect with iMocha to unleash the next-gen skills operating model — at scale, speed, and precision.

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