Training Needs Analysis Agent - ESCO, US WIOA, ISO 30414, CSRD S1-13 | Gosign
ESG/CSRD ESRS S1-13 Skills Reporting + Skills Gap Analysis + Competency Gap Identification + ESCO + UK NQF + Lightcast + O*NET + UK Apprenticeship Levy + US WIOA + ISO 30414 + EU GDPR Article 88 + works council training codetermination in one Decision Layer - deterministic gap analysis aggregation plus AI-supported needs prioritisation indicators for L and D Director, CHRO, CFO, ESG Officer, Workforce Strategy Lead, Talent Development VP.
Skills-gap and competency-gap analysis: ESCO + UK NQF + Lightcast + O*NET frameworks, US WIOA, UK Apprenticeship Levy and ISO 30414 - CSRD ESRS S1-13 reporting and GDPR Art. 88.
Analyse your processAuswahl aus über 5.000 Projekten in 25 Jahren Softwareentwicklung
Skills Gap Analysis + Competency Gap Identification + ESG/CSRD ESRS S1-13 Skills Reporting + UK Apprenticeship Levy + US WIOA + ESCO + Lightcast + O*NET + UK NQF + EU GDPR Article 88 + works council training codetermination in one Decision Layer
High R-share deterministic gap analysis aggregation with workforce skills inventory + role profiles + competency frameworks + performance review data + business strategy goals + ESCO + Lightcast + O*NET + UK NQF skills mapping + ISO 30414 skills metric + ISO 9001 7.2 competence records + UK Apprenticeship Levy planning + US WIOA Title I-IV needs assessment - gap analysis aggregation runs rule-based from HRIS data plus performance review feeds plus role profile mappings plus business goal cascades plus skills framework taxonomies without generative AI in gap calculation; AI-supported only for needs prioritisation plus emerging skill detection plus business impact estimation; human validation for L and D Director plus business sponsor plus workforce strategy reviews.
Outcome: Training proliferation with 30-50 percent budget waste on courses without evidence-based gap mapping + ESG/CSRD limited-assurance qualifications by Big-4 auditors on missing training-and-skills-development disclosures + UK ESFA audit findings on Apprenticeship Levy expenditure plus 24 month fund expiry without proper needs analysis + US WIOA performance accountability failures plus federal funding consequences + EEOC disparate impact claims on training selection without statistical validation + EU GDPR fines up to 4 percent group revenue on missing Article 88 lawful basis for skills profiling plus works council blockade on aggregate gap analysis implementation - the agent provides the AICPA SOC 2 Type II auditable chain.
The architecture reflects that training needs analysis must be deterministic for gap aggregation plus AI-supported only for prioritisation indicators, never for individual training assignments with consequences:
From training proliferation to evidence-based needs analysis - 76 percent of gap analysis aggregation deterministic, ML-based prioritisation indicators only - ESG/CSRD ESRS S1-13 mandatory training-and-skills-development from 250 employees + UK Apprenticeship Levy 0.5 percent payroll over 3M GBP + US WIOA performance accountability + EEOC disparate impact
Training needs analysis instead of training proliferation
This agent follows the Decision Layer principle: each decision is either rule-based, AI-assisted, or explicitly assigned to a human. It is NOT classified per EU AI Act 2024/1689 as a high-risk system (gap-analysis-aggregation without individual training assignment consequences), but is subject to strict compliance obligations from US WIOA + EEOC + UK Apprenticeship Levy 2017 + UK NQF + UK Equality Act + EU European Skills Framework ESCO + Lightcast Open Skills Library + O*NET + UNESCO ISCED + ESG/CSRD ESRS S1-13 + ISO 30414 + ISO 9001 + AICPA SOC 2 Type II + EU GDPR Article 88.
Most enterprises run training proliferation: catalogue offerings without evidence-based gap mapping, 30-50 percent budget waste, ESFA Apprenticeship Service Account funds expiring at 24 months without proper utilisation. Training needs analysis decomposes into evidence-based aggregation: workforce skills inventory current state mapping + role profile target state mapping + competency gap identification + performance review data aggregation + business strategy goals cascade + capability requirements derivation + needs prioritisation with multi-criteria decision matrix.
The challenge is not the framework. It is the AICPA SOC 2 Type II auditable chain + skills framework lineage from ESCO + Lightcast + O*NET + UK NQF + ISCED + ESG/CSRD limited-assurance scope + four-eye principle L and D Director + business sponsor + CHRO + ESG Officer + audit-trail + works council co-determination on aggregate skills profiling.
Skills-Gap-Analysis + ESCO + UK NQF + Lightcast taxonomies
EU ESCO European Skills Competences Qualifications and Occupations classification covers 14000 occupations + 13000 skills/competences + 10000 qualifications. Cross-Reference EU EQF European Qualifications Framework + Bologna Process + Cedefop European Centre for the Development of Vocational Training. UNESCO ISCED 2011 International Standard Classification of Education provides 9 levels + ISCED-A Education Attainment + ISCED-F Fields of Education and Training.
Lightcast Open Skills Library covers 32000+ skills + 1100+ certifications + skills shapes + Cross-Reference Lightcast Career Insights + Lightcast Skills Engine + Burning Glass Technologies acquired by Emsi 2021 + EMSI BG Open Skills + O*NET integration. Lightcast provides labour market signals for emerging skill detection from job posting analytics.
US O*NET Online Occupational Information Network covers 900+ occupations + skills + abilities + knowledge + work activities + work context. Cross-Reference DOL ETA + Bureau of Labor Statistics BLS + Standard Occupational Classification SOC + Career One Stop + Department of Labor occupational data. O*NET provides US-anchored occupational profiles complementing ESCO for global organisations operating across jurisdictions.
UK NQF National Qualifications Framework + UK RQF Regulated Qualifications Framework provide 9 levels Entry Level through Level 8 Doctoral. Cross-Reference UK Ofqual Office of Qualifications and Examinations Regulation + Quality Assurance Agency QAA + UK National Vocational Qualifications NVQ + UK Apprenticeship Standards. The agent applies multi-framework cross-walk for global organisations operating across US + UK + EU jurisdictions.
Skills gap analysis aggregation runs deterministically: current state skills inventory minus target state role profile competencies + competency gap identification + critical skills shortage alerts per role family + business unit + level + cohort. ISO 30414 skills metric category 4.6 + ISO 9001 7.2 Competence records + ISO 9001 7.3 Awareness + 7.5 Documented Information ensure quality management. The aggregation never produces individual training assignment recommendations - only cohort-level gap signals that L and D Directors translate into programme decisions.
US Title VII training requirements + UK Equality Act
EEOC training requirements per Title VII Civil Rights Act 1964 + ADA Americans with Disabilities Act + ADEA Age Discrimination in Employment Act + GINA Genetic Information Nondiscrimination Act + Pregnant Workers Fairness Act mandate disparate impact analysis on identified training needs. Uniform Guidelines on Employee Selection Procedures 29 CFR 1607 with 4/5ths rule prescribes statistical significance testing on protected characteristics needs distribution. EEOC Compliance Manual provides enforcement guidance + Charge of Discrimination process + State FEPA Fair Employment Practices Agencies handle state-level claims.
UK Equality Act 2010 covers 9 protected characteristics + Section 19 indirect discrimination + reasonable adjustments Section 20 + occupational requirements Schedule 9. UK EHRC Equality and Human Rights Commission enforces + UK ACAS Code of Practice provides workplace guidance + UK Employment Tribunal jurisdiction handles claims + UK Public Sector Equality Duty PSED applies to public bodies.
US Workforce Innovation and Opportunity Act WIOA Public Law 113-128 mandates needs assessment per Title I Adult Dislocated Worker Youth + Title II Adult Education and Family Literacy + Title III Wagner-Peyser Employment Service + Title IV Vocational Rehabilitation. State Workforce Investment Boards + Local Workforce Development Boards + American Job Centers + DOL ETA aggregate needs data for federal funding accountability.
UK Apprenticeship Levy 2017 + Finance Act 2016 Sections 99-100 mandates 0.5 percent annual pay bill over 3M GBP collected through HMRC PAYE + Apprenticeship Service Account ASA with 24 month fund expiry. UK ESFA Education and Skills Funding Agency Apprenticeship Funding Rules require evidence-based needs analysis to prevent fund expiry waste. Institute for Apprenticeships and Technical Education IfATE manages standards + UK NQF level mapping.
EU GDPR Article 88 + works council training codetermination
EU GDPR Article 88 Member State law on processing in the context of employment + Article 6 lawful basis for processing + Article 9 special categories of personal data + Article 22 automated individual decision-making govern skills profiling data processing. The agent uses pseudonymisation per Article 4(5) at extraction + aggregation thresholds (minimum 5 employees per cohort) prevent re-identification.
Works council co-determination per EU Information and Consultation Directive 2002/14/EC + national co-determination acts mandatory for aggregate skills profiling implementation in EU operations. Works council blockade prevents go-live - mandatory consultation + agreement before deployment. Cross-Reference EDPB Guidelines 1/2024 on HR AI systems + ICO UK guidance + national supervisory authorities ICO + CNIL + AEPD + Garante.
DPIA per Article 35 mandatory before deployment + Cross-Reference EU AI Act Article 27 Fundamental Rights Impact Assessment FRIA where ML prioritisation indicators trigger classification. Note that skills profiling can be sensitive when correlated with protected characteristics - statistical thresholds + 4/5ths rule + EEOC disparate impact analysis + UK Equality Act indirect discrimination tests integrated into needs analysis prevent legal exposure.
Cross-reference to Skills-Career-Profile + Performance-Review + Workforce-Planning
Skills-Career-Profile-Agent feeds individual skills assessments into aggregate Training Needs Analysis for skill gap calculation. Performance-Review-Documentation-Agent provides development plan items + 360-degree feedback themes as input to needs identification. Training-Effectiveness-Agent measures the impact of needs-driven training to close the feedback loop. Learning-Path-Recommendation-Agent uses prioritised needs for individual learning path generation. Strategic-HR-Analytics-Agent integrates needs analysis into Board Reporting + ESG/CSRD ESRS S1-13. Workforce-Planning-Agent uses skills framework mappings + capability requirement forecasts for headcount planning + scenario modelling. Succession-Planning-Agent uses leadership development gaps for board-level talent reviews. Compensation-Benchmarking-Agent integrates skills certification effects into compensation bands. ESG-Reporting-Agent extends ESRS S1-13 training-and-skills-development needs data to full sustainability reporting. Audit-Compliance-Agent verifies AICPA SOC 2 Type II + EU AI Act Article 26 (when AI features expand).
At a glance
- Classification: Compliance-Support, NOT EU AI Act high-risk (gap-analysis-aggregation without individual training assignment consequences)
- Compliance anchors: US WIOA Title I-IV + EEOC Title VII + ADA + ADEA disparate impact + Uniform Guidelines 29 CFR 1607 + UK Apprenticeship Levy 2017 + UK NQF + UK RQF + UK Ofqual + UK Equality Act + EU ESCO + Lightcast Open Skills + O*NET + UNESCO ISCED + ESG/CSRD ESRS S1-13 + ISO 30414 + ISO 9001 + AICPA SOC 2 Type II + EU GDPR Article 6+88
- Analysis framework: Skills Gap Analysis + Competency Gap Identification + Performance Data Aggregation + Business Goals Cascade + Needs Prioritisation with multi-criteria decision matrix + emerging skill detection
- Approval: Four-eye principle L and D Director + business sponsor + CHRO + ESG Officer + works council consultation + Audit Committee oversight + commentary + interpretation human-only
- Penalties: Training proliferation 30-50 percent budget waste + ESG/CSRD limited-assurance qualifications + UK ESFA audit findings + 24 month fund expiry + US WIOA performance failures + EEOC disparate impact claims + UK Equality Act indirect discrimination + EU GDPR up to 4 percent group revenue + works council blockade
- Audit obligation: AICPA SOC 2 Type II + ESG/CSRD limited assurance from 250 employees + UK ESFA Funding Audit annually + US WIOA performance accountability per State Workforce Investment Boards + EEOC disparate impact verification + UK Equality Act indirect discrimination assessment
- Cross-Reference: Skills-Career-Profile + Performance-Review-Documentation + Training-Effectiveness + Learning-Path-Recommendation + Strategic-HR-Analytics + Workforce-Planning + Succession-Planning + Compensation-Benchmarking + ESG-Reporting + Audit-Compliance
Decision-Maker Distribution Training-Needs-Analysis
| Step | Decider | Rationale |
|---|---|---|
| HRIS + skills inventory + role profile extraction + pseudonymisation | R | ETL extraction with deterministic source-to-target mapping + EU GDPR Article 4(5) |
| ESCO + Lightcast + O*NET + UK NQF + ISCED skills taxonomy mapping | R | Multi-framework cross-walk + qualification level alignment deterministic |
| Skills gap analysis aggregation per role family + business unit | R | Current state versus target state delta + critical skills threshold deterministic |
| Performance review data + rating distribution + development plan aggregation | R | Performance review aggregation + theme extraction deterministic |
| Business strategy goals cascade + capability requirements derivation | R | Strategy cascade + competency requirement deduction deterministic |
| Critical skills shortage + emerging skill ML indicators | A | ML prioritisation indicators with human validation |
| ESG/CSRD ESRS S1-13 training-and-skills-development needs disclosure | R | EFRAG datapoints deterministic |
| ISO 30414 skills + leadership + culture metrics | R | 11 reporting categories deterministic |
| US WIOA needs assessment Title I-IV planning | R | Title I-IV planning data deterministic |
| UK Apprenticeship Levy needs analysis + Service Account allocation | R | Levy allocation + Funding Rules deterministic |
| EEOC disparate impact + Uniform Guidelines 4/5ths rule needs identification | R | Statistical significance + protected characteristics deterministic |
| Needs prioritisation + business impact ranking + resource allocation | R | Multi-criteria decision matrix + cost-benefit projections deterministic |
| L and D Director + business sponsor approval | H | Four-eye AICPA SOC 2 + interpretation mandatory |
Micro-Decision Table
Who decides in this agent?
13 decision steps, split by decider
HRIS plus skills inventory plus role profile data extraction with pseudonymisation Are workforce data + employee skills inventory + role profiles + competency frameworks + performance review history + business unit assignment extracted from source systems (Cornerstone + SAP SuccessFactors + Workday Skills Cloud + Oracle Cloud HCM + Ceridian Dayforce + UKG + Personio + Eightfold AI + Degreed + EdCast + LinkedIn Learning + Microsoft Viva Skills + Skillsoft + Saba + Visier) with pseudonymisation per EU GDPR Article 4(5) + reconciliation + audit-trail (User + timestamp + before/after values + data lineage)? Rules Engine
Rule-based ETL extraction with deterministic source-to-target mapping per system + skills inventory + role profile + competency framework taxonomy + reconciliation rules + pseudonymisation per EU GDPR Article 4(5) + Cross-Reference AICPA SOC 2 Type II Trust Services Criteria + ISO 27001 access controls; deterministic extraction logic hence Decision-Type R
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
ESCO + Lightcast + O*NET + UK NQF skills taxonomy mapping Are ESCO European Skills Competences Qualifications and Occupations classification mapping + Lightcast Open Skills Library 32000+ skills + O*NET Online Occupational Information Network 900+ occupations + UK NQF National Qualifications Framework + UK RQF Regulated Qualifications Framework 9 levels + UNESCO ISCED 9 levels deterministically applied to workforce skills inventory + role profiles + competency frameworks? Rules Engine
Rule-based ESCO + Lightcast + O*NET + UK NQF + ISCED mapping engine + skills classification + qualification level alignment + Cross-Reference EU EQF European Qualifications Framework + Bologna Process + Cedefop + UNESCO Institute for Statistics UIS + DOL ETA O*NET; deterministic skills framework mapping hence Decision-Type R
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
Skills gap analysis aggregation per role family plus business unit plus level Are skills gap analysis + current state skills inventory minus target state role profile competencies + competency gap identification + critical skills shortage alerts deterministically aggregated per role family + business unit + level + cohort + Cross-Reference ISO 30414 skills metric category 4.6 + ESRS S1-13 datapoints + ISO 9001 7.2 Competence? Rules Engine
Rule-based skills gap calculation + current state versus target state delta + critical skills threshold logic + cohort/role/business unit dimensions + Cross-Reference ISO 30414 4.6 training-and-skills-development + ESRS S1-13 + ISO 9001 7.2 Competence; deterministic gap analysis aggregation hence Decision-Type R
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
Performance review data plus rating distribution plus development plan aggregation Are performance review data + rating distribution + manager-identified development needs + employee self-assessment + 360-degree feedback themes + development plan items deterministically aggregated per role family + business unit + period + Cross-Reference ISO 30414 productivity metric + Performance-Review-Documentation cross-reference? Rules Engine
Rule-based performance review aggregation + rating distribution computation + development plan theme extraction + Cross-Reference ISO 30414 productivity + Performance-Review-Documentation feed + ISO 9001 7.3 Awareness; deterministic performance review aggregation hence Decision-Type R
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
Business strategy goals cascade plus capability requirements derivation Are business strategy goals + capability requirements + future workforce capability needs + strategic workforce planning targets + business unit goals deterministically cascaded into competency requirements + skills demand forecasts + role evolution profiles + Cross-Reference Workforce-Planning + Strategic-HR-Analytics? Rules Engine
Rule-based business goals cascade + capability requirements derivation + competency requirement deduction + Cross-Reference Workforce-Planning forecasts + Strategic-HR-Analytics business goals + scenario modelling; deterministic strategy cascade hence Decision-Type R
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
Critical skills shortage detection plus emerging skill identification ML indicators Are critical skills shortage detection + emerging skill identification + future skills demand prediction + skills risk indicators + business impact estimation generated as ML-supported indicators with confidence scores for L and D Director Dashboards from skills inventory + Lightcast Career Insights + LinkedIn Skills Graph + O*NET emerging skills + ESCO occupational pyramid? AI Agent Auditor
ML-supported critical skills shortage + emerging skill detection + future demand prediction with company-specific workforce data + market signals; LLM output indicator not final decision; human validation L and D Director + business sponsor on prioritisation; NO automated training assignments for individuals; Cross-Reference EU AI Act Annex III(4) employment management + EDPB Guidelines 1/2024 on HR AI systems + AICPA SOC 2 Type II audit sampling
Decision Record
Challengeable: Yes - fully documented, reviewable by humans, objection via formal process.
Challengeable by: Auditor
ESG/CSRD ESRS S1-13 Skills Reporting training-and-skills-development needs disclosure Are ESG/CSRD ESRS S1-13 Skills Reporting training-and-skills-development needs data + identified skill gaps + planned training-and-skills-development investment + percentage of employees with development plans + diversity dimensions skill gap distribution deterministically calculated for auditor verification limited assurance from 250 employees? Rules Engine
Rule-based ESRS S1-13 training-and-skills-development needs disclosure + planned investment + auditor verification limited assurance + Cross-Reference EFRAG ESRS Datapoints + ISSB IFRS S1 General + applicable from 250 employees CSRD 2022/2464; deterministic ESG/CSRD reporting hence Decision-Type R
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
ISO 30414 Human Capital Reporting plus skills metric plus 11 categories calculation Are ISO 30414 Human Capital Reporting skills metric category 4.6 training-and-skills-development needs + leadership 4.7 development needs + organisational culture 4.4 + workforce composition 4.2 + costs 4.3 deterministically calculated for stakeholder transparency reporting + Cross-Reference ISO 9001 7.2 Competence + 7.3 Awareness + 7.5 Documented Information? Rules Engine
Rule-based ISO 30414 calculation + 11 reporting categories with focus on training-and-skills-development needs + leadership + Cross-Reference ISO 9001 7.2 + 7.3 + 7.5 + ISO 21001 educational organisations + ISO 29993 learning services + auditor verification; deterministic ISO 30414 calculation hence Decision-Type R
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
US WIOA needs assessment plus Title I-IV planning aggregation Are US Workforce Innovation and Opportunity Act WIOA needs assessment data + Title I Adult Dislocated Worker Youth need indicators + Title II Adult Education skill gaps + Title III Wagner-Peyser employment barriers + Title IV Vocational Rehabilitation needs deterministically aggregated for State Workforce Investment Boards + American Job Centers + DOL ETA? Rules Engine
Rule-based WIOA needs assessment aggregation + Title I-IV planning data + State Workforce Investment Boards + American Job Centers + DOL ETA reporting + Cross-Reference WIOA Public Law 113-128 + State Workforce Investment Boards + Local Workforce Development Boards; deterministic WIOA needs assessment hence Decision-Type R
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
UK Apprenticeship Levy needs analysis plus Service Account allocation planning Are UK Apprenticeship Levy 2017 needs analysis + 0.5 percent annual pay bill over 3M GBP allocation planning + Apprenticeship Service Account drawdown forecast + 24 month fund expiry mitigation + Apprenticeship Standards demand mapping + UK NQF level distribution deterministically generated for HMRC + ESFA? Rules Engine
Rule-based UK Apprenticeship Levy needs analysis + 0.5 percent payroll calculation + Apprenticeship Service Account allocation + 24 month expiry mitigation planning + Cross-Reference HMRC PAYE collection + UK ESFA Apprenticeship Funding Rules + UK NQF + Institute for Apprenticeships and Technical Education; deterministic Levy needs analysis hence Decision-Type R
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
EEOC disparate impact analysis plus Uniform Guidelines 4/5ths rule needs identification Is EEOC disparate impact analysis on identified training needs + Uniform Guidelines on Employee Selection Procedures 29 CFR 1607 + 4/5ths rule + statistical significance testing + protected characteristics needs distribution + Cross-Reference Title VII + ADA + ADEA + GINA + Pregnant Workers Fairness Act deterministically calculated for compliance verification? Rules Engine
Rule-based EEOC disparate impact analysis + Uniform Guidelines 29 CFR 1607 + 4/5ths rule statistical test + protected characteristics needs comparison + Cross-Reference EEOC Compliance Manual + State FEPA + Title VII selection procedures; deterministic disparate impact calculation hence Decision-Type R
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
Needs prioritisation plus business impact ranking plus resource allocation modelling Are needs prioritisation rankings + business impact estimates + resource allocation models + investment scenarios + cost-benefit projections + ROI forecasts deterministically calculated per role family + business unit + period + Cross-Reference Workforce-Planning + Strategic-HR-Analytics + Compensation-Benchmarking? Rules Engine
Rule-based needs prioritisation + multi-criteria decision matrix + business impact ranking + resource allocation modelling + Cross-Reference Workforce-Planning capacity + Strategic-HR-Analytics targets + Compensation-Benchmarking effects; deterministic prioritisation calculation hence Decision-Type R
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
L and D Director plus business sponsor approval plus four-eye review Is the training needs analysis report approved by L and D Director + business sponsor + CHRO + ESG Officer in four-eye principle with commentary + interpretation + plausibility confirmation + works council consultation + EU GDPR Article 88 lawful basis + AICPA SOC 2 Type II audit-trail + ESG/CSRD limited-assurance auditor sign-off? Human
Human approval by L and D Director + business sponsor + CHRO + ESG Officer mandatory for AICPA SOC 2-compliant audit-trail + works council consultation per EU Information and Consultation Directive 2002/14/EC + EU GDPR Article 88 lawful basis + ESG/CSRD limited-assurance auditor sign-off + interpretation + commentary stays with humans; human decision mandatory
Decision Record
Challengeable: Yes - via manager, works council, or formal objection process.
Decision Record and Right to Challenge
Every decision this agent makes or prepares is documented in a complete decision record. Affected employees can review, understand, and challenge every individual decision.
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We analyse your specific HR process and show how this agent fits into your system landscape. 30 minutes, no preparation needed.
Analyse your processGovernance Notes
Assessment
Prerequisites
- HRIS data export with structured ETL + workforce skills inventory + role profiles + competency frameworks + reconciliation + pseudonymisation per EU GDPR Article 4(5)
- Skills taxonomy mapping framework + ESCO 14000 occupations + Lightcast 32000+ skills + O*NET 900+ occupations + UK NQF 9 levels + ISCED 9 levels
- Performance review data feed + rating distribution + development plan items + 360-degree feedback themes integration
- Business strategy goals cascade + capability requirements + workforce planning targets + scenario modelling integration
- ISO 30414 training-and-skills-development needs metric + ISO 9001 7.2 Competence + 7.3 Awareness + 7.5 Documented Information records
- ESG/CSRD ESRS S1-13 Skills Reporting training-and-skills-development needs datapoint + EFRAG datapoint Excel + auditor limited-assurance scope
- US WIOA needs assessment Title I-IV planning + State Workforce Investment Boards + American Job Centers integration
- EEOC disparate impact analysis engine + Uniform Guidelines 29 CFR 1607 + 4/5ths rule statistical test integration
- UK Apprenticeship Levy needs analysis engine + Apprenticeship Service Account allocation + 24 month expiry mitigation + Apprenticeship Funding Rules
- UK NQF + UK RQF + UK Ofqual qualification level mapping + Institute for Apprenticeships and Technical Education
- EU GDPR Article 6 lawful basis + Article 88 employment + works council training co-determination + DPIA per Article 35
- AICPA SOC 2 Type II audit framework + ISAE 3000 + ISAE 3402 + Big-4 limited assurance ESG capability
Infrastructure Contribution
What this assessment contains: 9 slides for your leadership team
Personalised with your numbers. Generated in 2 minutes directly in your browser. No upload, no login.
- 1
Title slide - Process name, decision points, automation potential
- 2
Executive summary - FTE freed, cost per transaction before/after, break-even date, cost of waiting
- 3
Current state - Transaction volume, error costs, growth scenario with FTE comparison
- 4
Solution architecture - Human - rules engine - AI agent with specific decision points
- 5
Governance - EU AI Act, works council, audit trail - with traffic light status
- 6
Risk analysis - 5 risks with likelihood, impact and mitigation
- 7
Roadmap - 3-phase plan with concrete calendar dates and Go/No-Go
- 8
Business case - 3-scenario comparison (do nothing/hire/automate) plus 3×3 sensitivity matrix
- 9
Discussion proposal - Concrete next steps with timeline and responsibilities
Includes: 3-scenario comparison
Do nothing vs. new hire vs. automation - with your salary level, your error rate and your growth plan. The one slide your CFO wants to see first.
Show calculation methodology
Hourly rate: Annual salary (your input) × 1.3 employer burden ÷ 1,720 annual work hours
Savings: Transactions × 12 × automation rate × minutes/transaction × hourly rate × economic factor
Quality ROI: Error reduction × transactions × 12 × EUR 260/error (APQC Open Standards Benchmarking)
FTE: Saved hours ÷ 1,720 annual work hours
Break-Even: Benchmark investment ÷ monthly combined savings (efficiency + quality)
New hire: Annual salary × 1.3 + EUR 12,000 recruiting per FTE
All data stays in your browser. Nothing is transmitted to any server.
Training Needs Analysis Agent - ESCO, US WIOA, ISO 30414, CSRD S1-13 | Gosign
Initial assessment for your leadership team
A thorough initial assessment in 2 minutes - with your numbers, your risk profile and industry benchmarks. No vendor logo, no sales pitch.
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Agent Blueprint Available
A full blueprint for Training Needs Analysis Agent - ESCO, US WIOA, ISO 30414, CSRD S1-13 | Gosign is available with micro-decision decomposition, industry variants, and implementation details.
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Frequently Asked Questions
Does the agent make autonomous training assignment decisions for individual employees?
No. The agent generates deterministic skills gap analysis + competency gap identification + performance data aggregation + business goals cascade + ESG/CSRD ESRS S1-13 + ISO 30414 + UK Apprenticeship Levy + US WIOA needs assessment from finished HRIS data + performance review feeds + role profile mappings + business goal cascades + skills framework taxonomies. ML-based critical skills shortage + emerging skill detection + needs prioritisation provide indicators only - never automated training assignments for individuals. Four-eye principle L and D Director + business sponsor + CHRO + ESG Officer mandatory for AICPA SOC 2-compliant audit-trail. Commentary + interpretation stays with humans. The agent ensures the process runs consistently + ESG/CSRD ESRS S1-13-conforme + ISO 30414-conforme + ISO 9001-conforme + UK Apprenticeship Levy-conforme + US WIOA-conforme + AICPA SOC 2 Type II auditable + EU GDPR Article 88-conforme.
Why is this agent NOT an EU AI Act high-risk system?
Training needs analysis is gap-analysis-aggregation (HRIS data extraction + skills inventory comparison + competency gap calculation + performance review aggregation + business goals cascade + ML-supported prioritisation indicators) without AI-based individual training assignment consequences for evaluating individual employees. EU AI Act Annex III(4)(a) and III(4)(b) target recruitment bias and individual compensation/promotion decisions - here nothing about individual training assignments is decided, only deterministically aggregated and indicators provided at cohort level. With integrated ML prioritisation indicators + skill gap detection + emerging skill identification, DPIA per EU GDPR Article 35 should still be performed + Cross-Reference EDPB Guidelines 1/2024 on HR AI systems + EU GDPR Article 22 right not to be subject to automated decision-making, but no high-risk classification. The high compliance requirements come from ESG/CSRD limited assurance + UK Apprenticeship Levy + US WIOA + EEOC disparate impact + UK Equality Act + ISO 30414 + AICPA SOC 2, not from EU AI Act. Note: if skills inference features expand to individual scoring with HR consequences (promotion + compensation + termination), classification may shift to high-risk under Annex III(4).
How does the agent integrate ESCO + Lightcast + O*NET + UK NQF skills frameworks?
The agent applies multi-framework skills taxonomy mapping: ESCO European Skills Competences Qualifications and Occupations classification with 14000 occupations + 13000 skills/competences + 10000 qualifications + Lightcast Open Skills Library 32000+ skills + 1100+ certifications + skills shapes + O*NET Online Occupational Information Network 900+ occupations + skills + abilities + knowledge + work activities + UK NQF National Qualifications Framework + UK RQF Regulated Qualifications Framework 9 levels Entry through Doctoral + UNESCO ISCED 9 levels Early Childhood through Doctoral. Cross-Reference EU EQF European Qualifications Framework + Bologna Process + Cedefop + UNESCO Institute for Statistics UIS + DOL ETA O*NET + Standard Occupational Classification SOC + Career One Stop. Skills framework lineage is tracked in audit-trail to demonstrate which taxonomy informed which gap finding. The agent provides deterministic skills classification + qualification level alignment + cross-walk between frameworks + emerging skill detection from market signals.
How is UK Apprenticeship Levy needs analysis plus 24 month fund expiry handled?
UK Apprenticeship Levy 2017 + Finance Act 2016 Sections 99-100 mandates 0.5 percent annual pay bill over 3M GBP collected by HMRC through PAYE. The agent provides Apprenticeship Service Account drawdown forecasts + 24 month fund expiry mitigation planning + 10 percent government top-up + Apprenticeship Funding Rules compliance + Apprenticeship Standards demand mapping + UK NQF level distribution + Institute for Apprenticeships and Technical Education IfATE alignment + Cross-Reference UK Department for Education DfE + UK ESFA Education and Skills Funding Agency oversight + Funding Audit. The agent provides deterministic Levy allocation planning + Apprenticeship Standards demand forecasts + 24 month expiry mitigation strategies + ESFA reporting with audit-trail. Cross-Reference HMRC PAYE Real Time Information RTI + Apprenticeship Service Account ASA + Digital Apprenticeship Service. Without proper needs analysis, fund expiry triggers ESFA findings on wasted investment.
How is US WIOA needs assessment plus EEOC disparate impact handled?
US Workforce Innovation and Opportunity Act WIOA 2014 Public Law 113-128 requires needs assessment per Title I Adult Dislocated Worker Youth + Title II Adult Education and Family Literacy + Title III Wagner-Peyser Employment Service + Title IV Vocational Rehabilitation. State Workforce Investment Boards + American Job Centers + DOL ETA aggregate needs data. EEOC training requirements per Title VII Civil Rights Act 1964 + ADA Americans with Disabilities Act + ADEA Age Discrimination in Employment Act + Uniform Guidelines on Employee Selection Procedures 29 CFR 1607 with 4/5ths rule mandate disparate impact analysis on identified training needs. The agent provides deterministic WIOA needs assessment Title I-IV + DOL ETA reporting + EEOC disparate impact statistical analysis + Uniform Guidelines compliance verification + Cross-Reference Adult Education and Family Literacy Act AEFLA + Office of Career Technical and Adult Education OCTAE + State FEPA Fair Employment Practices Agencies. Without statistical validation, EEOC disparate impact claims arise on protected characteristic needs distribution.
How is EU GDPR Article 88 plus works council training codetermination handled?
EU GDPR Article 88 Member State law on processing in the context of employment + Article 6 lawful basis for processing + Article 9 special categories of personal data + Article 22 automated individual decision-making govern skills profiling data processing. The agent uses pseudonymisation per Article 4(5) at extraction + aggregation thresholds (typically minimum 5 employees per cohort) prevent re-identification + works council co-determination per EU Information and Consultation Directive 2002/14/EC + national co-determination acts. ML-based prioritisation indicators are NOT individual decisions per Article 22 - they are dashboard indicators with human validation. DPIA per Article 35 mandatory before deployment. Cross-Reference EDPB Guidelines 1/2024 on HR AI systems + ICO UK guidance on employment monitoring + national supervisory authorities ICO UK CNIL France AEPD Spain Garante Italy. Works council blockade on aggregate skills profiling implementation prevents go-live - mandatory consultation + agreement before deployment in EU operations.
What cross-references to other HR agents exist?
Skills-Career-Profile-Agent feeds individual skills assessments into aggregate Training Needs Analysis for skill gap analysis. Performance-Review-Documentation-Agent provides development plan items + 360-degree feedback themes as input to needs identification. Training-Effectiveness-Agent measures impact of needs-driven training to close feedback loop. Learning-Path-Recommendation-Agent uses prioritised needs from Training Needs Analysis for individual learning path generation. Strategic-HR-Analytics-Agent integrates needs analysis into Board Reporting + ESG/CSRD ESRS S1-13. Workforce-Planning-Agent uses skills framework mappings + capability requirement forecasts from Training Needs Analysis for headcount planning + scenario modelling. Succession-Planning-Agent uses leadership development gaps for board-level talent reviews. Compensation-Benchmarking-Agent integrates skills certification effects into compensation bands. ESG-Reporting-Agent extends ESRS S1-13 training-and-skills-development needs data to full sustainability reporting. Audit-Compliance-Agent verifies AICPA SOC 2 Type II + EU AI Act Article 26 (when AI features expand).
What Happens Next?
30 minutes
Initial call
We analyse your process and identify the optimal starting point.
1 week
Discover
Mapping your decision logic. Rule sets documented, Decision Layer designed.
3-4 weeks
Build
Production agent in your infrastructure. Governance, audit trail, cert-ready from day 1.
12-18 months
Self-sufficient
Full access to source code, prompts and rule versions. No vendor lock-in.
Implement This Agent?
We assess your process landscape and show how this agent fits into your infrastructure.