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EU AI Act: Not High Risk

Strategic HR Analytics Agent - CSRD ESRS S1, ISO 30414, Dodd-Frank | Gosign

ESG/CSRD ESRS S1-1+S1-9+S1-13+S1-14-compliant strategic HR analytics + Turnover + Diversity + Satisfaction + HR ROI + Board Reporting + ISSB IFRS S1+S2 + ISO 30414 Human Capital Reporting + UK Section 78 Gender Pay Gap + SEC Pay Ratio + EU GDPR Article 88 + works council aggregate-analytics in one Decision Layer - deterministic KPI calculation plus ML-based correlation indicators for CHRO, CFO, CEO, Board of Directors, Audit Committee, External Auditors, Investor Relations, ESG Officer.

Strategic HR analytics: turnover, CSRD ESRS S1-1/S1-9/S1-13 diversity reporting, Dodd-Frank 953(b) CEO Pay Ratio and board reporting for audit committee - GDPR Art. 88 aggregate analytics.

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Auswahl aus über 5.000 Projekten in 25 Jahren Softwareentwicklung

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ESG/CSRD ESRS S1 + ISSB IFRS S1+S2 + UK Section 78 Gender Pay Gap + SEC Pay Ratio Disclosure + ISO 30414 + EU GDPR Article 88 + works council aggregate-analytics in one Decision Layer

High R-share deterministic KPI decisions with ESG/CSRD ESRS S1-1 Diversity + S1-9 Diversity metrics + S1-13 Compensation + S1-14 Health and safety + ISSB IFRS S1 General + IFRS S2 Climate-related + UK Equality Act 2010 Section 78 Gender Pay Gap mandatory annual >250 employees by 4 April + SEC Pay Ratio Disclosure Item 402(u) + EEO-1 Component 2 + ISO 30414 Human Capital Reporting metrics - KPI calculation runs rule-based from finished HR data plus aggregation rules plus ESG/CSRD datapoint definitions without generative AI in decision; AI-supported only for correlation indicators plus turnover prediction plus pattern detection in dashboards; human validation only for Board commentary plus interpretation plus Audit Committee review.

Outcome: ESG/CSRD limited-assurance qualifications by Big-4 auditors + EHRC enforcement on Section 78 Gender Pay Gap non-reporting + SEC enforcement on Pay Ratio Disclosure Item 402(u) + EEOC enforcement on EEO-1 Component 2 + Audit Committee liability under SOX 302 CEO/CFO certification + EU GDPR Article 88 fines up to 4 percent group revenue + works council blockade on aggregate-analytics implementation - the agent provides the AICPA SOC 2 Type II auditable chain.

79% Rules Engine
14% AI Agent
7% Human

The architecture reflects that strategic HR analytics must be deterministic for KPI calculation and AI-supported only for correlation indicators, never for Board decisions:

From HR data silos to strategic Board insights - 80 percent of KPI calculation deterministic, ML-based correlations as indicators only - ESG/CSRD ESRS S1 mandatory limited assurance from 250 employees + UK Section 78 EHRC enforcement + SEC Pay Ratio Item 402(u) + Audit Committee oversight

From HR data to strategic insights

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 (aggregate-analytics without individual HR decisions), but is subject to strict compliance obligations from ESG/CSRD ESRS S1 + ISSB IFRS S1+S2 + UK Equality Act Section 78 + SEC Pay Ratio + EEO-1 + ISO 30414 + AICPA SOC 2 Type II + SOX 404 ICFR + EU GDPR Article 88.

A typical strategic HR analytics cycle generates Board Reports + Audit Committee briefings + ESG/CSRD disclosures + Investor Relations briefings quarterly + UK Section 78 + SEC Pay Ratio annually + EEO-1 Component 2 due 31 March. Manual aggregation in Excel takes weeks. The agent generates deterministic KPIs in hours from finished HR data + Cost Center + Entity + Pay Grade + Period + Diversity dimensions + multi-entity rollup + intercompany allocations.

The problem is not the volume. It is in the AICPA SOC 2 Type II auditable chain + ESG/CSRD limited-assurance scope + Audit Committee oversight + four-eye principle CHRO / CFO / Audit Committee + audit-trail with User + timestamp + before/after values + report run ID + data lineage + 7-year SOX retention + 6-year UK retention + works council co-determination on aggregate-analytics.

ESG/CSRD ESRS S1 Reporting + ISSB IFRS S1+S2 + Dodd-Frank Pay Ratio

EU CSRD 2022/2464 mandates ESRS from 250 employees with limited-assurance auditor verification. ESRS S1 Own Workforce includes S1-1 Characteristics + S1-9 Diversity metrics gender age nationality disability + S1-13 Compensation mean median ratio highest-to-median + S1-14 Health and safety + ESRS S1-3 Workers in value chain. EFRAG ESRS Datapoints Excel maps each KPI to source data with full data lineage.

ISSB IFRS S1 General + IFRS S2 Climate-related Disclosures complement reporting for IOSCO endorsement + cross-border. Materiality assessment + governance + strategy + risk management + metrics + targets are required disclosure structure.

US SEC Pay Ratio Disclosure Rule Item 402(u) + Dodd-Frank Section 953(b) annual proxy disclosure + median employee compensation + CEO total compensation + ratio + reasonable methodology in Form DEF 14A. Dodd-Frank Section 951 say-on-pay + Section 952 Compensation Committee + Section 956 incentive compensation for financial institutions.

Turnover analysis + Diversity Reporting + UK Section 78 Gender Pay Gap

Turnover analysis decomposes voluntary + involuntary + regrettable attrition + first-year + high-performer + diversity dimensions + tenure cohort + cost-to-replace per SHRM benchmarks + LinkedIn Workforce Insights. The agent calculates turnover rates deterministically per cohort with full audit-trail.

Diversity Reporting covers protected characteristics where lawfully collected (gender + age + nationality + disability + ethnicity in jurisdictions where lawful + LGBTQ+ where opt-in) + intersectional cuts + representation rates + leadership diversity + promotion rates by cohort. Cross-Reference EU GDPR Article 9 special categories + UK Equality Act 2010 protected characteristics + Public Sector Equality Duty Section 149 + Title VII + ADEA + ADA + GINA.

UK Equality Act 2010 Section 78 Gender Pay Gap Reporting Regulations 2017 mandates annual reporting >250 UK employees by 4 April private sector + 30 March public sector. Six required figures: median + mean hourly pay gap + median + mean bonus gap + bonus pay proportion + quartile distribution. EHRC enforcement + Companies House public disclosure + gender-pay-gap.service.gov.uk.

EU GDPR Article 88 + works council aggregate-analytics

EU GDPR Article 88 Member State law on processing in the context of employment + Article 9 special categories + Article 22 automated individual decision-making + Recital 71 profiling govern HR analytics. 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-analytics 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 BfDI + CNIL + ICO + AEPD + Garante.

DPIA per Article 35 mandatory before deployment + Cross-Reference EU AI Act Article 27 Fundamental Rights Impact Assessment FRIA where ML indicators trigger classification.

Predictive Analytics + ML-based HR ROI calculation

ML-based predictive analytics + turnover prediction + flight-risk indicators + HR ROI calculation + cost-per-hire + revenue-per-employee + training ROI + leadership pipeline strength operate on aggregate cohort level - not individual scoring with HR consequences. The agent provides indicators with confidence scores for Board Dashboards.

Decision Layer Type A classification with mandatory human validation CHRO + CFO + Board + challengeable auditor pathway prevents drift into automated individual decisions. NO automated HR decisions - hiring + firing + promotion + compensation stay with humans. Cross-Reference EU AI Act Annex III(4) + Article 26 + EDPB Guidelines 1/2024 + EU GDPR Article 22 + Mobley v. Workday US class action 2023.

The ML-supported correlation engine on Glint + Qualtrics + Culture Amp + Peakon + Microsoft Viva Glint provides indicators only - no automated HR decisions. ISO 30414 Human Capital Reporting metrics workforce composition + diversity + costs + recruitment + skills + leadership + organisational culture + retention + productivity + succession planning + workforce availability complement ESRS reporting.

Cross-reference to Performance-Review + Workforce-Planning + Succession-Planning

Performance-Review-Agent feeds individual performance ratings into aggregate Strategic HR Analytics for high-performer turnover analysis. Workforce-Planning-Agent uses Strategic HR Analytics turnover predictions + flight-risk indicators for headcount planning + scenario modelling. Succession-Planning-Agent uses leadership pipeline strength + ISO 30414 succession planning category for board-level talent reviews. Payroll-Reporting-Agent Cluster #41 generates statutory filings - shares the reporting infrastructure. Compensation-Benchmarking-Agent Cluster #26 provides compensation bands + Compa-Ratios for UK Section 78 + SEC Pay Ratio + ESRS S1-13. Audit-Compliance-Agent Cluster #22 verifies SOX 404 ICFR + AICPA SOC 2 Type II + EU AI Act Article 26 (when AI features expand). ESG-Reporting-Agent extends ESRS S1-1 + S1-9 + S1-13 + S1-14 + ISSB IFRS S1+S2 to full sustainability reporting. CFO-Reporting-Agent integrates HR analytics into CFO dashboards.

At a glance

  • Classification: Compliance-Support, NOT EU AI Act high-risk (aggregate-analytics)
  • Compliance anchors: ESG/CSRD ESRS S1-1 + S1-9 + S1-13 + S1-14 + ISSB IFRS S1+S2 + UK Equality Act 2010 Section 78 Gender Pay Gap + SEC Pay Ratio Disclosure Item 402(u) + Dodd-Frank Section 951+953(b) + EEO-1 Component 2 + OFCCP AAP + Title VII + Equal Pay Act + ADEA + ADA + GINA + ISO 30414 Human Capital Reporting + AICPA SOC 2 Type II + SOX 404 ICFR + EU GDPR Article 88 + works council aggregate-analytics
  • Retention: 7 years SOX records + 6 years UK + EU GDPR Article 17 right to erasure post-retention + secure deletion per NIST 800-88
  • Approval: Four-eye principle CHRO + CFO + Audit Committee oversight + Board commentary + interpretation human-only
  • Penalties: ESG/CSRD limited-assurance qualifications by Big-4 + EHRC Section 78 enforcement + SEC Pay Ratio Item 402(u) enforcement + EEOC EEO-1 Component 2 enforcement + SOX 906 5M USD or 20 years + EU GDPR up to 4 percent group revenue
  • Audit obligation: SOX 404 ICFR + AICPA SOC 2 Type II + ESG/CSRD limited assurance from 250 employees + UK Section 78 annual mandatory by 4 April + SEC Pay Ratio Disclosure US public companies + EEO-1 Component 2 due 31 March + Audit Committee oversight + works council co-determination EU
  • Cross-Reference: Performance-Review + Workforce-Planning + Succession-Planning + Payroll-Reporting Cluster #41 + Compensation-Benchmarking Cluster #26 + ESG-Reporting + CFO-Reporting + Audit-Compliance Cluster #22

Decision-Maker Distribution Strategic-HR-Analytics

StepDeciderRationale
HR data extraction + consolidation + pseudonymisationRETL extraction with deterministic source-to-target mapping + EU GDPR Article 4(5)
Aggregation per Cost Center + Entity + Period + DiversityRAggregation rules deterministic per KPI type
ESRS S1-1 + S1-9 + S1-13 + S1-14 calculationREFRAG ESRS datapoints deterministic
ISSB IFRS S1 General + IFRS S2 ClimateRISSB materiality assessment deterministic
US SEC Pay Ratio Item 402(u) + Section 953(b)RMedian employee + CEO total + ratio deterministic
UK Section 78 Gender Pay GapRMedian + mean + quartile + bonus proportion deterministic
EEO-1 Component 2 + OFCCP AAPR10 EEO-1 categories + 12 pay bands + utilisation deterministic
ISO 30414 Human Capital Reporting metricsR11 reporting categories deterministic
Turnover analysis + voluntary + involuntary + regrettableRCohort-based turnover calculation deterministic
Diversity Reporting + intersectional analysisRProtected characteristics + intersectional cuts deterministic
Employee Satisfaction correlations + eNPS + driverAML correlation indicators with human validation
Predictive Analytics + turnover prediction + HR ROIAML predictive indicators with human validation
Audit Committee + Board commentary approvalHFour-eye SOX 404 ICFR + interpretation mandatory
Distribution + secure delivery + 7-year retentionRSOX 404 audit-trail + AICPA SOC 2 deterministic

Micro-Decision Table

Who decides in this agent?

14 decision steps, split by decider

79%(11/14)
Rules Engine
deterministic
14%(2/14)
AI Agent
model-based with confidence
7%(1/14)
Human
explicitly assigned
Human
Rules Engine
AI Agent
Each row is a decision. Expand to see the decision record and whether it can be challenged.
HR data extraction plus Cross-System data consolidation plus master data validation plus pseudonymisation Are HR master data + payroll + time + benefits + recruitment + performance + engagement survey data extracted from source systems (Workday + ADP + SAP + Oracle + Visier + ChartHop + Snowflake + Databricks) 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 + reconciliation rules + pseudonymisation per EU GDPR Article 4(5) + Cross-Reference SOX 404 ICFR effectiveness + AICPA SOC 2 Type II Trust Services Criteria + ISO 27001 access controls; deterministic extraction logic hence Decision-Type R

Decision Record

Rule ID and version number
Input data that triggered the rule
Calculation result and applied formula

Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.

Aggregation rules application plus Cost Center plus Entity plus Period plus Diversity dimensions Are aggregation rules deterministically applied per KPI specification (Cost Center + Entity + Pay Grade + Department + Location + Period + gender + age band + nationality + disability) + multi-entity rollup + intercompany allocations + currency conversion + Cross-Reference ESRS S1-9 Diversity metrics datapoints? Rules Engine

Rule-based aggregation engine with deterministic rules per KPI type + Cost Center + Entity + Period + Diversity dimensions + multi-currency conversion at month-end rate + Cross-Reference SOX 404 segregation of duties + AICPA SOC 2 Type II + ESRS S1-9 datapoints; deterministic aggregation logic hence Decision-Type R

Decision Record

Rule ID and version number
Input data that triggered the rule
Calculation result and applied formula

Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.

ESG/CSRD ESRS S1-1 plus S1-9 Diversity plus S1-13 Compensation plus S1-14 Health and safety calculation Are ESG/CSRD ESRS S1-1 Characteristics of own workforce + S1-9 Diversity metrics gender age nationality disability + S1-13 Compensation mean median ratio highest-to-median + S1-14 Health and safety + ESRS S1-3 Workers in value chain deterministically calculated for auditor verification limited assurance from 250 employees? Rules Engine

Rule-based ESRS S1-1 + S1-9 + S1-13 + S1-14 datapoint calculation + auditor verification limited assurance + Cross-Reference EFRAG ESRS Datapoints + ISSB IFRS S1 General + IFRS S2 Climate + applicable from 250 employees CSRD 2022/2464; deterministic ESG/CSRD reporting hence Decision-Type R

Decision Record

Rule ID and version number
Input data that triggered the rule
Calculation result and applied formula

Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.

ISSB IFRS S1 General plus IFRS S2 Climate-related disclosures calculation Are ISSB IFRS S1 General Requirements for Disclosure of Sustainability-related Financial Information + IFRS S2 Climate-related Disclosures + governance strategy risk management metrics targets + materiality assessment deterministically generated for IOSCO endorsement and cross-border sustainability reporting? Rules Engine

Rule-based ISSB IFRS S1 + IFRS S2 calculation + materiality assessment + governance strategy risk management metrics targets + Cross-Reference IFRS Foundation + IOSCO endorsement; deterministic ISSB reporting hence Decision-Type R

Decision Record

Rule ID and version number
Input data that triggered the rule
Calculation result and applied formula

Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.

US SEC Pay Ratio Disclosure plus Item 402(u) plus Dodd-Frank Section 953(b) calculation Are US SEC Pay Ratio Disclosure Rule Item 402(u) of Regulation S-K + Dodd-Frank Section 953(b) annual proxy statement disclosure + median employee compensation + CEO total compensation + ratio calculation + reasonable methodology deterministically generated for Form DEF 14A annual proxy? Rules Engine

Rule-based SEC Pay Ratio Disclosure + Item 402(u) calculation + median employee identification + CEO total compensation + Cross-Reference Dodd-Frank Section 951 say-on-pay + Section 952 Compensation Committee + Section 956 incentive compensation; deterministic Pay Ratio calculation hence Decision-Type R

Decision Record

Rule ID and version number
Input data that triggered the rule
Calculation result and applied formula

Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.

UK Section 78 Gender Pay Gap calculation plus median plus mean plus quartiles Are UK Equality Act 2010 Section 78 Gender Pay Gap Reporting Regulations 2017 mandatory annual reporting >250 UK employees by 4 April + median hourly pay gap + mean hourly pay gap + median bonus gap + mean bonus gap + bonus pay proportion + quartile distribution deterministically calculated for EHRC + Companies House + government website gender-pay-gap.service.gov.uk? Rules Engine

Rule-based UK Section 78 Gender Pay Gap calculation + median + mean + quartile distribution + bonus proportion + EHRC enforcement + Companies House public disclosure + Cross-Reference UK Equal Pay Act 1970 (consolidated into Equality Act 2010) + Public Sector Equality Duty; deterministic Section 78 calculation hence Decision-Type R

Decision Record

Rule ID and version number
Input data that triggered the rule
Calculation result and applied formula

Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.

EEO-1 Component 2 plus OFCCP AAP plus Title VII demographic-pay data calculation Are EEO-1 Component 2 demographic-pay data Type 2 Consolidated Report + 10 EEO-1 categories + 12 pay bands + due 31 March annually + OFCCP Affirmative Action Plans AAP utilisation availability placement goals + Executive Order 11246 + Section 503 Rehabilitation Act + VEVRAA Vietnam Era Veterans deterministically generated? Rules Engine

Rule-based EEO-1 Component 2 + OFCCP AAP generation + 10 EEO-1 categories + 12 pay bands + utilisation availability placement goals + Cross-Reference EEOC enforcement + State FEPA Fair Employment Practices + Title VII + Equal Pay Act + ADEA + ADA + GINA; deterministic demographic-pay reporting hence Decision-Type R

Decision Record

Rule ID and version number
Input data that triggered the rule
Calculation result and applied formula

Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.

ISO 30414 Human Capital Reporting metrics calculation plus 11 categories Are ISO 30414 Human Capital Reporting metrics workforce composition + diversity + costs + recruitment + skills + leadership + organisational culture + retention + productivity + succession planning + workforce availability + organisational health safety wellbeing deterministically calculated for stakeholder transparency reporting? Rules Engine

Rule-based ISO 30414 metric calculation + 11 reporting categories + Cross-Reference ISO 27001 + ISO 27701 + ISO 9001 + ISO 14001 + auditor verification; deterministic ISO 30414 calculation hence Decision-Type R

Decision Record

Rule ID and version number
Input data that triggered the rule
Calculation result and applied formula

Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.

Turnover analysis plus voluntary plus involuntary plus regrettable attrition Are turnover rates calculated deterministically per cohort (overall + voluntary + involuntary + regrettable attrition + first-year + high-performer + diversity dimensions) + tenure cohort + cost-to-replace + Cross-Reference SHRM Society for Human Resource Management benchmarks + LinkedIn Workforce Insights? Rules Engine

Rule-based turnover calculation + cohort definition + voluntary involuntary regrettable + tenure cohort + cost-to-replace + Cross-Reference SHRM benchmarks + LinkedIn Workforce Insights; deterministic turnover calculation hence Decision-Type R

Decision Record

Rule ID and version number
Input data that triggered the rule
Calculation result and applied formula

Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.

Diversity Reporting plus protected characteristics plus intersectional analysis Are diversity metrics calculated for protected characteristics (gender + age + nationality + disability + ethnicity in jurisdictions where collection lawful + LGBTQ+ where opt-in) + intersectional cuts + representation rates + leadership diversity + promotion rates by cohort + Cross-Reference EU GDPR Article 9 special categories + UK Equality Act 2010 protected characteristics? Rules Engine

Rule-based diversity calculation + protected characteristics where lawfully collected + intersectional cuts + representation rates + leadership diversity + Cross-Reference EU GDPR Article 9 special categories + UK Equality Act 2010 + Title VII + ADEA + ADA + GINA; deterministic diversity calculation hence Decision-Type R

Decision Record

Rule ID and version number
Input data that triggered the rule
Calculation result and applied formula

Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.

Employee Satisfaction correlations plus engagement plus eNPS plus driver analysis Are employee satisfaction correlations + engagement scores + eNPS Employee Net Promoter Score + driver analysis + sentiment classification + period-over-period comparison + benchmark vs Glint + Qualtrics + Culture Amp + Peakon generated as ML-supported indicators for Board Dashboards? AI Agent Auditor

ML-supported correlation analysis + engagement driver detection + sentiment classification with company-specific survey training data; LLM output indicator not final decision; human validation CHRO + CFO + Board on correlation interpretation; NO automated HR decisions; Cross-Reference EU AI Act Annex III(4) employment management + AICPA SOC 2 Type II audit sampling

Decision Record

Model version and confidence score
Input data and classification result
Decision rationale (explainability)
Audit trail with full traceability

Challengeable: Yes - fully documented, reviewable by humans, objection via formal process.

Challengeable by: Auditor

Predictive Analytics plus turnover prediction plus ML-based HR ROI calculation Are predictive analytics + turnover prediction + flight-risk indicators + ML-based HR ROI calculation + cost-per-hire + revenue-per-employee + training ROI + leadership pipeline strength generated as ML-supported indicators with confidence scores? AI Agent Auditor

ML-supported turnover prediction + flight-risk + HR ROI calculation with company-specific historical training data; LLM output indicator not final decision; human validation CHRO + CFO + Board on prediction interpretation; NO automated HR decisions; Cross-Reference EU AI Act Annex III(4) + EDPB Guidelines 1/2024 on HR AI systems + AICPA SOC 2 Type II audit sampling

Decision Record

Model version and confidence score
Input data and classification result
Decision rationale (explainability)
Audit trail with full traceability

Challengeable: Yes - fully documented, reviewable by humans, objection via formal process.

Challengeable by: Auditor

Audit Committee plus Board commentary plus four-eye approval plus interpretation Is the Board Reporting approved by CHRO + CFO + Audit Committee in four-eye principle with Board commentary + interpretation + plausibility confirmation + SOX 404 ICFR effectiveness + Section 302 CEO/CFO certification + ESG/CSRD limited-assurance auditor sign-off? Human

Human approval by CHRO + CFO + Audit Committee mandatory for SOX-404-compliant audit-trail + AICPA SOC 2 Type II Trust Services Criteria + Audit Committee oversight + Section 302 CEO/CFO certification + Section 906 criminal penalty risk on missing four-eye + ESG/CSRD limited-assurance auditor sign-off + interpretation + Board commentary stays with humans; human decision mandatory

Decision Record

Decider ID and role
Decision rationale
Timestamp and context

Challengeable: Yes - via manager, works council, or formal objection process.

Distribution plus secure delivery plus SOX 404 audit-trail plus AICPA SOC 2 plus 7-year retention Are reports distributed to defined recipient list (Board + Audit Committee + External Auditors + SEC + EHRC + Companies House + Investor Relations) via secure channel (SFTP + encrypted email + SSO portal + EDGAR) with full audit-trail (User + timestamp + action + before/after values + report run ID + data lineage) + 7-year retention for SOX records + 6-year UK retention + EU GDPR Article 17 right to erasure post-retention + secure deletion per NIST 800-88? Rules Engine

Rule-based distribution + recipient authorisation matrix per report type + secure channels + SOX 404 audit-trail + AICPA SOC 2 Type II + 7-year retention + 6-year UK + EU GDPR Article 17 + NIST 800-88 media sanitization; deterministic distribution + retention logic hence Decision-Type R

Decision Record

Rule ID and version number
Input data that triggered the rule
Calculation result and applied formula

Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.

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.

Which rule in which version was applied?
What data was the decision based on?
Who (human, rules engine, or AI) decided - and why?
How can the affected person file an objection?
How the Decision Layer enforces this architecturally →

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Governance Notes

EU AI Act: Not High Risk
Compliance-Support system per ESG/CSRD ESRS S1 + ISSB IFRS S1+S2 + UK Equality Act 2010 Section 78 + US SEC Pay Ratio Disclosure Item 402(u) + EEO-1 Component 2 + OFCCP AAP + ISO 30414 + AICPA SOC 2 Type II + ISO 27001 + SOX 404 ICFR + EU GDPR Article 88 + UK GDPR + DPA 2018. NOT a high-risk system per EU AI Act 2024/1689 since aggregate-analytics without AI-based HR decisions for evaluating individual candidates or employees - the agent calculates KPIs deterministically and provides ML-supported correlation indicators only. Despite that, high compliance requirements: ESG/CSRD limited-assurance qualifications by Big-4 auditors + EHRC enforcement on Section 78 Gender Pay Gap non-reporting + SEC enforcement on Pay Ratio Disclosure Item 402(u) + EEOC enforcement on EEO-1 Component 2 + Audit Committee liability under SOX 302 CEO/CFO certification + Section 906 criminal penalty fine 5M USD or 20 years imprisonment + EU GDPR fines up to 4 percent group revenue + works council blockade on aggregate-analytics implementation per EU works councils Information and Consultation Directive 2002/14/EC + national co-determination acts. The agent generates deterministic KPIs + Board Dashboards + ESG/CSRD disclosures from finished HR data + aggregation rules + datapoint definitions + ESRS + ISSB + ISO 30414 + UK Section 78 + SEC Pay Ratio + EEO-1 + Title VII + UK Equality Act + EU GDPR Article 88. Four-eye principle CHRO + CFO + Audit Committee mandatory for SOX 404 audit-trail. Works council mandatory for aggregate-analytics implementation in EU operations. ESG/CSRD ESRS S1 + auditor verification limited assurance mandatory from 250 employees. SEC Pay Ratio Disclosure Rule annual filing for US public companies. UK Section 78 Gender Pay Gap Reporting annual mandatory >250 UK employees by 4 April. Decision Layer breaks down each analytics process into individual decisions and defines Human / Rule / AI Indicator. ML-based correlation indicators + turnover prediction + HR ROI calculation are AI-supported indicators only - never automated Board decisions. Audit-trail engine with SOX 404 + AICPA SOC 2 + data lineage tracking forms backbone.

Assessment

Agent Readiness 78-85%
Governance Complexity 74-81%
Economic Impact 76-83%
Lighthouse Effect 74-81%
Implementation Complexity 46-53%
Transaction Volume Quarterly

Prerequisites

  • HR system data export with structured ETL + reconciliation + pseudonymisation per EU GDPR Article 4(5)
  • KPI definitions per ESG/CSRD ESRS S1-1 + S1-9 + S1-13 + S1-14 + ISSB IFRS S1+S2 + ISO 30414 + Cost Center + Entity + Diversity dimensions
  • Reporting calendar with deadlines (UK Section 78 4 April + EEO-1 31 March + ESRS annual + Board quarterly + SEC Pay Ratio annual proxy)
  • Recipient authorisation matrix per report type with secure distribution channels and Audit Committee approval workflow
  • ESG/CSRD ESRS S1 datapoint mapping + auditor limited-assurance scope + EFRAG datapoint Excel
  • ISSB IFRS S1+S2 materiality assessment framework + governance strategy risk management metrics targets
  • EEO-1 Component 2 + OFCCP AAP demographic-pay data + 10 categories + 12 pay bands + utilisation availability placement goals
  • UK Section 78 Gender Pay Gap calculation engine + median + mean + quartile distribution + bonus proportion
  • ISO 30414 Human Capital Reporting metric calculation framework + 11 categories
  • EU GDPR Article 88 employment data + Article 9 special categories + Article 22 automated decision-making + works council co-determination on aggregate-analytics implementation
  • SOX 404 ICFR effectiveness + AICPA SOC 2 Type II audit framework + Audit Committee oversight + Section 302 CEO/CFO certification
  • Multi-country aggregation engine for US Federal + 50 states + UK + EU + multi-currency conversion + intercompany allocations

Infrastructure Contribution

The strategic analytics infrastructure with KPI definitions + datapoint mapping + scheduling + distribution + recipient authorisation matrix + SOX 404-compliant audit-trail with User + timestamp + action + before/after values + report run ID + data lineage tracking is reused by Payroll-Reporting-Agent + People-Analytics-Agent + ESG-Reporting-Agent + CFO-Reporting-Agent + Compensation-Benchmarking-Agent + Workforce-Planning-Agent + Succession-Planning-Agent. The data consistency layer ensures Board + Audit Committee + Investor Relations work from the same numbers - prerequisite for trustworthy strategic analytics. The aggregation engine with Cost Center + Entity + Pay Grade + Department + Location + Period + Diversity dimensions + multi-entity rollup + intercompany allocations + multi-currency conversion forms the foundation for all reporting-relevant HR agents. ESG/CSRD ESRS S1-1 + S1-9 + S1-13 + S1-14 + ISSB IFRS S1+S2 + ISO 30414 module + UK Section 78 Gender Pay Gap module + SEC Pay Ratio Disclosure Item 402(u) module + EEO-1 Component 2 module + OFCCP AAP module are reused by Payroll-Reporting-Agent + ESG-Reporting-Agent + Compensation-Benchmarking-Agent + Diversity-Equity-Inclusion-Agent. The ML-based correlation indicator framework + turnover prediction + flight-risk + HR ROI calculation becomes the standard for all predictive HR agents - with mandatory human validation + Decision Layer Type A classification + challengeable auditor pathway. Cross-Reference EU GDPR Article 22 right not to be subject to automated decision-making informs the design choice that ML outputs are indicators not decisions.

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. 1

    Title slide - Process name, decision points, automation potential

  2. 2

    Executive summary - FTE freed, cost per transaction before/after, break-even date, cost of waiting

  3. 3

    Current state - Transaction volume, error costs, growth scenario with FTE comparison

  4. 4

    Solution architecture - Human - rules engine - AI agent with specific decision points

  5. 5

    Governance - EU AI Act, works council, audit trail - with traffic light status

  6. 6

    Risk analysis - 5 risks with likelihood, impact and mitigation

  7. 7

    Roadmap - 3-phase plan with concrete calendar dates and Go/No-Go

  8. 8

    Business case - 3-scenario comparison (do nothing/hire/automate) plus 3×3 sensitivity matrix

  9. 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

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Strategic HR Analytics Agent - CSRD ESRS S1, ISO 30414, Dodd-Frank | Gosign

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Succession Planning Agent - SEC Item 401, UK SMR, ISO 30414 | Gosign

Succession-conforme key position planning + readiness assessment + High-Potential identification + risk mapping + leadership pipeline strength + ISO 30414 succession planning category + ESG/CSRD ESRS S1-13 + ISSB IFRS S1 governance + UK Senior Managers Regime SMR + US SEC Item 401 + UK CQC registered manager + EU GDPR Article 22 aggregate analytics + works council co-determination + Mobley v. Workday safeguards in one Decision Layer - deterministic readiness scoring plus ML-supported development indicators for CHRO, CEO, Board of Directors, Nomination Committee, Audit Committee, FCA, CQC.

K W
Readiness: 74-81%
Economic: 72-79%
Governance: 78-85%
Micro-Decisions: 13
Yearly

Frequently Asked Questions

Does the agent make autonomous Board decisions?

No. The agent generates deterministic KPIs + ESG/CSRD ESRS S1 disclosures + UK Section 78 Gender Pay Gap + SEC Pay Ratio + EEO-1 + ISO 30414 from finished HR data + aggregation rules + datapoint definitions. ML-based correlation indicators + turnover prediction + flight-risk + HR ROI calculation provide indicators only - never automated Board decisions. Four-eye principle CHRO + CFO + Audit Committee mandatory for SOX-404-compliant audit-trail. Board commentary + interpretation stays with humans. The agent ensures the process runs consistently + ESG/CSRD ESRS S1-conforme + ISSB IFRS S1+S2-conforme + UK Section 78-conforme + SEC Pay Ratio-conforme + ISO 30414-conforme + AICPA SOC 2 Type II auditable + EU GDPR Article 88-conforme.

Why is this agent NOT an EU AI Act high-risk system?

Strategic HR analytics is aggregate-analytics (data extraction + aggregation rules + ESG/CSRD datapoint definitions + ML-based correlation indicators) without AI-based HR decisions for evaluating individual candidates or employees. EU AI Act Annex III(4)(a) and III(4)(b) target recruitment bias and individual compensation decisions - here nothing about individuals is decided, only deterministically aggregated and indicators provided. With integrated ML correlation indicators + turnover prediction + HR ROI, 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 Section 78 EHRC + SEC Pay Ratio Item 402(u) + EEO-1 + ISO 30414 + SOX 404, not from EU AI Act. Note: if predictive features expand to individual flight-risk scoring with HR consequences, classification may shift to high-risk under Annex III(4).

How is ESG/CSRD ESRS S1 limited assurance ensured?

ESG/CSRD ESRS S1 Own Workforce limited assurance from 250 employees per CSRD 2022/2464 requires auditor verification by Big-4 firms (Deloitte + EY + KPMG + PwC) per IAASB ISAE 3000 + ISAE 3402. ESRS S1-1 Characteristics + S1-9 Diversity metrics gender age nationality disability + S1-13 Compensation mean median ratio highest-to-median + S1-14 Health and safety + ESRS S1-3 Workers in value chain are calculated deterministically with full audit-trail + data lineage. EFRAG ESRS Datapoints Excel maps each KPI to source data. ISSB IFRS S1 General + IFRS S2 Climate-related complement reporting for IOSCO endorsement + cross-border. The agent provides audit-trail with User + timestamp + before/after values + report run ID + data lineage that satisfies limited-assurance sampling. Cross-Reference EFRAG European Financial Reporting Advisory Group + EU Audit Directive 2014/56/EU + Statutory Audit Regulation 537/2014.

How is EU GDPR Article 88 plus works council aggregate-analytics handled?

EU GDPR Article 88 Member State law on processing in the context of employment + Article 9 special categories of personal data + Article 22 automated individual decision-making govern HR analytics. The agent uses pseudonymisation per EU GDPR 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 correlation 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 BfDI Germany CNIL France ICO UK AEPD Spain Garante Italy. Works council blockade on aggregate-analytics implementation prevents go-live - mandatory consultation + agreement before deployment in EU operations.

How does Predictive Analytics plus ML-based HR ROI calculation work without crossing into high-risk?

ML-based predictive analytics + turnover prediction + flight-risk indicators + HR ROI calculation + cost-per-hire + revenue-per-employee + training ROI + leadership pipeline strength operate on aggregate cohort level - not individual scoring with HR consequences. The agent provides indicators with confidence scores for Board Dashboards. Decision Layer Type A classification with mandatory human validation CHRO + CFO + Board + challengeable auditor pathway prevents drift into automated individual decisions. NO automated HR decisions - hiring + firing + promotion + compensation stay with humans. Cross-Reference EU AI Act Annex III(4) employment management + Article 26 deployer obligations + EDPB Guidelines 1/2024 + EU GDPR Article 22 right not to be subject to automated decision-making + Mobley v. Workday US class action 2023 as precedent AI bias HR-software risk.

What cross-references to other HR agents exist?

Performance-Review-Agent feeds individual performance ratings into aggregate Strategic HR Analytics for high-performer turnover analysis. Workforce-Planning-Agent uses Strategic HR Analytics turnover predictions + flight-risk indicators for headcount planning + scenario modelling. Succession-Planning-Agent uses leadership pipeline strength + ISO 30414 succession planning category for board-level talent reviews. Payroll-Reporting-Agent Cluster #41 generates statutory filings (IRS Form 941 + UK HMRC RTI + Form W-2 + UK P60 + ACA Form 1094-C + ERISA Form 5500) - shares the reporting infrastructure. Compensation-Benchmarking-Agent Cluster #26 provides compensation bands + Compa-Ratios for UK Section 78 + SEC Pay Ratio + ESRS S1-13. ESG-Reporting-Agent extends ESRS S1-1 + S1-9 + S1-13 + S1-14 + ISSB IFRS S1+S2 to full sustainability reporting. CFO-Reporting-Agent integrates HR analytics into CFO dashboards. Audit-Compliance-Agent Cluster #22 verifies SOX 404 ICFR + AICPA SOC 2 Type II + EU AI Act Article 26 (when AI features expand).

What Happens Next?

1

30 minutes

Initial call

We analyse your process and identify the optimal starting point.

2

1 week

Discover

Mapping your decision logic. Rule sets documented, Decision Layer designed.

3

3-4 weeks

Build

Production agent in your infrastructure. Governance, audit trail, cert-ready from day 1.

4

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.