AIピープルアナリティクス(People Analytics・HR Analytics)とは？
読み方: えーあいぴーぷるあなりてぃくす
30秒まとめ
AIが人事データから退職予測/Workforce Planning/Skills Gap/Pay Equityを分析する技術。Visier/Workday Skills Cloud/EightfoldでTurnover-25%・Internal Mobility+50%・Skills Gap Closure+40%、市場2030年$10B。
AIピープルアナリティクス(People Analytics・HR Analytics)の意味・定義
AIピープルアナリティクス(People Analytics・HR Analytics・Workforce Planning・Skills Intelligence)とは、(1)Predictive Attrition・Flight Risk(6-12ヶ月退職予測)(2)Workforce Planning Scenario(Hiring Plan vs Actual)(3)Pay Equity Analysis(Gender/Race Pay Gap)(4)Skills Intelligence Skill Gap(Skill Ontology 100K+)(5)Internal Talent Marketplace(Internal Mobility+50%)(6)Employee Engagement Pulse(Monthly Survey)(7)Performance Management OKR(Continuous Performance)(8)DEI Analytics Diversity Hiring(9)Manager Effectiveness Manager Hub(10)Org Design Org Health(Org Network Analysis)を統合実現するCHRO/People Leader必須技術領域です。市場2024年$4B→2030年$10B(年率15%成長)。Gartner People Analytics Magic Quadrant Leader：Visier/Workday/SAP SuccessFactors/Crunchr/OneModel。\n\n代表的なPeople Analyticsプラットフォーム：(1) Visier(米$1B、1,000+企業、People Analytics業界標準、200+Pre-Built Question、Predictive Attrition、Adobe/eBay/Charles Schwab/Uber/BASF採用、年$50K-1M)、(2) Workday People Analytics+Skills Cloud(米NASDAQ:WDAY $70B、Fortune 500半数、Skills Cloud 100K+Skills、Workday HCM内蔵、Per-Employee年$30-100)、(3) Eightfold AI Talent Intelligence(米$2.1B、300+企業、Skills-Based Matching、Career Hub、Bayer/Capital One/Mastercard/SAP採用、年$100K-2M)、(4) ChartHop(米$110M、500+企業、HR Data Platform、Modern Org Chart、Headcount Plan、年$10K-100K)、(5) Lattice(米$3B、5,000+企業、Performance/Engagement/OKR、Slack/Robinhood/Reddit採用、Per-Employee月$11-15)、(6) Crunchr(蘭$30M、150+企業、People Analytics、Heineken/AkzoNobel採用、年$30K-200K)、(7) OneModel(米$10M、100+企業、Customization、Snowflake/Databricks統合、年$50K-300K)、(8) IBM Watson Talent(米IBM $130B、HR AI・Adverse Impact、Per-Employee年$50-200)、(9) Culture Amp(豪$1.5B、6,500+企業、Employee Engagement業界最大、McDonald's/Slack/Salesforce採用、年$20K-200K)、(10) Glint(LinkedIn買収)・Peakon(Workday買収)・Qualtrics EX($15B)・Microsoft Viva($3T M365内蔵)。\n\n主要ユースケース：(I) Predictive Attrition・Flight Risk(Visier/Workday/Eightfold、6-12ヶ月予測、Hi-Po Retention+40%、Voluntary Turnover-25%)、(II) Workforce Planning(Visier/ChartHop/Workday/Anaplan Workforce、Scenario Plan、Planning Accuracy+50%)、(III) Pay Equity(Visier/PayScale/Syndio/Trusaic、Pay Gap、違反-90%、EU Pay Transparency Directive 2026準拠)、(IV) Skills Intelligence(Workday Skills Cloud/Eightfold/Gloat/Pluralsight、Skill Ontology 100K+、Skills Gap Closure+40%、Internal Mobility+50%)、(V) Internal Talent Marketplace(Eightfold Career Hub/Gloat/Fuel50/Phenom、Internal Mobility+50%、Retention+30%)、(VI) Employee Engagement(Culture Amp/Glint/Peakon/Qualtrics EX、Monthly Pulse、Engagement Score+15pt)、(VII) Performance Management(Lattice/15Five/Betterworks/Workday Talent、OKR、High Performer+30%)、(VIII) DEI Analytics(Visier DEI/Syndio/Trusaic/Eightfold、Hiring/Promotion/Pay Equity、DEI+25%、SEC Human Capital Disclosure準拠)、(IX) Manager Effectiveness(Lattice/Glint/Microsoft Viva、Manager Action Plan、Manager NPS+20pt)、(X) Org Design(ChartHop/Visier/Microsoft Viva Insights、Org Chart Real-time、Span of Control、ONA Collaboration Pattern)。\n\n効果検証：Visier 1,000+企業/Workday Fortune 500半数/Eightfold 300+企業/Lattice 5,000+企業/Culture Amp 6,500+企業、Voluntary Turnover-25%・Hi-Po Retention+40%・Engagement+15pt・Internal Mobility+50%・Skills Gap Closure+40%・Pay Equity違反-90%・DEI+25%・Workforce Planning Accuracy+50%、市場2024年$4B→2030年$10B、ROI 5-30倍。日本ではHRBrain 3,500+社、カオナビ3,500+社、タレントパレット2,500+社、Wevox 3,000+社、Geppo 2,000+社、SmartHR 60,000+社、人的資本開示2023義務化追い風。\n\n注意点：(★)HR Data Quality(HCM(Workday/SAP SuccessFactors/Oracle/SmartHR)Single Source of Truth・Master Data 95%精度・ATS/LMS/Comp/Survey統合・Snowflake/Databricks HR Data Lakehouse推奨)、(★)Manager Adoption(Manager Dashboard必須・Predictive Attrition Alert→1on1自動・Manager Action Plan週次Review・Manager Training)、(★)Privacy/Compliance(GDPR Article 88 Worker・EU AI Act 2026 High-Risk HR・NYC Local Law 144 Bias Audit・Illinois AI Video・カリフォルニア人的資本開示・SOC2 Type II・Pseudonymization・Aggregate Reporting)、(★)Engagement Action Loop(Pulse頻度Monthly必須・Manager 30日Action Plan・Q1/Q2/Q3/Q4 Theme分析・Executive Sponsorship・Engagement→Retention/Performance相関分析)、(★)Skills Strategy(Skills Ontology設計・Workday Skills Cloud/Eightfold Skill Library採用・Critical Skills特定・Reskilling Plan必須・Skills-Based Hiring/Internal Mobility標準化)。\n\n2026年最新トレンド：(★)Agentic People Analytics(Visier/Workday/Eightfold自律Hi-Po発見/Skills Gap/Career Path/Comp Recommendation・市場2030年$5B)、(★)Skills-Based Talent Marketplace(Eightfold/Gloat/Workday Skills Cloud・Internal Mobility+50%・Resume無視Skills優先標準化)、(★)Pay Transparency義務化(EU Pay Transparency Directive 2026 6月施行・カリフォルニアSB1162・NYC・Pay Equity違反-90%・Syndio/Trusaic標準化)、(★)Generative AI Manager Coaching(GPT-4/Claude Sonnet 4.6・1on1 Note・Performance Review Draft・Manager時間-60%)、(★)Real-time Listening(Culture Amp/Glint/Peakon・年次→Monthly/Weekly Pulse・Sentiment Analysis)、(★)人的資本開示拡大(EU CSRD/SEC Human Capital Disclosure/日本ISSB・Engagement/Pay Equity/DEI/Skills Gap KPI開示必須)、(★)Microsoft Viva統合(M365 E5・Viva Insights+Glint+Topics+Learning・Per-User標準化)。