Independent research on 125 HR & workforce products. Facts checked against vendors’ official documentation.

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LeadChange Group

People Analytics

People Analytics Software for Enterprises

Enterprises need governed data across regions and business units.

products that fit
2
By LeadChange Research TeamUpdated Facts checked

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Research in progress

Culture Amp and Perceptyx have verified evidence that they serve this segment so far. We rank people analytics software for enterprises once at least 3 products have it; until then, this page sets out what matters and what we evaluate.

What we evaluate

  • Data source connectors

    Connects to HRIS, payroll, applicant tracking and survey systems to pull data on a schedule.

  • Metric library and definitions

    Provides documented HR metrics such as turnover and time to fill with visible calculation rules.

  • Historical data model

    Keeps point-in-time history so headcount and trends can be reported for past dates.

  • Self-service reporting

    Lets HR users build reports and cuts of data without writing code.

  • Dashboards and visualization

    Presents metrics in shareable dashboards for HR and business leaders.

  • Predictive modeling

    Provides models, such as attrition risk, with disclosed inputs and accuracy.

  • Fairness and adverse impact analysis

    Tests outcomes such as hiring, pay and promotion for differences across groups.

  • Access and privacy controls

    Limits sensitive data by role and suppresses small groups to protect individuals.

  • Data export and warehouse access

    Sends data to a customer data warehouse or exports it in bulk.

  • Survey data integration

    Combines survey results with HR data for analysis.

What matters for enterprises

  1. Warehouse and API access

    Analytics feeds wider data programs.

  2. Row-level security

    Access must follow organization structure.

  3. Regional privacy controls

    Rules differ by country.

  4. Scenario modeling

    Workforce planning needs what-if analysis.

How to choose people analytics software

6 criteria · Requirements by company size · 5 red flags

List the ten questions leaders ask most often, then check that each can be answered from your data. The best platform is the one that answers them reliably.

Data connections, definitions and access control matter more than chart variety.

  1. Data source connections

    Analytics is only as good as the systems it reads.

  2. Metric definitions and governance

    Disagreement over how turnover or headcount is calculated destroys trust.

  3. Data model and history

    Trend analysis needs point-in-time history, not only current state.

  4. Access control and privacy

    Workforce data is sensitive, and small groups can identify individuals.

  5. Self-service reporting

    HR should not be the bottleneck for every question.

  6. Predictive and modeling features

    Attrition or workforce scenarios may help, but must be explainable.

Requirements by company size

  • Enterprises

    • Warehouse and API access
    • Row-level security and privacy thresholds
    • Predictive and scenario tools with explainability

    Watch out for

    • Cross-region privacy and works council requirements
    • Long implementation if data is not harmonized

Red flags

  • Metric definitions are fixed and cannot be reviewed.
  • The vendor cannot show how history of job and manager changes is stored.
  • Predictions are shown without the data or drivers behind them.
  • Small groups are displayed without a privacy threshold.
  • The vendor cannot say who owns the data and how it is deleted at contract end.

More tools for enterprises

Find your fit

By company size

Frequently asked questions

Which people analytics platforms for enterprises integrate with Microsoft Teams?

Microsoft Teams, listed by 2 of the 2 people analytics platforms for enterprises: Culture Amp and Perceptyx.

How we research

A ranking of people analytics for enterprises reweights the LeadChange Score: capability coverage 30%, pricing transparency & value 10%, integrations & API 20%, security & compliance 25%, fit & support 5%, and data confidence 10%. Only products with a verified fact showing they serve this segment are listed.

Read the full methodology

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