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  4. Addressing Demographic Pay Gaps with Data-driven Solutions | guest feature for insideBIGDATA
Addressing Demographic Pay Gaps with Data-driven Solutions | guest feature for insideBIGDATA
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Addressing Demographic Pay Gaps with Data-driven Solutions | guest feature for insideBIGDATA

Dr. Margret Bjarnadottir (@mvilborg2) from @payanalytics recently wrote a guest feature for @insideBigData about addressing demographic #PayGaps with Data-driven Solutions.

Demographic pay gaps, including the gender pay gap, are the result of more complex factors than just a desire to minimize payroll expenses. They stem from unconscious biases and processes that are better suited to one group compared to another. And, as multiple executives have found out, good intentions and “mindfulness” are not enough to eliminate the gaps.

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Italy: Pay equity and transparency requirements and EU Directive transposition activity

View of an Italian flag over the city of Rome.

In 2021, Italy introduced robust pay equity reporting requirements for many employers. While it’s likely that the nation will build on this system to transpose the EU Pay Transparency Directive, specific legislation has yet to emerge. This article covers the existing reporting requirements and transposition activity to date.

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EU Pay Transparency Directive transposition activity in the Netherlands

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In 2025, the Netherlands introduced draft legislation that would fully transpose the EU Pay Transparency Directive by amending existing laws. This article examines what those changes would involve and the timeline for implementation.

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Lithuania – Current Laws and EU Pay Transparency Directive Transposition

Lithuanian flag with a mountain background.

To partially transpose the EU Pay Transparency Directive, Lithuania is building on the foundation of its existing Labour Code. We take a look at both the established laws and the draft legislation, which is set to take effect in 2026.

More about Lithuania's transposition activity