# O2.3 Design mechanisms to generate relevant data

{% tabs %}
{% tab title="Principle" %}
[O2 Evolve with evidence](/safeguards/universal-dpi-safeguards-framework/principles/operational-principles/o2-evolve-with-evidence.md)
{% endtab %}

{% tab title="Risk" %}
[SV4 Technical shortcomings](/safeguards/universal-dpi-safeguards-framework/risks/risks-to-structural-vulnerabilities.md)

[ SV3 Weak Institutions ](/safeguards/universal-dpi-safeguards-framework/risks/risks-to-structural-vulnerabilities.md)
{% endtab %}

{% tab title="Lifecycle stage " %}
[L2 Strategy and Design](/safeguards/universal-dpi-safeguards-framework/responsible-authorities/r3-donor/l2-strategy-and-design-old.md)
{% endtab %}
{% endtabs %}

## Practices

* Ensure that analytics and data analysis requirements are integrated during the design phase. This includes defining key metrics, setting up data collection protocols, and ensuring the infrastructure can support ongoing data generation and analysis.
* Define and prioritize key metrics that align with policy goals and user needs (e.g. Singapore’s Smart Nation Initiative).
* Set up robust data collection protocols and infrastructure capable of supporting continuous data generation and analysis.

## Resources

<table data-view="cards"><thead><tr><th></th><th></th><th></th></tr></thead><tbody><tr><td></td><td><mark style="color:yellow;"><strong>Case Study</strong></mark></td><td>( to come soon..)</td></tr><tr><td></td><td><mark style="color:yellow;"><strong>References</strong></mark></td><td></td></tr></tbody></table>


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