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Adhya Chadha

FreeWriting

The Network Readiness Index: Soumitra Dutta’s Lens on Digital Progress

Digital transformation becomes more sustainable when governments, businesses and educational institutions work together. The Network Readiness Index provides a common framework for examining this ecosystem, while Soumitra Dutta ’s broader academic and entrepreneurial interests emphasize the importance of connecting knowledge, innovation, technology and institutional development.

The Network Readiness Index: Soumitra Dutta’s Lens on Digital Progress
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Divyanshi Singh Tanwar

FreeWriting

How Data Lifecycle Management Supports Compliance and AI Readiness

Data Lifecycle Management (DLM) governs data from creation to destruction, ensuring it is clean, secure, and traceable. It prevents regulatory risks, lowers storage costs, and provides the reliable foundation required to scale trustworthy AI models.

How Data Lifecycle Management Supports Compliance and AI Readiness
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Sakshee

FreeWriting

How Data Lifecycle Management Supports Compliance and AI Readiness

underlying data is in order. It usually is not. Data is generated quickly, managed slowly, and nearly never retired on schedule across businesses. Teams in charge of compliance rush to rebuild audit trails. AI teams discover their models were trained on data nobody authorized or data that was already three years out of date. These are not edge cases. They are the norm.

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