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Author

Sumit Kapoor

Founder of LyfSkills. Commercial interest in the linked activity-planning resource; essay prepared with AI assistance.

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Research Contributor Research · 1 approved
1 Articles
1,544 Total Reads
2026 Member Since
Published Works

A reproducible shortlist from an activity directory: five fields that need verification

A practical method for turning observed activity-provider listings into a dated, auditable shortlist without treating listing counts as availability or quality.

1,544 reads

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