
Decide on Data Quality Before Building the Dashboard
A polished chart cannot resolve an ambiguous metric; start with data meaning and responsibility for corrections.
Read articleArticles by Ali Seyednejad
Practical perspectives on the decisions that shape software: discovery, architecture, data, integration and responsibility after handover.


A polished chart cannot resolve an ambiguous metric; start with data meaning and responsibility for corrections.
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A look at Tiva Safe’s historical infrastructure-security work in Kerman and its information-security management software project, and how that experience informs software design today.
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A useful application starts with a defined task, suitable data and clear responsibility, not a conversational interface added everywhere.
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Long-term value depends on reviewable decisions, clear ownership and changes that can be evaluated.
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