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Data Strategy and Career

The money and career side: costing AI-in-the-loop workflows, winning budget, and understanding how these tools reshape the analyst ladder.

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Work out what an AI model actually costs per month from your token usage, and compare the major models side by side.

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Compare a flat monthly chat subscription against the equivalent API usage and find the break-even point where one overtakes the other.

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Estimating the Real Cost of an LLM-in-the-Loop Analytics Workflow at Scale

Token prices are the smallest line item. Here is a cost model that accounts for retries, context bloat, human review, and the warehouse bill underneath it.

Yara Haddad, a data strategy consultant · 9 min read

Making the Case for an AI Analytics Budget to a Skeptical Finance Team

Finance is not against AI. They are against unmeasured spend. Here is how to frame an analytics AI budget in terms they will approve.

Yara Haddad, a data strategy consultant · 8 min read

How AI Is Reshaping the Data Analyst Career Ladder, and Which Skills Hold Value

The rungs are not disappearing, but the work on each one is changing. Here is what compounds in value and what is quietly commoditizing.

Yara Haddad, a data strategy consultant · 9 min read