How I forecast a $9.68M media budget — in one day
In 2023, a Saudi government platform asked for a full-year multi-channel budget forecast with less than 24 hours notice. The final number landed within $100,000 of the government's own allocation. The methodology: market-rate benchmarking by channel, historical CPA modelling, and weighted funnel distribution — done fast because the framework was already built.
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