DBTB INT Alya Abbot r
summary
Upwork has near-complete visibility of the hiring flow from job view to contract close and uses that complete hiring funnel to pick measurable objectives and features. Emphasis is on deciding what to model (not just how), instrumenting product decisions so data exists, and building intuition about data volume, features, and errors. Most day-to-day work is cleaning and writing SQL scripts. A recurring tension is local vs long-term trade-off: optimize current models now or invest time learning new methods for future gain.
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