We at Think Big think that Data Science should be a business-led effort. Our Data Science teams have helped customers with problems as diverse as predicting failure of engines on ships, building churn models to predict when users are likely to leave transportation services and helping customers build real-time personalization for consumer engagement in a large-scale video streaming environment. Operationalized analytics, for us, is when we are able to leverage all analytics capabilities in production, at scale, to benefit the whole enterprise.