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A data scientist is creating a responsive model that will update a product's daily pricing based on the previous day's sales volume. Which of the following resource constraints is the data scientist's greatest concern?
Correct Answer: B
# Since the model must update daily based on new data, retraining must be fast enough to meet daily deadlines. Therefore, training time is the critical constraint - it determines whether pricing updates can be executed promptly. Why the other options are incorrect: * A: Deployment time is a one-time or infrequent process. * C: Development time is less critical once the model is built. * D: Data is already collected daily - assumed to be available. Official References: * CompTIA DataX (DY0-001) Official Study Guide - Section 5.4:"Time-sensitive applications such as daily pricing require fast model retraining, making training time a critical factor." * Real-Time ML Deployment Handbook, Chapter 6:"Retraining time is the bottleneck in time- constrained systems that adapt to fresh inputs regularly." -
