Ayub's responses were often incomplete or off-topic, such as when he failed to address questions about data analysis and problem-solving. His communication lacked clarity, and he frequently did not provide detailed or relevant examples. For instance, his response to handling inconsistent data was entirely unrelated to the question. Ayub needs to improve his ability to articulate his thoughts and provide comprehensive answers to technical questions.