When aiming to collect audio data for Automatic Speech Recognition (ASR), you should start by defining your project's specific needs, including the desired language, accent, and type of speech. After setting these parameters, ensure you obtain all necessary permissions to respect user privacy. Then, use appropriate recording devices or software to capture clear audio samples. Each recording should be meticulously annotated with its transcription or other pertinent metadata and stored systematically for effortless access.