One can become self-sufficient about minor technical tasks like data collection by gaining a basic understanding of the technology involved, practicing the task, and using tools and software designed for the task. It's also beneficial to have a good understanding of the data you're collecting and why it's important. This can be achieved through self-study, online courses, or hands-on experience.
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