Here's the thing: if you are running Big Data workloads on your laptop every day, you probably shouldn't get the MacBook Neo. Yes, DuckDB runs on it, and can handle a lot of data by leveraging out-of-core processing. But the MacBook Neo's disk I/O is lackluster compared to the Air and Pro models (about 1.5 GB/s compared to 3–6 GB/s), and the 8 GB memory will be limiting in the long run. If you need to process Big Data on the move and can pay up a bit, the other MacBook models will serve your needs better and there are also good options for Linux and Windows.
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Run multiple trials. Control for confounders.