May 8, 2023, 12:44 a.m. | Michael V. Arnold, Peter Sheridan Dodds, Chris M. Danforth

cs.CL updates on arXiv.org arxiv.org

Well curated, large-scale corpora of social media posts containing broad
public opinion offer an alternative data source to complement traditional
surveys. While surveys are effective at collecting representative samples and
are capable of achieving high accuracy, they can be both expensive to run and
lag public opinion by days or weeks. Both of these drawbacks could be overcome
with a real-time, high volume data stream and fast analysis pipeline. A central
challenge in orchestrating such a data pipeline is devising …

accuracy alternative data arxiv case case study classifiers clean energy data energy media opinion public scale sentiment social social media study surveys

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