Key challenges in the communication of data and statistics are examined, emphasizing how methodological errors, misinterpretation, and the neglect of uncer- tainty, underlying assumptions, and inferential risks can distort evidence and mislead public understanding. Common pitfalls discussed include the mishandling of missing data, the overreliance on p-values and statistical significance, various forms of bias, and the blind use of Big Data and AI-driven analyses, whose scale may conceal rather than resolve data-quality and inferential issues. Responsible statistical communication and stronger statistical literacy emerge as essential to prevent misinformation and support informed decision-making in contemporary data-rich societies.

Mecatti, F., Romio, S. (2026). Communication Challenges, Errors, and Consequences. In Wiley StatsRef: Statistics Reference Online (pp. 1-6). Wiley [10.1002/9781118445112.stat08667].

Communication Challenges, Errors, and Consequences

Mecatti, Fulvia;Romio, Silvana
2026

Abstract

Key challenges in the communication of data and statistics are examined, emphasizing how methodological errors, misinterpretation, and the neglect of uncer- tainty, underlying assumptions, and inferential risks can distort evidence and mislead public understanding. Common pitfalls discussed include the mishandling of missing data, the overreliance on p-values and statistical significance, various forms of bias, and the blind use of Big Data and AI-driven analyses, whose scale may conceal rather than resolve data-quality and inferential issues. Responsible statistical communication and stronger statistical literacy emerge as essential to prevent misinformation and support informed decision-making in contemporary data-rich societies.
Capitolo o saggio
bias, Big Data, misinformation, missing data, non-probabilistic data sources, p-value
English
Wiley StatsRef: Statistics Reference Online
2026
9781118445112
Wiley
1
6
Mecatti, F., Romio, S. (2026). Communication Challenges, Errors, and Consequences. In Wiley StatsRef: Statistics Reference Online (pp. 1-6). Wiley [10.1002/9781118445112.stat08667].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/622981
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