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Appendix B: Post and comment classification prompts

2025-11-13 02:58:43

For this report, Reddit posts and comments were classified using the following prompts to GPT-4.1 mini. The prompts were designed to mirror the codebooks that our research team used to create the validation datasets of human-annotated posts and comments. In the prompt templates below, italics indicate input text that varies based on the post or […]

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Appendix A: Distinctive terms by topic in r/Parenting posts

2025-11-13 02:58:42

All 29,925 Reddit posts in our dataset were classified by mentions of three topics: family finances, technology use, and division of labor. We used a pointwise mutual information (PMI) metric to identify terms that are associated with posts mentioning each topic. Distinctive terms for each topic are listed in the table below.

The post Appendix A: Distinctive terms by topic in r/Parenting posts appeared first on Pew Research Center.

Methodology

2025-11-13 02:58:41

This report is based on two different data sources: a representative survey of U.S. parents and Reddit data from the r/Parenting subreddit. The American Trends Panel survey methodology Overview Data in this report comes from Wave 171 of the American Trends Panel (ATP), Pew Research Center’s nationally representative panel of randomly selected U.S. adults. The […]

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Acknowledgments

2025-11-13 02:58:40

This report is a collaborative effort based on the input and analysis of the following individuals: Primary researchers Anna Lieb, Computational Social Science AssistantAthena Chapekis, Computational Social Science AnalystSono Shah, Associate Director, Data LabsAaron Smith, Director, Data LabsSofia Conway, Qualitative Analysis InternSawyer Reed, Research Assistant Research team Devin Teehan, Former Qualitative Analysis Intern Editorial and […]

The post Acknowledgments appeared first on Pew Research Center.

How Parents Use Online Communities

2025-11-13 02:58:38

On Reddit's largest parenting forum, around one-in-five posts mention kids' tech use. Posts often express negative emotions, but comments are overwhelmingly supportive.

The post How Parents Use Online Communities appeared first on Pew Research Center.

Methodology

2025-11-06 22:59:32

The American Trends Panel survey methodology Overview Data in this report comes from Wave 178 of the American Trends Panel (ATP), Pew Research Center’s nationally representative panel of randomly selected U.S. adults. The survey was conducted Sept. 2-8, 2025. A total of 8,750 panelists responded out of 9,928 who were sampled, for a survey-level response […]

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