Angelina Wang

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Researcher with public evidence across Responsible AI, AI research.

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Asst Prof at Cornell Info Sci and Cornell Tech. Responsible AI https://angelina-wang.github.io/

Articles & links

↻ Angelina Wang reposted
@isabelcorpus.bsky.social

In 2023, Change.org integrated an AI-assisted writing tool into their platform. We found that access to the tool changed platform trends in petition text, but that outcomes (signatures and comments) did not improve... Excited that this paper is out, check it out! 🔗: www.nature…

Introducing AI to an online petition platform changed outputs but not outcomes - Nature Human Behaviour nature.com
AI Weekly's analysis →
  • A Cornell-led analysis of 1.5 million Change.org petitions found that an in-platform 'write with AI' tool reshaped petition text but did not improve outcomes.
  • After the tool rolled out, the share of petitions reaching one comment within 30 days of posting dropped 5%, with repeat writers seeing worse outcomes.
  • Titles clustered around a narrower vocabulary, with more petitions calling on readers to 'implement,' 'mandate' or 'urge' an action.
Read full analysis →
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↻ Angelina Wang reposted
@isabelcorpus.bsky.social

In 2023, Change.org integrated an AI-assisted writing tool into their platform. We found that access to the tool changed platform trends in petition text, but that outcomes (signatures and comments) did not improve... Excited that this paper is out, check it out! 🔗: www.nature…

Introducing AI to an online petition platform changed outputs but not outcomes - Nature Human Behaviour nature.com
AI Weekly's analysis →
  • Cornell and Michigan researchers analyzed 1.5 million Change.org petitions to study the platform's in-product 'write with AI' tool.
  • Difference-in-differences analysis found AI access substantially altered petition language and increased homogeneity across the corpus.
  • Despite the stylistic shift, in-platform AI access did not improve petition outcomes, including among repeat writers before and after rollout.
Read full analysis →
View on Bluesky →
↻ Angelina Wang reposted
@isabelcorpus.bsky.social

In 2023, Change.org integrated an AI-assisted writing tool into their platform. We found that access to the tool changed platform trends in petition text, but that outcomes (signatures and comments) did not improve... Excited that this paper is out, check it out! 🔗: www.nature…

Introducing AI to an online petition platform changed outputs but not outcomes - Nature Human Behaviour nature.com
AI Weekly's analysis →
  • Cornell researchers analyzed 1.5 million Change.org petitions and found that an in-platform AI writing tool made them longer and more homogeneous without improving outcomes.
  • After the tool's late-2023 rollout across the US, UK, Canada and Australia, the share reaching one comment within 30 days fell about 5%.
  • Among 4,611 repeat writers, the same authors produced longer petitions with worse outcomes once they gained AI access.
Read full analysis →
View on Bluesky →
↻ Angelina Wang reposted
@isabelcorpus.bsky.social

In 2023, Change.org integrated an AI-assisted writing tool into their platform. We found that access to the tool changed platform trends in petition text, but that outcomes (signatures and comments) did not improve... Excited that this paper is out, check it out! 🔗: www.nature…

Introducing AI to an online petition platform changed outputs but not outcomes - Nature Human Behaviour nature.com
AI Weekly's analysis →
  • Change.org's in-platform AI drafting tool raised petition word counts by about 45% but did not improve outcomes.
  • The share of petitions clearing a signature threshold fell by about 4.65 percentage points after AI access.
  • Among 4,553 repeat writers, second petitions drafted with AI showed 34% lower odds of engagement.
Read full analysis →
View on Bluesky →
↻ Angelina Wang reposted
@isabelcorpus.bsky.social

In 2023, Change.org integrated an AI-assisted writing tool into their platform. We found that access to the tool changed platform trends in petition text, but that outcomes (signatures and comments) did not improve... Excited that this paper is out, check it out! 🔗: www.nature…

Introducing AI to an online petition platform changed outputs but not outcomes - Nature Human Behaviour nature.com
AI Weekly's analysis →
  • A Cornell and Michigan team analyzed 1.5 million Change.org petitions and found that in-platform AI access increased homogeneity but did not improve petition outcomes.
  • Among 4,611 repeat writers, those whose second petition was written with AI tended to produce longer appeals with worse outcomes than before.
  • The 'write with AI' tool substantially altered the lexical features of petitions at a platform level, according to the Nature Human Behaviour paper published 30 September 2026.
Read full analysis →
View on Bluesky →
↻ Angelina Wang reposted
@isabelcorpus.bsky.social

In 2023, Change.org integrated an AI-assisted writing tool into their platform. We found that access to the tool changed platform trends in petition text, but that outcomes (signatures and comments) did not improve... Excited that this paper is out, check it out! 🔗: www.nature…

Introducing AI to an online petition platform changed outputs but not outcomes - Nature Human Behaviour nature.com
AI Weekly's analysis →
Read full analysis →
View on Bluesky →
↻ Angelina Wang reposted
@isabelcorpus.bsky.social

In 2023, Change.org integrated an AI-assisted writing tool into their platform. We found that access to the tool changed platform trends in petition text, but that outcomes (signatures and comments) did not improve... Excited that this paper is out, check it out! 🔗: www.nature…

Introducing AI to an online petition platform changed outputs but not outcomes - Nature Human Behaviour nature.com
AI Weekly's analysis →
Read full analysis →
View on Bluesky →
↻ Angelina Wang reposted
@isabelcorpus.bsky.social

In 2023, Change.org integrated an AI-assisted writing tool into their platform. We found that access to the tool changed platform trends in petition text, but that outcomes (signatures and comments) did not improve... Excited that this paper is out, check it out! 🔗: www.nature…

Introducing AI to an online petition platform changed outputs but not outcomes - Nature Human Behaviour nature.com
AI Weekly's analysis →
Read full analysis →
View on Bluesky →
↻ Angelina Wang reposted
@isabelcorpus.bsky.social

In 2023, Change.org integrated an AI-assisted writing tool into their platform. We found that access to the tool changed platform trends in petition text, but that outcomes (signatures and comments) did not improve... Excited that this paper is out, check it out! 🔗: www.nature…

Introducing AI to an online petition platform changed outputs but not outcomes - Nature Human Behaviour nature.com
AI Weekly's analysis →
  • A Cornell-led team analyzed 1.5 million Change.org petitions and found the platform's AI writing tool increased homogeneity but did not improve outcomes.
  • Among 4,611 repeat petition writers, posts drafted with AI access were longer but underperformed on signatures and comments.
  • The authors used a difference-in-differences design built on the tool's October 2023 rollout in the US, UK and Canada before Australia.
Read full analysis →
View on Bluesky →
↻ Angelina Wang reposted
@isabelcorpus.bsky.social

In 2023, Change.org integrated an AI-assisted writing tool into their platform. We found that access to the tool changed platform trends in petition text, but that outcomes (signatures and comments) did not improve... Excited that this paper is out, check it out! 🔗: www.nature…

Introducing AI to an online petition platform changed outputs but not outcomes - Nature Human Behaviour nature.com
AI Weekly's analysis →
  • A study of 1.5 million Change.org petitions found an in-platform AI writing tool altered petition language and increased homogeneity but did not improve outcomes.
  • Returning petition writers showed worse outcomes when their second petition was written with access to the AI tool.
  • Repeat writers produced longer petitions when using the AI tool, with no corresponding gain in success.
Read full analysis →
View on Bluesky →
↻ Angelina Wang reposted
@isabelcorpus.bsky.social

In 2023, Change.org integrated an AI-assisted writing tool into their platform. We found that access to the tool changed platform trends in petition text, but that outcomes (signatures and comments) did not improve... Excited that this paper is out, check it out! 🔗: www.nature…

Introducing AI to an online petition platform changed outputs but not outcomes - Nature Human Behaviour nature.com
AI Weekly's analysis →
  • A natural experiment across 1.5 million Change.org petitions found the platform's 'write with AI' tool failed to improve petition outcomes.
  • Petitions in treated countries were 5.33 percentage points less likely to clear 10 signatures after the tool rolled out (p=.001).
  • Median word count rose 49% and petition-to-petition similarity rose 23%, pointing to more homogeneous content with worse results.
Read full analysis →
View on Bluesky →
↻ Angelina Wang reposted
@isabelcorpus.bsky.social

In 2023, Change.org integrated an AI-assisted writing tool into their platform. We found that access to the tool changed platform trends in petition text, but that outcomes (signatures and comments) did not improve... Excited that this paper is out, check it out! 🔗: www.nature…

Introducing AI to an online petition platform changed outputs but not outcomes - Nature Human Behaviour nature.com
AI Weekly's analysis →
  • Cornell researchers analyzed 1.5 million Change.org petitions, using the staggered rollout of its 'Write with AI' tool as a natural experiment.
  • AI-assisted petitions grew longer, more lexically complex, and more homogeneous, with titles leaning on words like 'implement,' 'mandate' and 'urge.'
  • The share of petitions reaching one comment within 30 days fell about 5% relative to the pre-AI baseline, and outcomes did not improve.
Read full analysis →
View on Bluesky →

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