Expect the unexpected: Lessons learned from conducting online survey research

When thoughtfully designed and carefully administered, online surveys can provide valuable insights across disciplines, institutions, and professional communities

Online surveys have become one of the most widely used tools in educational and social science research because they provide access to geographically dispersed populations, reduce data collection costs, and allow researchers to gather substantial amounts of information quickly.

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What small models teach

While investigating how to responsibly deploy generative AI at Haverford College, I have moved parts of my own AI workflow off commercial cloud platforms onto local hardware—my phone, work laptop, and an older desktop with a used graphics card. What began as an experiment has reshaped how I think about AI.

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