#188 - Why AI Can't Replace Qualitative Research with Sam Ladner of Workday
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In this episode of Awkward Silences, host Erin May welcomes qualitative research expert Sam Ladner to discuss the transformative yet limited role of AI in qualitative research. Ladner argues that while AI excels at automating labor-intensive tasks like transcription and closed coding, it fundamentally cannot replace the human elements of qualitative work—especially sensemaking, emotional insight, and intuitive 'unriddling' of complex human experiences. He emphasizes that AI is a correlation machine, not a thinking or feeling entity, and warns against using it for sentiment analysis or AI moderation, which he views as dehumanizing and extractive. Instead, he advocates for using AI as a tool to free researchers from mundane tasks, enabling them to focus on deep, empathetic analysis and the 'little red wagon'—personal research passions that drive meaningful insight. Ladner also explores how AI fails to help organizations think about the future, as imagination and creativity remain uniquely human traits. The conversation concludes with practical advice for research leaders: reserve storytelling, emotional interpretation, and future envisioning for humans, while letting AI handle vigilance and consistency in data processing. Key takeaways include: AI should be used to automate transcription and closed coding, not for sensemaking; outliers and emotional moments are critical to qualitative research and must be human-led; sentiment analysis is not emotional understanding; researchers should identify and protect their 'little red wagon'—their most important research passions; and AI cannot replace human imagination, empathy, or creativity in foresight work. The episode underscores that AI’s true value lies in augmentation, not replacement.
Use AI for transcription and closed coding, but never for sensemaking or emotional interpretation.
Outliers and emotional moments are critical to qualitative research and must be explored by humans.
Sentiment analysis is not emotional experience—it’s mechanical correlation and should be avoided.
Protect your 'little red wagon'—your personal research passion—as the core of your meaningful work.
AI cannot imagine or envision the future; creativity and empathy are uniquely human.
…and 3 more takeaways available in PodZeus
The Evolution of Qualitative Research and the Rise of AI
Sam Ladner reflects on the early days of qualitative research, where transcription was done by hand, and discusses how AI has transformed labor-intensive tasks like transcription and coding. He emphasizes the welcome relief of automation but warns against over-reliance on AI for cognitive work.
Why AI Can't Replace Human Sensemaking
“Machines don't think and they certainly don't make intuitive leaps and they don't have abductive logic. They're basically big correlation machines, which is really what the core of the issue is.”
The Dangers of Sentiment Analysis and AI Moderation
“Sentiment analysis is not emotional experience. It's not conveying participant experiences. It is not a human translation. It doesn't make any sense.”
AI as a Tool for Liberation, Not Replacement
“Now that I'm not as busy coding, I can do that work. I've got these 10 participants and there's just that one weirdo that just really, really was frustrated. And I didn't expect them to be frustrated in this way.”
The 'Little Red Wagon' and Protecting Human-Centered Research
“You should probably have your own little red wagon and it's going to be something that you know is important. You think it is got legs somehow...”
“Sentiment analysis is not emotional experience. It's not conveying participant experiences. It is not a human translation. It doesn't make any sense.”
“You need your participants' emotional experiences to be adequately and responsibly represented. And when you outsource that to AI, first of all, it doesn't understand. Secondly, it doesn't care. AI is psychopathic.”
“Machines don't think and they certainly don't make intuitive leaps and they don't have abductive logic. They're basically big correlation machines, which is really what the core of the issue is.”
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Sam Ladner
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Erin May
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ChatGPT
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User Interviews
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Jungian Analysis
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MaxQDA
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Catalin Carrico
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Paul Krugman
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Carol Guest
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Rebels at Work
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