Making Machines Understand Humans

Making Machines Understand Humans: Behavioral Data Science, Trust, and AI’s Real RisksData scientist and behavioral decision theorist Ganna Pogrebna explains behavioral data science as making machines understand human preferences, goals, and values, outlining three strands: economic psychology, mathematical analysis of algorithm behavior, and engineering of complex human–machine systems. She discusses ethical concerns around “trust” in probabilistic large language models, how algorithmic recommendations shape user agency, and the uncertain impacts of relationship AI amid rising loneliness and changing communication. Pogrebna argues AI can both degrade and enhance skills depending on use, citing evidence on navigation and a radiology study where weaker doctors worsened while stronger improved with decision support.She emphasizes LLMs as pattern-imitating creativity tools prone to errors, warns of “data inbreeding” as human data becomes scarce, and advocates defining problems first—often solvable via behavioral design—plus diverse oversight to anticipate harms. She advises young people to build transferable skills, be AI-literate, and pursue real-world problems, and highlights her future focus on data-scarce modeling and quantum decision approaches.00:00 Meet Ganna Pogrebna01:01 What Behavioral Data Science Does02:15 Three Strands of the Field04:35 Trust Ethics and Agency07:21 Relationship AI and Loneliness11:53 Skills We Lose and Gain14:40 System One vs System Two17:45 LLMs as Creativity Tools22:02 Illusion of Understanding24:03 AGI Consciousness Skepticism27:26 Data Inbreeding and Human Data30:25 AI Homogenizes Our Voice31:40 AI for Smarter Cities32:48 Cities Need Human Focus33:29 Time Perception Happiness34:58 Designing Time Stoppers37:15 Behavioral Design Wins39:06 Do You Need AI42:52 AI Risk And Context47:01 Anticipating Harms Early49:54 Government Automation Paths53:59 Diversity Beyond Optics01:00:13 Advice For Teen Learners01:05:47 Quantum Decision Making01:08:22 Closing Thankshttps://www.gannapogrebna.com/