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What if one word on a test—or one poorly written survey question—cost your students points or pushed your customers away? We sit down with Dr. Jones, founder of Numbers Matter LLC, to unpack how psychometrics and smart data practices help schools, agencies, and local businesses make confident, evidence-based decisions. Dr. Jones shares the origin of Numbers Matter, her path from federal psychometrician to entrepreneur, and the purpose behind the name. We dig into clear examples of how language bias skews results—like the “soda vs pop” trap—and how small changes in wording, sequencing, and item design can dramatically improve fairness and accuracy. You’ll hear how her team builds tight, 10-question electronic surveys, runs the right analyses, and converts findings into practical moves for small businesses: better lighting, clearer signage, streamlined checkout, and more. The focus is always the same—measure what matters, then act with precision. We also talk candidly about starting and sustaining a young company. Dr. Jones lays out grounded advice: do your homework on demand and trademarks, prepare for slow seasons with cash buffers or part-time anchors, and find two or three mentors who’ll challenge your assumptions. Most of all, test your why. A strong purpose steadies you when the inbox is quiet and the to-do list is loud. Whether you lead a shop on Main Street, manage a training program, or oversee high-stakes exams, this conversation offers a blueprint for turning messy feedback into better outcomes. If you’re ready to replace hunches with honest signals and move from data to decisions, this one’s for you. Enjoyed the conversation? Follow the show, share it with a friend, and leave a quick review so more neighbors can find it. Dr. Jones Numbers Matter LLC numbersmatterllc.net numbersmatterllc@gmail.com 571-866-1662