Witness · Filmed Testimony · 2026

She measures human behaviour for a living. This is her assessment of the trainer.

Polina Maw has spent fourteen years in data science — most recently as a Lead Data Scientist in Boston — and now leads her own company, Go Beyond Genetics. She holds trainer-level licensure with The Society of Neuro-Linguistic Programming™, with qualifications running from Practitioner with Neuroscience to Design Human Engineering™. What follows is her filmed assessment of Dr. Maruti Sharma — a professional’s words, on camera, in full.

Filmed testimony, 2026. Published in full and unedited on YouTube, with her permission.

“He will invest his whole soul to make sure that you feel good, better — or absolutely ecstatic.”

What she says, word for word

Why her words weigh differently

Every profession has its own instinct, and data science’s instinct is to distrust anecdotes. Polina Maw has spent fourteen years turning human behaviour into evidence — predictive modelling, behavioural analytics, the discipline of not believing a story until the numbers hold it up. When a person trained that way chooses to give a character reference, the reference is not decoration. It is a professional lowering her guard on the record, about a trainer, with her name and her standing attached.

And she knows the field she is speaking about. Her public professional profile lists a run of qualifications through The Society of Neuro-Linguistic Programming™ — Licensed Practitioner of Neuro-Linguistic Programming® with Neuroscience, Design Human Engineering™, Master Practitioner of Neuro-Linguistic Programming® for Business, and Licensed Provisional Trainer of Neuro-Linguistic Programming™ — alongside hypnosis practitioner training and continuing study in neuroscience. This is not a newcomer dazzled by a first seminar. It is a trained evaluator of this exact discipline, at trainer level, choosing her words carefully — on camera, under her own name.

What this proves — and what it does not

The discipline of this site is to claim less than the record allows, so: this page does not claim outcomes, results, or that anyone’s life changed. It documents something narrower and, for a person choosing a trainer, arguably rarer — a character reference from a named professional, given on camera, with verifiable standing. Training is judged by teaching; teachers are also judged by what serious professionals say of them when nothing is for sale. Her words are hers, published in full, with permission.