Turn Data Science & AI/ML into Captured Business Value

Mentoring for Data Scientists and AI/ML Engineers Who Decided to Own Their Career

1:1 mentoring for Data Scientists and AI/ML Engineers

Do the work you love. Get the reward you deserve.

You love analyzing data with algorithms, and you're good at it. But that's not what decides who gets the meaningful projects, the bigger scope, or the promotion. Something else decides that, and almost nobody teaches it.

Richard Dobis · LinkedIn

The chain that pulls you up: business impact, trust, authority.

Break one chain link and your whole reward is just words.

You already know how to do good analytics, apply complex math, and ML methods. You spent years learning to understand them and making yourself able to apply them in real business situations. A lot of people, despite this capability, wonder why they can't progress as they deserve.

The answer is: you can't push career progression. It works more like a chain that pulls you to the next career step — and the weakest link limits how far you can get.

Between finishing an analysis and being rewarded for it, three things have to happen. First the business has to act on your work — that's business impact. Then people have to understand what changed and who made it happen — that's how trust gets built. And once the trust is there, they start bringing you in before the next problem is even defined. That's authority, and it compounds, because the earlier you're involved, the bigger the next impact can be.

If you're doing solid work and still not seeing it turn into the reward you deserve, the analysis was never the broken part. You can't see that directly from one event or one discussion — it's almost always invisible from where you're standing, because the tasks keep coming, the praise keeps coming, and everything looks fine while your career quietly stops moving.

Assess your situation

Whichever chain link broke, it traced back to value.

The business value was never created, never captured, or never explained.

Most often, it's not that your analysis was wrong. It's one of these three things happening to your work without you seeing it happen.

No business impact? The problem wasn't worth solving. Or it was, and the business never acted on what you gave them. You missed to deliver business value, or it was never captured.

No trust? Trust is personal. It attaches to a name, and only when someone can say what changed because of that name. If nobody can, the impact counts for nobody.

No authority? Early invitations go to people trusted to deliver impact. Then you're not a resource anymore. You're the partner they think with before the problem is even defined.

Learn to create business value with analytics, data science, and ML. Learn to drive the business to capture it. And learn to explain it to managers and stakeholders. That addresses the root cause of most broken links, and makes you the trusted authority and business partner who finally gets the reward you deserve.

I want mentoring

Why nobody ever taught you this.

Nobody tells you how to create value. That's not something you missed, it's something nobody put in front of you. Either they teach something else that also matters, or they've never been inside the rooms where this gets decided, or they know it but can't explain it in a way that fits an analytical mind.

A technical course sharpens the analysis. That's the part you're already good at.

A career coach helps you work out what you want next. Useful, and deliberately domain-free. They can't tell you what counts as value in a forecasting project, because they've never sat in one.

A communication or executive presence coach improves how you position what you're already delivering. They take people who are producing value and help them speak and negotiate better.

Your manager teaches you about the gaps they once had. That's honest and it's often good advice. It just isn't your gap. Everyone's weakest link is different.

None of that is a personal failing. It's just that nobody whose job touches your career was ever positioned to teach you this specific thing. And even when people who are genuinely good at this try to explain it, you realize they know it by instinct. They can do it. They can't break it down. So the advice arrives as a slogan. Be more strategic. Bring actionable insight. Know your audience. Then it starts contradicting itself. Take ownership, and then you're stubborn. Escalate early, and then you're not handling it yourself.

So you'd have to ask. And in most workplaces, asking that kind of question gets you read as difficult, or as not senior enough. So you stop asking, and you start wondering whether the problem is you. It isn't. It isn't. If you can find the balance between overfitting and underfitting a model, you can learn this. Nobody ever explained it in a way that fits your way of thinking.

My method: Impactful Analytics™ - Trust and Authority Engineering

The guide on how to create value, capture it, and make it understood.

Twenty-five years in consulting and leading teams taught me the unspoken rules, trade-offs, dynamics, and mental models behind how careers actually move. Nobody writes these down, so I learned them the slow, hard way. Once I had the pieces together, it worked. I made senior director, earned ML patents and an international AI award, and led teams of 50 data scientists and more.

I put all of it into one systematic method. Nine chapters. Each one covers a different area of the job, from choosing the right problem to being trusted with the decision. Each comes in three flavors, for junior, senior, and leader. Inside every chapter: the rules, the trade-offs, the models.

Modular by design. You go straight to the chapter your weak link sits in, and skip the eight that aren't costing you anything.

Want further info on program and method

Three mentees and what changed for each of them.

What mentoring actually gives you.

Every case started in the same place. In the free session we found which link had broken, and that set the focus for everything after.

Marta was solving the wrong problem. Her project was a declared priority and her peers still weren't contributing. She learned to validate an opportunity before committing to it, and to dig for the real bottleneck instead of answering the request as it arrived. The project moved within weeks, and nothing about her analysis changed.

John created the value and never captured it. His tool was right and the business kept working the old way. He learned to own the change instead of handing it over, and to prepare it at the start of the project rather than after the analysis. Adoption is not a training session. The tool got used.

Alice believed her results would speak for themselves. When she cleared obstacles nobody saw, the project looked easy. When an inherited risk went off in her hands, it looked like her failure. She learned to report the bumps as she solved them, and to give her manager a story about the business change they could retell. Six months later she was promoted.

Three different stories, one pattern underneath. What they got is what you can get too. You will have:

Visible and measurable business impact from your technical work.
Manager trust and support for your next career step.
Bigger scope, more responsibility, and more meaningful work.
A concrete track record of results supporting a promotion or raise.

Your journey starts the same way, with a free session. You decide whether to commit to mentoring only after it.

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The people I've worked with, in their own words.

"Richard was really instrumental for me in shaping my career and to help to grow as well. And also, he coached me how to work with my people in my team to enable their careers. "

Pavel

"And here's the thing, his mentoring wasn't just smart, it was human, it was honest, it was practical and execution based."

Rasti

"Richard is the right person to help anyone who trying to become a valuable data scientist."

Hector

"I would highly recommend his insights on leadership and career growth, honour and empathy."

Ebele

"What stood out was how practical and execution-focused his mentorship was."

Eunice