What the Data Says About Coding, AI, and Careers in 2030
If you've searched "coding camp for kids near me" or wondered whether your child should learn to code, you've probably run into two very different answers. One says coding is the skill of the future. The other says AI is making coders obsolete. Here's the truth: both are partly right. And understanding the difference is exactly why TaliTech exists.
Entry-level software developer job postings have fallen 67% since 2022, and it's easy to read that as "software engineering is dying." It isn't. The most technical roles, the ones that require real problem-solving and systems thinking, are still some of the most in-demand jobs in the country. The Bureau of Labor Statistics still projects 15% growth in software developer roles through 2034, much faster than average. What's really happening is that job titles are fluctuating, and a lot of that noise comes from AI companies' own marketing. Every company selling an AI coding tool has an incentive to convince parents and job seekers that human coders are obsolete. That's a sales pitch, not a labor market forecast. But underneath the noise, something is genuinely true: the technology career your child will have in 2032 looks almost nothing like the one you'd picture today. Roles aren't disappearing so much as they're being renamed and restructured. And the way software actually gets built has changed. AI has compressed product development cycles from months to days. A prototype that used to take a sprint now takes an afternoon, and that speed changes what's required of the people building it. They have to be nimble and quick to respond to feedback. They have to understand the problem clearly from the start, why it matters and how to solve it, instead of figuring it out as they go. And they have to anticipate errors and mistakes proactively, because software now ships too fast for slow feedback loops to catch problems months or years later the way they used to.
The World Economic Forum projects that by 2030, AI will create 170 million new roles while displacing 92 million, a net gain of 78 million jobs. But those new roles require completely different skills than the ones disappearing. The fastest-growing categories right now:
Notice what these jobs have in common. They're not "write code." They're think clearly, direct AI purposefully, evaluate what it produces, and know when it's wrong. The developers who thrive are the ones with those higher-order skills.
TaliTech is a hands-on tech learning space in Bountiful, Utah, serving kids and teens through classes and one-on-one tutoring. From the beginning, our goal has been the same: not to teach syntax, but to raise kids who can direct technology to build their own ideas. That mission turns out to be exactly what the 2026 job market rewards. Here's how our classes and tutoring map to the skills that survive.
Before students start building, we work through a problem-framing session: what problem does this actually solve? Who is it for? How will we know it worked? This is the skill employers consistently say is missing from junior hires, the ability to define the right problem before writing a single line.
For our teenage students, we teach how to evaluate AI outputs, a distinct skill from building with AI: how do you know the AI got it right? What are the failure modes? How do you test it? This maps directly to the "human in the loop" career category, one of the fastest-growing roles in tech right now, with almost no supply of trained people. We're building that supply, starting in Bountiful.
Our flagship AI Bootcamp for teenagers is built around the actual professional workflow of an AI engineer in 2026:
Most university computer science programs don't teach context engineering. We teach it to teenagers.
Every student working with AI tools learns what not to put in a prompt and why. Data privacy, API security, evaluating which tools are safe for which data: these aren't abstract ethics topics. They're weekly decisions every working adult now faces, and our students practice them before they leave TaliTech.
Our younger students (ages 9 to 12) learn to train machine learning models and use them in games they build. Our Game track students learn to use AI tools as a collaborator, generating assets, writing dialogue, designing mechanics, then evaluating and improving what the AI produced. Learning Roblox or Minecraft while also learning to direct AI game-dev tools is the difference between yesterday's workflow and tomorrow's.
Not every teenager wants to be a software engineer. Our "Tech for Builders" workshop series is designed for teens who are building businesses, creative projects, or anything else, and want to use AI to do it better. No Python required. You bring the idea; TaliTech helps you build it.
TaliTech isn't a franchise running a curriculum written five years ago. Natalia, founder, instructor, and working software engineer, actively monitors job market research, AI industry trends, and education science to make sure what we teach reflects where the world is actually going. The curriculum additions above weren't invented from intuition. They came from published data: Stack Overflow's 2025 junior developer employment analysis, IEEE Spectrum's entry-level job market report, World Economic Forum projections, and hiring trend data from AI-era workforce researchers. We read it, we verify it, and we build it into what your child learns next. When the landscape shifts again, and it will, TaliTech shifts with it. That commitment is the product.
TaliTech serves kids in Davis County and the greater Bountiful, Utah area, including:
The question isn't whether your child should learn computer science. In 2026, that's not a question. They're growing up in a world where every career involves directing, evaluating, and working alongside AI tools. The real question is whether the program you choose is preparing them for the world they'll actually enter, or the one that existed a few years ago. TaliTech is built for the world they're entering.
TaliTech is a hands-on tech learning space for kids and teens in Bountiful, Utah. We offer tutoring, after-school workshops, and summer camps. Utah Fits All Scholarship (ESA) and more Utah scholarship programs and funds are accepted. Contact us for details.
Your child's first class is always free. Explore our camps and classes built for the world they're entering.