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Vibe Coding IT Career: The Skills Behind $220K in Savings
A Washington district built its own software with AI, saving six figures. The vibe coding IT career needs specific skills. Here they are, plus honest pay data.
A Washington school district built a tool in a few hours that a vendor had quoted at $30,000 to $40,000. Peninsula School District’s director of research and assessment, James Cantonwine, described the alternative cost as “an hour of having a coding agent write something out and test it.” Across the whole effort, the district expects to save roughly $200,000 to $220,000 a year by cancelling software subscriptions it can now build in-house. That story travelled fast in 2026, and most of the coverage got the lesson wrong. The vibe coding IT career is not about prompting an AI to write code. It’s about knowing which code you’re allowed to trust.
Key Takeaways
- Peninsula School District (WA) expects to save approximately $200,000 to $220,000 annually through AI-assisted in-house tool building, with reporting suggesting up to $250,000 in cancelled contracts by the 2026-27 school year.
- Tools built include LessonLens, an AI coaching app where educators upload teaching videos and receive feedback against instructional frameworks; a customized electronic signature tool built from open-source software; a scholarship discovery app; a career and technical education budget tool; a school performance comparison app; and a board strategic planning application.
- The infrastructure is modest: administrators use Claude Code subscriptions at roughly $200 a month, and the district runs an AI Studio at about $600 a month integrating Gemini, ChatGPT, and Claude under data privacy agreements that require personally identifiable information be removed before processing.
- CIO Kris Hagel, a former software developer, was explicit about the limits: “You can’t just throw up any old thing that AI writes for you.” Reported risks include AI-generated security vulnerabilities and bugs, and the handling of sensitive student data such as IEPs and health information.
- The labour-market context is stark. BLS projects network and computer systems administrators to decline 4% from 2025 to 2035 and computer support specialists 3%, while information security analysts grow 21% and software developers 10%.
What Peninsula actually did
“Vibe coding” means describing what you want in plain language and letting an AI coding agent write the implementation. The term has become shorthand for a workflow where the human specifies and reviews rather than types.
Education Week reported on May 8, 2026 that Peninsula built a set of tools this way. LessonLens is the flagship: teachers upload video of their own instruction and get feedback against instructional frameworks, and crucially, district administrators cannot see who uses it or access the user data. Cantonwine built it over several months. The others are smaller: an electronic signature tool customized from open-source software, a scholarship discovery app, a CTE budget exploration tool, a school performance comparison app, and a board strategic planning application.
The economics work because school software is often expensive relative to its complexity. A tool that lets board members explore strategic planning scenarios is not technically hard. It was quoted at $30,000 to $40,000 because that is what education software costs, not because it takes that much engineering.
K-12 Dive reported that the district expects up to $250,000 in cancelled contracts by 2026-27, including the HR and finance workflow tool Informed K12. The variation between the $200,000, $220,000, and $250,000 figures reflects different points in time and different counting methods. Treat all of them as the district’s own estimates.
Why the skills are not what people assume
Hagel’s line is the whole article: “You can’t just throw up any old thing that AI writes for you.”
Consider what could go wrong in a school district specifically. AI-generated code can contain security vulnerabilities that look fine to someone who cannot read code. School systems hold IEPs, health records, disciplinary records, and family contact information, all legally protected. And the district’s privacy approach, requiring personally identifiable information be stripped before processing, only works if someone knows what counts as identifiable, which is subtler than it sounds.
Peninsula’s approach handled this in three ways that are worth naming as skills.
Staff with coding backgrounds review the output. Hagel is a former software developer. That is not incidental; it is the control.
Low-risk tools first. Tools built without personally identifiable information carry lower risk, and Peninsula started there.
A gradual approach. The district explicitly moved slowly to avoid safety issues, rather than building everything it could.
So the actual skill set is: enough programming to read code you didn’t write, enough security knowledge to spot a bad pattern, enough privacy law to know what data can leave the building, and enough product sense to scope something small. Prompting is the easy part.
Skill table: what the job actually requires
| Skill | What it means in practice | Where to learn it | Why it matters here |
|---|---|---|---|
| Reading code you didn’t write | Following logic, spotting what a function does, recognising when something looks wrong | Any programming course, then reading open-source projects | This is the control that makes the whole approach safe |
| Basic security patterns | Recognising injection risks, unsafe authentication, exposed credentials | Free OWASP materials; security fundamentals courses | AI-generated code can introduce vulnerabilities silently |
| Data privacy in schools | Knowing what counts as personally identifiable information and what law applies | Institutional training; privacy certifications such as CIPP | The district’s whole method depends on stripping PII correctly |
| Scoping | Deciding what a tool should and should not do, and keeping it small | Practice; product management basics | A $30,000 quote becomes a few hours only if the scope is tight |
| Version control | Git: tracking changes, reverting, reviewing diffs | Free tutorials; GitHub’s own guides | You cannot review what you cannot diff |
| Testing | Writing checks that catch a regression before users do | Any software engineering course | AI writes code fast and breaks things fast |
| Deployment and hosting | Getting a tool running somewhere reliable, with backups | Cloud platform free tiers and certifications | A tool nobody can reach saves nothing |
| Knowing when to buy | Recognising when a commercial product’s compliance, support, and liability are worth the money | Experience, plus talking to procurement | The honest counterweight to the whole story |
That last row deserves emphasis. A district that builds everything in-house also owns the maintenance, the security patches, and the liability when it breaks. The $220,000 saved is real. So is the fact that somebody now has to keep six applications running forever.
The vibe coding IT career path: school to a district technology role
| Stage | What to take or earn | Cost and time | Entry roles | What that role does daily |
|---|---|---|---|---|
| High school | Computer science if available, statistics, writing; Python or JavaScript; build one small useful thing for a club or teacher | Free | Student technology helper, help-desk aide | Fixing devices, learning how an organization actually runs |
| Certifications | CompTIA A+ and Network+ for the IT side; Security+ for the security side; a cloud platform certificate | Weeks to months, a few hundred dollars each | Help-desk technician, systems technician | Imaging laptops, resetting accounts, tickets |
| Associate’s | Information technology, network administration, or cybersecurity at a community college | 2 years, low cost | Systems administrator, technology specialist | Managing devices, servers, and accounts for a school or district |
| Bachelor’s | Computer science, information systems, or education technology | 4 years | Applications analyst, developer, district technology coordinator | Building and integrating systems, evaluating vendors |
| Specialisation | Security, data privacy, or instructional technology. Privacy credentials such as CIPP are increasingly relevant | Months | Security analyst, privacy officer, ed-tech lead | Reviewing code and contracts, running audits |
| Leadership | Experience plus, often, a master’s in educational leadership or information systems | 1–2 years | Chief information officer, director of technology | Budget, strategy, deciding build versus buy |
| Day to day | Keep systems running, review AI-generated code, protect student data, decide what to build and what to license, explain all of it to a school board | — | — | — |
Note Hagel’s own background: a former software developer running district technology. That combination, real engineering skill plus public-sector context, is what made Peninsula’s approach defensible rather than reckless.
Pay and demand, said plainly
| Category | Median pay (May 2025) | Projected 2025–2035 | Jobs (2025) | Annual openings |
|---|---|---|---|---|
| Software developers | $135,980 | +10% | ~1,700,000 | — |
| Information security analysts | $129,180 | +21% | ~192,900 | ~14,100 |
| Network and computer systems administrators | $99,130 | −4% | ~323,600 | ~13,400 |
| Computer support specialists | $61,860–$76,220 | −3% | ~903,100 | ~48,700 |
This is the uncomfortable part, and it deserves to be said plainly to a teenager. The traditional school-district IT jobs, systems administration and user support, are projected to decline. BLS attributes that to automation of routine tasks and outsourcing. The Peninsula story is a small example of exactly that dynamic: fewer vendor contracts, fewer support tickets, more done by fewer people with better tools.
What grows is the security and development end. A district technology person who can read code, assess security, and handle privacy compliance is doing work in the growing categories even while sitting in a school. A district technology person who only resets passwords is in the declining one.
Salaries in public education generally run below private-sector medians for the same skills. A district chief information officer in a mid-size U.S. district is typically compensated well below the software developer median, which is worth knowing before committing to the sector. People do it for the mission and the stability.
What a 10–15-year-old can do this year
Build one tool a real person asked for
Not a tutorial project. Ask a teacher, coach, or club leader what small annoying task eats their time, then build something that does it. A spreadsheet-based tracker counts. The skill being trained is scoping, and it is the scarcest skill in this entire story.
Learn to read code they didn’t write
Have them take a small open-source project and explain what one file does. Then have them ask an AI to write a similar function and check whether it does what it claims. This is the exact control Peninsula relies on.
Learn Git before learning frameworks
Version control is what makes review possible. A 13-year-old who can commit, branch, and read a diff is more employable than one who has memorized a JavaScript framework. Our guide to Python for kids and first projects that actually teach is a reasonable on-ramp.
Find one security problem on purpose
Take their own project and ask: what happens if someone types something unexpected here? What if they send a very long input? Curiosity about failure modes is the security mindset, and it starts small.
Ask what data a tool collects
For any app they use, find the privacy policy and identify what personal information it stores. Then ask what would happen if that data leaked. That question is the entire reason Peninsula strips identifying information before processing. Our overview of what Peninsula’s vibe-coding approach means for families covers the district side.
What not to do
Don’t let them conclude that AI means you don’t need to learn to code. Peninsula’s approach works because a former software developer is reviewing the output. Hagel said it directly. A kid who learns to prompt without learning to read code is qualified for exactly the roles BLS projects to shrink.
What to Watch For Over the Next 3 Months
- Week 4: They have built one small thing someone else actually uses, however ugly.
- Month 2 red flags: They accept AI-generated code without reading it. They can’t explain what one of their own functions does. They add features instead of finishing the first one.
- Month 3 self-check: Ask them to find one bug in code an AI wrote for them, before running it. If they can, they have the skill the whole Peninsula story depends on.
Frequently Asked Questions
Is the $220,000 figure real?
It’s the district’s own estimate, and different reports cite $200,000, $220,000, and up to $250,000 in cancelled contracts by 2026-27 depending on the point in time and what’s counted. The individual example is more concrete: a strategic planning tool quoted at $30,000 to $40,000 was built in a few hours. Treat the aggregate as an estimate.
Can any district do this?
Not safely without the right person. Peninsula’s CIO is a former software developer, the district moved deliberately, started with tools that don’t touch personally identifiable information, and operates under data privacy agreements requiring PII removal. A district that skips those conditions is generating unreviewed code that touches student records.
Does this mean fewer ed-tech vendors?
Some. The district identified several subscriptions it will not renew. But commercial products still carry support obligations, compliance certifications, and liability that in-house tools do not, which is why “when to buy” is on the skill table. The honest read is a shift at the margin, not a collapse.
Is school district IT a good career?
It is stable, mission-driven, and pays below private-sector equivalents. The composition is changing: BLS projects systems administration to decline 4% and support specialists 3%, while security analysts grow 21%. Aim at the security and development end of the role rather than the support end.
What should my kid learn first?
One programming language well enough to read code they didn’t write, then Git, then basic security patterns. Prompting an AI is a skill that takes an afternoon. Reviewing what it produces is the skill that takes years and is the one that pays.
About the author
Ricky Flores is the founder of HiWave Makers and an electrical engineer with 15+ years of experience building consumer technology at Apple, Samsung, and Texas Instruments. He writes about how kids learn to build, think, and create in a tech-saturated world. Read more at hiwavemakers.com.
Sources
- Education Week. (2026). “A district expects to save $200K from AI-powered ‘vibe coding.’ Here’s how.” May 8, 2026. https://www.edweek.org/technology/a-district-expects-to-save-200k-from-ai-powered-vibe-coding-heres-how/2026/05
- K-12 Dive. (2026). “‘Vibe coding’ helped a Washington district save $250K in ed tech costs.” April 2026. https://www.k12dive.com/news/vibe-coding-helped-a-washington-district-save-250k-in-ed-tech-costs/816993/
- Pursuit. (2026). “AI in education: news, policies, innovations.” Covering the Peninsula School District projections. https://www.pursuit.us/news/ai-in-education-news-policies-innovations
- Bureau of Labor Statistics. (2026). “Network and Computer Systems Administrators.” Occupational Outlook Handbook, May 2025 data. https://www.bls.gov/ooh/computer-and-information-technology/network-and-computer-systems-administrators.htm
- Bureau of Labor Statistics. (2026). “Computer Support Specialists.” May 2025 data. https://www.bls.gov/ooh/computer-and-information-technology/computer-support-specialists.htm
- Bureau of Labor Statistics. (2026). “Information Security Analysts.” May 2025 data. https://www.bls.gov/ooh/computer-and-information-technology/information-security-analysts.htm
- Bureau of Labor Statistics. (2026). “Software Developers, Quality Assurance Analysts, and Testers.” May 2025 data. https://www.bls.gov/ooh/computer-and-information-technology/software-developers.htm
- Peninsula School District. Technology resources. https://www.psd401.net/technology
