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7 resources
A community and resource hub for people switching careers into tech, with a focus on underrepresented career-changers.
Why I recommend it: A small independent community site — verify event details and any partner offers directly, as community-run pages can go stale.
FinanceBuzz article by Josh Koebert, syndicated on MSN, listing nine fields it argues are shrinking: journalism, computer programming, data entry, telemarketing, photography, translation, bookkeeping, legal assistance and customer service. It cites Bureau of Labor Statistics projections — 4% fewer journalism jobs, 6% fewer programming jobs and 6% fewer bookkeeping jobs by 2034 — and points at information security analysts as a growing alternative with a 2024 median salary above $124,000.
Why I recommend it: Useful as a prompt to check your own field's BLS projection — not as career advice. Three things I would not take from it: the headline conclusion is the writer's opinion, not the BLS's; a projected national decline says nothing about whether good jobs exist in your city; and the page is packed with affiliate links to insurance and money products, which is how it earns. Look up the BLS Occupational Outlook Handbook entry for your own job title and read that instead.
A free study by Cory Hymel, Head of Research at Andela, published June 2026. It analysed 47,101 Fortune 500 software job postings against a map of what each established role was historically supposed to require, scored 2,026 distinct skills, and detected 23 candidate 'emergent roles' — job titles that are forming in the overlap between existing ones, the way ML Engineer formed between software engineering and statistics, and DevSecOps formed between development, security and operations.
Why I recommend it: Free to read in full, no signup. Use it for one thing: the titles a job is drifting toward before employers have a word for it. If the posting you are reading asks for skills from two different jobs, that is the pattern this study is measuring, and naming it in your application is stronger than claiming the old title. Two honest flags. Andela sells access to engineering talent, so a study showing that roles are changing faster than titles is also an argument for its own service. And it reads job postings, not people at work — a posting tells you what a company wrote down, not what the job turned out to be.
A free self-paced curriculum for the Forward Deployed Engineer role — the person who sits with a customer and turns an AI model into a system that actually runs in production. 11 modules, 150+ topic articles, 700+ open-book questions and 15 daily drill questions, covering systems thinking, problem decomposition, LLM/RAG/agent architecture, data and event systems, physical AI and robotics, plus client discovery, integration, deployment and stakeholder management. It also publishes a map of 15 layers of the modern AI engineering stack drawn from real FDE and AI-engineer job specs, with links out to where to learn each one.
Why I recommend it: The whole curriculum opens without an account or a card — I checked — and an account only saves your progress. There is no pricing page anywhere on it, so nothing is being held back behind a paywall today. Worth knowing why this matters: 'Forward Deployed Engineer' is a job title that is actually being hired for right now, and it pays like engineering while rewarding the consulting side most engineers avoid. Two flags. It is one person's independent site, not an accredited course or a certificate anyone will recognize — the value is the material, not a credential. And it makes a strong claim, that foundation models are becoming a commodity and the money lives in the last mile; that is an argument, not a measured finding, so read it as a well-argued position.
A New York 501(c)(3) nonprofit running hands-on training for underserved adults in cybersecurity, AI, IT support, data analytics, digital literacy and financial empowerment. Programs lead to certifications and include job-placement help and internships, and the organization offers scholarships.
Why I recommend it: Worth an application if you are in the New York area and want a certification with placement support attached. One thing to ask about first: the site describes the programs as affordable and mentions scholarships, but it publishes no prices anywhere — so ask in writing what a program costs, what the scholarship covers and how many places there are before you commit time to it.
Fully-funded fellowship from the Institute for AI Policy and Strategy for professionals from varied backgrounds who want practical AI policy skills.
From the site: The IAPS AI Policy Fellowship is a fully-funded program for professionals from varied backgrounds seeking to strengthen practical policy skills for securing a positive future in a world with powerful AI.
Why I recommend it: Free to apply and funded if accepted, and it is explicitly open to career changers rather than only policy insiders. Check the current cohort dates before you plan around it.
Non-profit building the responsible tech community, with free reports, career guides, mentorship programmes, a job board and a large directory of people working on tech and society issues.
From the site: We
Why I recommend it: One of the best free entry points if you want to move into responsible tech — the reports and community directory are open to anyone, no membership needed.
