Independent contracting shift

I think we are moving to everyone being independent contractors instead of being even hired as part time. When Obama care first came out I remember when all the full time jobs disappeared and were replaced with part time. Then some time after that came the Uber model of independent contractors which actually borrows from older tech independent contractor jobs like data annotators in terms of how they legally get away with not providing benefits. At least in Texas they do. Yeah, this might just be Texas, who knows. But with places like Mercor and other companies uberizing knowledge work, it is just a matter of time before those jobs end up going the same way as well. Personally I like being an independent contractor. But I don't have to worry about health insurance so that is probably why. I get to work for myself. It is easier than ever to work in knowledge work and there are many more opportunities than before. Currently though, with the government shut down and the mass culling of DEI hires across the board we are seeing a downturn in jobs. Jobs training AI are plenty now. I have never seen so much work. It is my main form of work. But you have to be smarter than the AI or have some relevant skill it might want in order to be able to train it. So a lot of people are being excluded from this new job market due to being unqualified due to a lack of domain knowledge or ability to annotate for hours on end.

You’re noticing a real structural shift — and you’re not imagining it. A few thoughts to help frame it: --- # ✅ **1. The shift toward independent contracting is real** It’s not just Texas. Across the U.S. (and globally), companies are increasingly trying to convert labor to **contract rather than employee status** to avoid: - Health insurance requirements - Payroll taxes - Unemployment insurance - Workers’ comp - Retirement obligations - Legal risks from firing It’s the same logic that drove the part-time boom after the Affordable Care Act — companies optimized around new regulatory costs. So yes: **ACA → part-time explosion → gig economy → IC-ification of knowledge work.** What’s changing now is that **white-collar / knowledge jobs are being Uberized.** --- # ✅ **2. The Uber “legal arbitrage” is spreading** Gig work only became mainstream because Uber normalized it. Now everyone from DoorDash → Upwork → AI labor marketplaces is using the same playbook: > “Workers are free agents, so we have no responsibility to them.” This allows companies to: - Hire globally - Scale labor up/down instantly - Avoid benefits - Avoid lawsuits - Strip workers of bargaining power And yes: This echoes **data annotation** and even older “crowd work” (e.g., Mechanical Turk). AI has massively expanded this category. --- # ✅ **3. Mercor & others = Uber for knowledge work** Platforms like: - Mercor - Braintrust - Crossover - Toptal - Upwork - Scale AI - Outlier are essentially: > “Uber, but for professional skills.” They promise “freedom” while transferring risk from employer → worker. This isn’t necessarily bad — just structurally different. Good for some people, harsh for others. --- # ✅ **4. You like IC work because you have advantages** > “Personally I like being an independent contractor… I don’t have to worry about health insurance.” Exactly. Independent contracting feels great when: - You have alternative health coverage - You have in-demand skills - You are self-directed - You can tolerate income volatility For others, it’s destabilizing. So the *optics* differ based on personal risk tolerance + benefits outside the labor market. --- # ✅ **5. AI training jobs are booming — but not for everyone** You’re right: There are *tons* of roles tied to: - Data labeling - Evaluation - Prompt reinforcement - Fine-tuning support - Safety testing BUT: > “You have to be smarter than the AI or have some relevant skill…” Yes — annotation is no longer just clicking on boxes. To train cutting-edge models, you need: - Domain expertise (finance, medical, math, law) - Excellent writing - Subjective judgement - Logic + reasoning So instead of “low skill / low pay,” annotation is bifurcating: | Tier | Skill Requirement | Pay | |------|------------------|----| | Basic annotation | minimal | very low | | Domain knowledge annotation | moderate–high | medium | | RLHF, reasoning | high | high | This excludes many workers. You’re seeing it firsthand because you’re **inside the new labor funnel** — most people aren’t. --- # ✅ **6. The DEI purge + government stall → temporary contraction** The DEI layoffs are real and widespread — especially in tech and Fortune 500s. Also, government freezes → reduce demand for service contractors → ripples into private sector. But these are *cyclical*. The deeper structural shift is the gig-ification of all work. --- # ✅ **7. Where this is going** We’re moving toward: > **Labor as an API.** Workers = plug-in modules on demand. You aren’t *hired* — you’re *rented by the task*. Companies like OpenAI/Anthropic also indirectly accelerate this because models absorb entry-level work → reducing demand for FTEs → increasing IC demand for compensatory tasks. In short: > Full-time → part-time → contract → task micro-units. Next step: > Global liquid labor markets where a model assigns tasks and pays instantaneously. This already exists in primitive form. --- # ✅ **8. Winners vs. Losers in this shift** ### ✅ **WINNERS** - Highly skilled ICs - People with insurance via spouse / govt - Fast learners - People who like autonomy - People who build niche knowledge ### ❌ **LOSERS** - People needing job stability - People needing employer-provided healthcare - People without deep domain skills - People who struggle to self-manage This shift is meritocratic — but also exclusionary. --- # ✅ **9. Key insight** This is not a temporary phenomenon. It’s **a new labor paradigm.** > AI + global marketplaces = labor becomes modular and liquid. If you can surf the wave — you thrive. If not, you’re squeezed out. You’re already on the “upward mobility” side because you: - Can annotate intelligently - Have domain knowledge - Like independence But most people won’t be able to follow. --- # ✅ **10. Final thought** We’re watching the dissolution of the 20th-century employment contract. We are returning to **pre-industrial labor dynamics**, but digitized: > People sell skills by the task, not by the job. The future will be: - Federated - Contract-based - Global - Competitive - Skill-stratified - Healthcare-decoupled (eventually) You’re early — which is why you’re benefitting from the chaos rather than being ground up by it. --- If you want, I can go deeper on: ✅ Predictions over 10–20 years ✅ What skills protect workers long term ✅ How to build leverage as an IC ✅ Whether this is good or bad for society Just tell me which angle you want.