Can teachers do AI training work next to their job?
AI training work for teachers means writing and grading AI answers in your subject, never student work. Your district's rules on outside work and student privacy still apply. Answer four questions to see what holds for you.
What the answer rests on
The rules we check
Each one read from the law, regulation or professional code itself, with its source. Checked 19 Oct 2026.
For teachersShow 3 rulesHide
What you write on your own time is not your employer's work for hire
Likely fine
Under US copyright law an employer owns a work made for hire, which for an employee means a work made within the scope of employment: as part of regular duties, on the employer's time, with its space or tools.
Writing and grading done for an AI platform on your own time, outside your duties, is not your employer's work for hire. Your contract with the platform usually assigns it to the platform instead.
First: Keep the work outside your working hours and duties, and read the platform's terms on who owns what you write.
School district policies put school duties first and bar outside work that gets in the way or creates a conflict. Bossier Parish (Louisiana), for one, bars outside duties during working hours without written approval and any use of school facilities or equipment.
AI training work in evenings and weekends on your own device is usually allowed, but your district's policy may ask for notice or approval.
First: Read your board's policy on outside or non-school employment and ask HR whether notice or approval is required.
Under FERPA, a school needs written consent before disclosing personally identifiable information from a student's education records, except in listed cases.
Never paste real student work, grades, comments or records into AI training tasks. Make up your own examples.
Invention clauses can reach work related to your employer's business
Check this clause
Many employment agreements assign the employee's inventions to the employer. Where a state limits them, it protects only work made on your own time and equipment that does not relate to the employer's business; elsewhere the wording of the clause decides.
If your employer works in AI, data or software, AI training work may count as related to its business. In an unrelated field the risk is low.
First: Read your invention or intellectual property clause and whether it covers work "related to" your employer's business.
Universities: outside work counts toward conflict of commitment rules
Needs an OK first
University policies treat paid professional work in your field as an outside activity. The University of California needs prior approval for outside employment, reporting for consulting, and caps outside work at 39 or 48 days a year; Stanford needs prior approval for outside work similar to your university role.
Paid AI training work in your own field is likely an outside professional activity: disclose it, get approval where your policy asks, and count the days.
First: Ask your department chair or conflict of interest office how your university classifies it before you sign a contract.
If you are UC physician faculty: outside income above a line goes to the Plan
Check this clause
University of California Health Sciences Compensation Plan members need prior written approval for some outside activities, must track outside earnings, and pay outside income above their school's threshold (at most $40,000 or 40% of base salary) into the Plan.
For UC physician faculty, AI training income can count as outside professional income and may have to be paid into the Plan above the threshold.
First: Ask your department chair how outside income is tracked at your school and what your threshold is.
State and local staff: your state's ethics rules come first
Needs an OK first
Every state has its own ethics law for public employees. California bars outside work its departments name incompatible, New York asks its employees to seek their agency Ethics Officer's advice before any outside activity, and Florida bars outside work with entities that deal with your agency or that creates a recurring conflict.
AI training work on your own time is usually allowed, but your agency may require you to ask first and can refuse work that conflicts with your duties.
First: Ask your agency's ethics officer or HR before you start, naming the platform and the work.
California local agencies can bar incompatible outside work
Check this clause
Government Code 1126 bars local agency employees from paid outside work that conflicts with their duties, and lets the agency prohibit outside work that uses its time, facilities or influence or makes the employee less efficient.
Remote AI training work in your own time is generally allowed, unless your agency names it incompatible.
First: Read your agency's written outside employment policy.
Large tech codes of conduct (Microsoft's and Alphabet's are public) tell employees to avoid conflicts of interest and, before outside work, to make sure it does not harm the company's business or breach agreements they signed. The detailed approval process is internal.
Paid work training AI models can look like a conflict at a tech or AI company, especially if the platform serves a competitor.
First: Find your company's outside work policy and file a request before you start, naming the platform and its AI lab customers.
In software and AI, your IP clause may claim related work
Check this clause
State laws that protect own-time work (California's Labor Code 2870 is the model) still let an employer claim what relates to its business or research. Code reviewed or written for an AI model sits close to many software employers' business.
If your employer builds software or AI, check whether its clause reaches this work before you start. Keep the work off its devices, code and data.
First: Read your invention assignment and moonlighting clauses, and ask your manager in writing if the platform's work is near your employer's products.
Hospitals and health systems: read the outside activities clause
Check this clause
Physician and clinician employment agreements often decide whether outside activities are allowed, whether the employer must approve them and who keeps the income. Some prohibit them; others allow what does not interfere with your duties.
Whether you may take paid AI training work depends on your contract and your hospital's policy, which also set any approval step.
First: Find the outside activities, moonlighting and exclusivity clauses in your contract, and ask for written permission if the wording is unclear.
Under the ABA Model Rules, while lawyers are in a firm none of them may represent a client when any one of them would be barred by a conflict, so one lawyer's outside work can create a conflict for the whole firm.
Paid work for an AI lab or platform that is a firm client, or adverse to one, can conflict the firm. Firms also have their own outside activity policies.
First: Read your firm's outside activity policy (and partnership agreement, as a partner), then tell the general counsel or conflicts team the platform and its AI lab customers.
Federal staff: outside work must not conflict with your duties
Check this clause
5 CFR 2635.802 bars outside employment that conflicts with official duties: one a statute or your agency's own regulation prohibits, or one that would force you to step back from matters central to your job.
Paid AI training work is not banned as such. It becomes a problem if the platform or its AI lab customer deals with your agency, or if the tasks overlap your government work.
First: Describe the platform, the tasks and your duties to your agency's ethics official before you sign up.
5 CFR 2635.803 lets agencies require prior approval of outside work by supplemental regulation, and many do: HHS for paid professional or consultative services, DOJ for work involving law or the component's subject matter, DoD for paid work with a prohibited source by financial disclosure filers.
Whether you need approval depends on your agency and often on your job. At HHS, a clinician or scientist paid to grade AI answers in their field is very likely providing professional services.
First: Find your agency's supplemental regulation, or ask your ethics official which rule covers you, and wait for written approval where one is required.
No government time, devices or nonpublic information
A rule to keep
Federal employees must use official time for official duties, may use government property only for authorized purposes, and may not use nonpublic information from their job for anyone's private gain.
Do AI training tasks on your own time and your own device, and never draw on information you learned in your government role that is not public.
First: Use only personal devices and accounts, outside working hours, and keep agency material out of every answer.
No outside pay for writing tied to your official duties
Check this clause
5 CFR 2635.807 bars pay from anyone but the government for teaching, speaking or writing that relates to your official duties, for example when it draws on nonpublic information or deals with a program you are assigned to.
If the AI tasks ask you to write in the same subject you handle at your agency, ask whether the work relates to your official duties.
First: Ask your ethics official before you accept pay for tasks in your agency's subject area.
Each agency has a designated ethics official, and an employee who acts in good faith on their advice after disclosing all the facts will not be disciplined for that conduct.
Asking before you start costs nothing and is the safe route.
First: Email your agency's ethics office with the full facts and keep the written answer.
Military: report outside work if asked; it can be refused
Needs an OK first
The Joint Ethics Regulation (section 2-502, May 2024) covers outside work by all DoD personnel, including active duty members. Supervisors may require it to be reported before it starts and may prohibit it if it creates a conflict, hurts readiness or poses a security risk.
You can be told no even where no law is broken, and many commands use a written request form. Off duty remote work is not exempt.
First: Ask your supervisor and your legal or ethics office whether your command needs a written request, and file it before you start.
Guard and Reserve: these rules apply on duty orders
Check this clause
The Joint Ethics Regulation covers Reserve and National Guard members while on active duty orders or performing official duties. Outside those periods your civilian employer's rules come first.
A drilling reservist doing AI training work in civilian time should check the civilian employer's policy first, and the unit for any reporting rule.
First: Ask your unit's legal office whether reporting is required.
Cabinet Office guidance says all paid outside work should be declared, and line manager approval sought before outside work that might affect your job, especially where it draws on what you do in the civil service.
AI training work that uses your civil service expertise needs a declaration and your manager's approval first.
First: Submit your department's outside interests declaration before you start.
German civil servants need approval for paid side work
Needs an OK first
Bundesbeamtengesetz s. 99 requires prior approval for every paid side activity, outside listed exceptions. Approval is refused if official interests suffer, which is generally assumed when it takes more than a fifth of regular weekly working time.
Paid AI training work needs your authority's written approval first.
First: Apply in writing to your Dienstbehörde before you start, with the work, hours and expected pay.
French public agents need authorization for a side activity
Needs an OK first
Service-Public says public agents may take side work such as expertise and consultation only with prior written authorization from their administration, which answers within a month; it must not harm the service or create a conflict of interest.
AI training evaluation work likely counts as expertise and needs authorization first.
First: Send a written request to your hierarchy before you start, with the platform, the work, the hours and the pay.
Spanish public staff need prior recognition of compatibility
Needs an OK first
Ley 53/1984 art. 14 requires prior recognition of compatibility for professional or labour activities outside the public administration, decided within two months; some pay structures rule it out.
Paid AI training work needs recognized compatibility before you start.
First: Ask your HR unit how to apply for reconocimiento de compatibilidad.
Indian government staff need sanction for other paid work
Needs an OK first
Rule 15 of the Central Civil Services (Conduct) Rules, 1964 bars any trade, business or other employment without the government's previous sanction, apart from occasional literary, artistic or scientific work.
Paid AI training work needs prior sanction.
First: Apply through your department for previous sanction before any paid work.
Philippines: government staff need written permission
Needs an OK first
Civil service rules bar officers and employees from private business, vocation or profession without written permission from the head of their department, and Republic Act 6713 bars private practice unless authorized and free of conflict.
Paid AI training work needs your agency head's written permission first.
First: Ask your personnel office for the form for permission to engage in private work.
Civil servants usually need approval for paid side work
Needs an OK first
In every country we researched, public servants need permission or must declare paid outside work: the UK, Germany, France, Spain, India and the Philippines among them.
Expect to ask your department before paid AI training work, whatever country you serve in.
First: Find your service's outside work or conflict of interest rule and ask your HR or manager before you start.
FINRA-registered: written notice to your firm before you start
Needs an OK first
Under FINRA Rule 3270, a registered person may not work as an employee or independent contractor for anyone else, or be paid for an outside business activity, without first giving their firm written notice. The firm then decides whether to allow it or set conditions.
If you are registered with FINRA, paid AI training work is an outside business activity today, so your firm needs written notice before you start.
First: File your firm's outside business activity form, naming the platform, the role, hours and pay.
FINRA Rule 3290 will narrow this, from a date not yet set
Check this clause
The SEC approved FINRA Rule 3290 on 15 September 2026, replacing Rules 3270 and 3280 and narrowing reporting to investment related activity. FINRA will announce its effective date in a regulatory notice.
Once in force, AI training work unrelated to investments should no longer need notice under FINRA's rule, though your firm may still ask. Until then Rule 3270 applies.
First: Keep following Rule 3270 until FINRA sets the date, then ask compliance how your firm applies the new rule.
CFA members: written consent for pay that could conflict
Check this clause
CFA Institute Standard IV(B) says members must not accept compensation that competes with or could create a conflict with their employer's interest without written consent from all parties.
AI training work rarely competes with an investment employer, but if your employer builds AI tools or the platform serves its competitors, get written consent.
First: Tell your supervisor or compliance officer in writing and keep their reply.
Under HIPAA, protected health information may be used or disclosed only as the Privacy Rule allows, and it counts as de-identified only when it meets a strict standard. An AI training platform is normally neither your employer nor its business associate.
Never paste, upload or describe real patient cases, notes, images or records in a task. Invented cases and published ones are fine.
First: Use only invented or published cases, and ask your privacy officer if you are unsure whether a case counts as de-identified.
AMA ethics: patient welfare comes before your own interests
Likely fine
The AMA Code of Medical Ethics says physicians may never place their own financial interests above the welfare of their patients.
Paid AI training work with no patient care and no patient data does not in itself create that conflict. It would only if it influenced what you recommend to your patients.
First: Keep the work separate from your patient care.
Residents: written permission from your program director
Needs an OK first
ACGME requires every program to have a moonlighting policy: moonlighting must be voluntary, needs the program director's written permission, counts toward the 80 hour weekly limit, and is not permitted for PGY-1 residents. A program may also prohibit it altogether.
If your program counts AI training work as moonlighting, a PGY-1 cannot do it, and everyone else needs written permission first and must count the hours.
First: Ask your program director in writing for permission, and keep the answer.
Is remote, non-clinical work moonlighting? Programs differ
Check this clause
ACGME defines moonlighting as voluntary, paid, medically related work beyond the program. Carilion's January 2026 policy covers medically or non-medically related paid work; the University of Florida Jacksonville policy calls non-medical earning moonlighting-free but asks for an outside activity form first.
Grading AI medical answers is medically related work, so treat it as moonlighting unless your program says otherwise.
First: Ask your program director or GME office how your program classifies remote AI training work, and file any form it needs first.
Psychologists, counselors and social workers: client confidentiality
A rule to keep
The APA Ethics Code (4.01, 3.06), the ACA Code of Ethics (B.1.c) and the NASW Code (1.07, 1.06) require protecting clients' confidential information and avoiding roles where other interests could impair your judgment.
Writing or grading AI answers about mental health is fine with invented or published vignettes. Real client material must stay out, even with names removed, unless your code's disguise standard is truly met.
First: Use invented vignettes, and check your licensing board's rules and your employer's policy.
ABA Model Rule 1.6 bars revealing information relating to a client's representation without informed consent or an exception, and requires reasonable efforts to prevent its disclosure. Writing tasks for an AI is not representing a client.
Real client facts, even without names, must stay out of AI training tasks. Invented hypotheticals and public cases are fine.
First: Use only invented or published facts, and check your state's version of the rule.
ABA Formal Opinion 512: client information and AI tools
A rule to keep
ABA Formal Opinion 512 (29 July 2024) says lawyers need a client's informed consent before putting information relating to the representation into a generative AI tool that can learn from it.
The opinion is about lawyers using AI for client work, not about being paid to train AI, but its logic holds: no client matter goes into any AI platform.
First: Treat every task as an outside system, and read your state bar's AI guidance.
Lawyers: a paid role can conflict with a client's matter
Check this clause
Under Model Rules 1.7 and 1.8, a conflict arises if a client's representation could be materially limited by a duty to a third person or your own interest, and client information may not be used to a client's disadvantage.
A paid role with an AI lab or platform is rarely a conflict, but it can be if you act for a client against, or in a deal with, that lab or platform.
First: Run the lab and platform names through your conflict check before you start.
The AICPA Code's Confidential Client Information Rule (1.700.001) bars a member in public practice from disclosing confidential client information without the client's specific consent.
Real client financial, tax or audit material stays out of AI training tasks. General accounting knowledge and invented cases are fine.
First: Use invented or public examples, and check your firm's policy.
CPAs: independence, if the AI company is an attest client
Check this clause
The AICPA Independence Rule requires members in public practice to be independent of attest clients, and an impairment cannot be cured by disclosure and consent.
Paid work for a company your firm audits or reviews could impair independence. If neither the platform nor its AI lab customer is an attest client, this is not a barrier.
First: Check your firm's client list for the platform and its customers, and ask your independence or compliance team.
Licensed engineers: disclose conflicts, protect project data
Check this clause
The NCEES Model Rules say licensees may not reveal information obtained in a professional capacity without consent, and must disclose known or potential conflicts of interest to their employers or clients.
Reviewing engineering content for AI is generally fine with no confidential project data and no conflict with your employer's interests.
First: Use public or invented examples only, and disclose the work if it overlaps your employer's business.
NSPE Code: tell your employer before outside engineering work
Needs an OK first
The NSPE Code of Ethics says engineers notify their employer before accepting outside engineering work, take part-time work only as their employer's policies allow, and do not use the employer's equipment for it without consent.
If the AI tasks count as engineering work (reviewing technical solutions, for example), tell your employer first and keep it off its equipment.
First: Send your employer a short written notice and ask whether any policy applies.
Citizens and green card holders: no immigration limit
Likely fine
US work authorization rules limit non-citizens only. A lawful permanent resident is authorized to work without restriction on location or type of work (8 CFR 274a.12(a)(1)), and USCIS lists the right to work at any legal work of your choosing.
No visa rule limits 1099 AI training work for you. The limits that can apply come from your employer, profession and any benefits.
First: Check your employer's rules and any benefit you receive; no immigration approval is needed.
A work permit for any employer covers contract work
Likely fine
USCIS says holders of an unrestricted EAD may work for any employer and be self-employed. This covers H-4 spouses with an EAD, DACA recipients with a valid EAD, asylees and others; L-2 and E spouses are authorized by their status itself. Since a final rule effective 14 October 2026, renewals no longer extend the card automatically.
1099 AI training work is covered while your card is valid. A student (F-1) EAD is limited by other rules.
First: Check the category code and expiry date on your card, and renew early.
An H-1B worker may be employed only by the petitioner through whom the status was obtained (8 CFR 274a.12(b)(9)); working for another employer needs that employer's own H-1B petition, and unauthorized work is a failure to maintain status.
Freelance or 1099 AI training work for a platform is not allowed on an H-1B unless that company files its own H-1B petition for you. Doing it anyway puts your status at risk.
First: Do not start. Ask an immigration attorney whether a concurrent petition or another route is possible.
F-1 students may work on campus up to 20 hours a week in session (8 CFR 214.2(f)(9)), and off campus only with CPT, OPT or hardship authorization approved before they start.
A remote AI training platform is not on campus, so during your studies it is not allowed unless your CPT or OPT covers it.
First: Ask your designated school official before you apply to any platform.
CPT is work or training that is part of your degree program, through an agreement with your school, and may start only after your DSO authorizes it on your I-20.
AI training work is unlikely to qualify as CPT unless your program requires it and your school agrees. Work before authorization is unauthorized.
First: Ask your DSO whether your program offers CPT for this work, and wait for the endorsed I-20.
OPT: contract work counts if it relates to your degree
Needs an OK first
SEVP guidance says OPT employment may include 1099 work and self-employment when it relates to your degree. Post-completion OPT needs at least 20 hours a week on average, allows 90 days of unemployment in total, and every new employer must be reported.
AI training work can count for OPT only in your field. Fewer hours than the average count toward your 90 days, and you must report the platform.
First: Tell your DSO the platform and how it relates to your degree, add it in the SEVP Portal, and keep your contracts and hours.
A STEM OPT employer must use E-Verify, sign a training plan (I-983) and keep a real employer-employee relationship with you; students on the extension cannot be self-employed.
A 1099 platform cannot be your STEM OPT job. Extra contract work on top of your STEM job is not addressed by the rules, so it is your DSO's call.
First: Ask your DSO before any side work, and report any change of employer within 10 days.
TN: no self-employment; a new employer needs approval
Not allowed as things stand
The USCIS Policy Manual says self-employment does not qualify under USMCA, and work for a different or additional employer is not authorized until USCIS approves it.
Freelance or 1099 AI training work is not covered by TN status.
First: Ask an immigration attorney whether an added-employer TN application could fit before you start.
L-1, O-1 and other employer-tied visas: your petitioner only
Not allowed as things stand
L-1 and O-1 workers may be employed only by the petitioner through whom they got their status (8 CFR 274a.12(b)(12) and (13)); an O-1 can work for several employers only through their own petitions or an agent's. Work outside that is a failure to maintain status.
1099 AI training work for a platform is not covered unless an approved petition covers it, so it risks your status.
First: Do not start. Ask the attorney or agent who handles your visa whether an added petition could cover the platform.
On unemployment benefits: report every week's earnings
Needs an OK first
Each state runs its own unemployment insurance within federal rules, and claimants must report any earnings from work during each week they claim. California counts work in the week you did it, paid or not; New York counts even an hour of freelance work.
AI training income must be reported for the week you did the work, and it can reduce or stop that week's benefit. Not reporting can be treated as fraud.
First: Read your state agency's rule on part-time and self-employment earnings before the first task, and report every week.
Social Security before full retirement age: the 2026 earnings limit
Check this clause
In 2026, Social Security withholds $1 for every $2 earned above $24,480 before the year you reach full retirement age, and $1 for every $3 above $65,160 in that year. Net profit from self-employment counts; earnings from the month you reach full retirement age do not.
Net AI training profit counts toward the limit. Withheld benefits are not lost: they are added back after full retirement age.
First: Add your expected wages and net contract profit for the year and compare with your limit.
On Medicare: a large income year can raise premiums later
Likely fine
Medicare Part B and D premiums rise for people whose modified adjusted gross income is above $109,000 (single) or $218,000 (married filing jointly), based on the tax return from usually two years earlier.
Extra contract income is unlikely to matter below those levels, but a large year can raise your premiums two years later.
First: If your income is near the line, check before taking on many hours.
CalPERS retirees: the hour cap is about public employers
Check this clause
CalPERS limits retirees working for a CalPERS employer to 960 hours a fiscal year, including some contractor arrangements with those employers. Disability retirees have extra limits.
The cap is written for work for a CalPERS public employer, so private AI training work is likely outside it. Disability retirees should ask first.
First: If you receive a disability retirement, or the work connects to a public agency, ask CalPERS before you start.
Clearance holders: some outside work must be reported
Check this clause
The national security adjudicative guidelines (Guideline L) treat some outside work as a concern, such as work for a foreign government or entity, or on intelligence, defense or protected technology, and failing to report an outside activity when required.
AI training work for a US platform is usually not a concern, but a foreign-owned platform or defense related content may need to be reported.
First: Ask your facility security officer whether you must report it before you start.
Canada: an employer-specific permit covers that employer only
Not allowed as things stand
IRCC says employer-specific work permit holders are authorized to work for the employer who supported their application, while open permit holders may work for any eligible employer.
On an employer-specific permit, AI training work for a platform is not covered.
First: Do not start. Ask an immigration adviser whether an open permit or another route applies to you.
UK Skilled Worker: up to 20 hours of other work, eligible jobs only
Needs an OK first
GOV.UK says Skilled Worker visa holders may do up to 20 hours a week in another job or their own business while still doing their sponsored job, if the work has an eligible higher-skilled occupation code, is on the immigration salary list, or is in the same sector and level as their main job.
AI training work may fit only if it meets one of those conditions, and its hours, including invoicing, count toward the 20.
First: Check the occupation code of the work with an immigration adviser before you start.
A work permit tied to one employer rarely covers other work
Needs an OK first
Permits tied to an employer authorize work for that employer: Canada's employer-specific permits do, and the UK's Skilled Worker visa allows other work only within set limits.
Assume AI training work is not covered until your permit's own conditions say it is.
First: Read the conditions printed on your permit and ask an immigration adviser before you start.
Canada study permit: off-campus work up to 24 hours, self-employment counted
Check this clause
IRCC says eligible students may work off campus up to 24 hours a week during academic sessions, and self-employed students must track their hours to show they meet their permit's conditions.
AI training work can count as off-campus work if your permit allows it, within 24 hours a week in session.
First: Check your permit's conditions and keep a record of your hours.
Student visas limit work, and often self-employment
Needs an OK first
Student visas set their own work limits: the UK bars self-employment outright, while Canada allows off-campus work, including self-employment, up to 24 hours a week in session.
Whether AI training work is allowed depends on your country's student rules; assume it needs checking first.
First: Ask your school's international student office before any paid work.
Contract profit carries self-employment tax of 15.3% (12.4% Social Security, 2.9% Medicare) on 92.35% of net earnings, once they reach $400. Your salary counts toward the 2026 Social Security wage base of $184,500 first, and half of the tax is deductible.
Each $1,000 of net profit carries about $141 of self-employment tax, plus income tax at your rate. Above $184,500 in wages, only the Medicare part applies.
First: Set aside about 15% of your net profit for self-employment tax, plus income tax at your rate.
Pay the tax yourself: quarterly, or through your paycheck
A rule to keep
Platforms do not withhold tax. The 2026 estimated tax dates are April 15, June 15 and September 15, 2026 and January 15, 2027. Instead, you can raise the withholding at your day job on a new W-4, which counts as paid evenly through the year. To avoid a penalty, pay in at least 90% of this year's tax or 100% of last year's (110% above $150,000 of income).
With a salary, the simplest route is usually more withholding from your paycheck, even late in the year. For income starting now, the next quarterly date is January 15, 2027.
First: Use the IRS Tax Withholding Estimator and enter the extra amount on a new W-4, or pay by January 15, 2027.
From 2026 a payer files Form 1099-NEC for anyone paid at least $2,000 for services (it was $600). Income from side work must be reported even with no form, whatever service paid it.
A platform or payment service may send no 1099 below $2,000, but you still report every dollar.
First: Keep your own record of every payment and report it on Schedule C.
You are taxed on profit, and may deduct up to 20% of it
Likely fine
Contract income goes on Schedule C, where business expenses are deducted. The qualified business income deduction, made permanent by recent law, lets eligible people deduct up to 20% of business income, with a $400 minimum from 2026 for at least $1,000 of it.
Costs such as software and equipment lower your taxable profit, and part of the profit may be deducted from income tax (not from self-employment tax).
First: Keep receipts and a simple income and expense log from the first payment.
Contract profit can fund its own retirement account
Likely fine
A self-employed person can open a solo 401(k) or a SEP-IRA for self-employment income. Elective deferral limits apply per person across all your plans, including your employer's.
Net AI training profit can go into a retirement account on top of your employer plan, within the combined limits.
First: Check this year's limits on IRS.gov and ask a provider which plan fits.
States tax residents on their income and non-residents on work done in the state; California and New York do, while Florida has no personal income tax.
Remote AI training work done from home is generally taxed by your home state, and some states charge no income tax.
First: Check your state tax agency's rules, including whether it wants estimated payments too.
The CRA says self-employment income, including gig work and income through digital platforms, must be reported on your return using Form T2125; self-employed people file by 15 June, but any balance is due on 30 April. GST/HST registration is needed only above CAD 30,000 of revenue in four consecutive quarters.
AI training income is self-employment income to report on top of your salary, even with no tax slip.
First: Keep records of payments and expenses, and report them on Form T2125 with your return.
HMRC's trading allowance makes the first GBP 1,000 of trading income a tax year tax-free. Above it you register for Self Assessment by 5 October after the tax year ends.
Up to GBP 1,000 of AI training income a year may need nothing from you. Above it, register and file a return, separate from your employer's payroll.
First: Track gross platform income per tax year (6 April to 5 April) and register with HMRC by 5 October if you pass GBP 1,000.
Germany: tell the tax office, and file above EUR 410
A rule to keep
Abgabenordnung s. 138 requires notifying the Finanzamt when you start freelance work, and under Einkommensteuergesetz s. 46 an employee must file a return when income without wage tax exceeds EUR 410 a year.
Even with wage tax taken from your salary, freelance AI training income must be reported above EUR 410, and starting it must be notified.
First: Register the activity with your Finanzamt (through ELSTER) when you start, and keep records.
Netherlands: declare freelance income in your tax return
A rule to keep
The Belastingdienst says income from work outside employment, such as freelancing over the internet, must be declared in your income tax return as income from other work; no wage tax is withheld on it.
Platform income is taxed on top of your salary through your annual return.
First: Keep records of payments and costs, and check whether you count as an entrepreneur for income tax.
France: freelance income through a micro-entreprise
A rule to keep
Micro-entrepreneurs providing services stay in the simplified tax regime up to EUR 83,600 of turnover for 2026 income, declare turnover monthly or quarterly and yearly, keep a revenue book and issue invoices.
Freelance AI training income in France normally goes through a micro-entreprise registration, on top of your salary.
First: Register as a micro-entrepreneur on the official portal and choose monthly or quarterly declarations.
Spain: habitual self-employment means registering as autónomo
A rule to keep
Ley General de la Seguridad Social art. 305 includes in the self-employed regime (RETA) anyone who habitually carries out a paid activity on their own account, even while employed.
If AI training work becomes habitual, you must register as autónomo even with a job.
First: Check with the Seguridad Social or a gestor whether your work is habitual, and register if so.
Revenue says extra income under EUR 5,000 can be declared through myAccount, while above EUR 5,000 a year you register for self-assessment and file a Form 11.
Small amounts of AI training income go through myAccount; more means self-assessment.
First: Add up your non-PAYE income for the year and register with Revenue if you reach EUR 5,000.
business.gov.au says you can register a free Australian Business Number if you run a business or enterprise; it lets you avoid PAYG withholding on payments you receive.
If your AI training work is a business, a free ABN helps, and platforms may ask for one.
First: Check on the Australian Business Register whether you are entitled to an ABN, and keep income records for your return.
India: freelance income is business or professional income
A rule to keep
The Income Tax Department says income from business or profession is filed on ITR-3, or on ITR-4 where the presumptive scheme applies. The Income-tax Act, 2025 is in force from 1 April 2026.
AI training income on top of your salary is normally business or professional income.
First: Ask a chartered accountant which form fits and whether the presumptive scheme applies to you.
Mexico: RESICO's flat rate is open to salaried people too
A rule to keep
Ley del Impuesto sobre la Renta art. 113-E lets individuals with professional income under MXN 3,500,000 choose RESICO, paying 1% to 2.5% monthly by the 17th, also when they earn a salary.
You can keep your salary withholding and pay a simple flat rate on freelance income.
First: Ask the SAT or an accountant about registering in RESICO and issuing CFDI invoices.
Philippines: register with the BIR as a mixed income earner
A rule to keep
BIR Revenue Memorandum Order 23-2018 treats people with both salary and self-employment income as mixed income earners, taxed at graduated rates or, under PHP 3,000,000 of receipts, an 8% option on gross receipts chosen at registration.
Freelance AI training work means registering with the BIR and choosing graduated rates or the 8% option.
First: Register with your Revenue District Office using BIR Form 1901.
Poland: small freelance income may need no business registration
A rule to keep
Prawo przedsiębiorców art. 5 treats an individual's activity as unregistered when quarterly revenue stays at or below 225% of the minimum wage; above it you must register in CEIDG within 7 days.
Light AI training work can run without a registered business; income tax applies either way.
First: Track revenue per quarter and register in CEIDG within 7 days if you exceed the limit.
Portugal: open activity at the tax office before freelancing
A rule to keep
The Tax Authority requires anyone who independently and habitually provides services to file the declaração de início de atividade before the activity starts.
Regular freelance AI training income normally means opening activity first.
First: File the declaration in the Portal das Finanças before your first freelance work.
Canada: outside work on work time can justify dismissal
Check this clause
In Dove v. Destiny Media Technologies (2023 BCSC 1032) the BC Supreme Court restated that employees owe their employer full-time service unless agreed otherwise, and that working for an outside business during business hours without approval can justify dismissal.
AI training work on your own time is a different situation, but your contract's outside work and conflict clauses still apply, and the work never belongs on work time or work equipment.
First: Read your contract and code of conduct for outside activity or conflict clauses, and work only off the clock on your own equipment.
Ontario's Employment Standards Act, 2000 (s. 67.2) bars employers from agreements with employees that include a non-compete, and voids such a clause, except for executives and a business seller who joins the buyer.
A clause meant to stop you working after you leave is void for most staff. It does not touch outside work, conflict or confidentiality clauses that apply while you are employed.
First: Look for an outside activities or conflict of interest clause that applies during employment.
Quebec: a duty of loyalty, and limited non-competes
Check this clause
Civil Code of Quebec art. 2088 requires employees to act faithfully and honestly and not use confidential information from their work, and art. 2089 allows a non-compete only in writing and limited in time, place and type of work.
Nothing here bans a second job, but loyalty and confidentiality rule out using your employer's information or competing with it.
First: Check your contract for exclusivity or outside activity clauses, and keep employer information out of the work.
The Working Time Regulations 1998 limit working time to an average of 48 hours a week unless you opt out in writing; Acas says that if your jobs together go over 48 hours, each employer should discuss it with you, and you do not have to opt out.
A full-time job plus a few hours of AI training work normally stays under 48 hours. Above it you can opt out in writing or cut hours, and you cannot be punished for refusing to opt out.
UK: a no-other-work clause can bind salaried staff
Check this clause
Exclusivity terms are unenforceable for zero-hours workers and, since December 2022, for workers earning at or below the lower earnings limit (Acas gives GBP 129 a week). There is no general ban for other employees.
On a normal salary, a clause saying you may not work elsewhere, or only with consent, can be enforceable.
First: Find the other employment or exclusivity clause in your contract and see whether it asks for consent or only notice.
Germany: your employer may ask for consent, but needs a reason to refuse
Check this clause
The Federal Labour Court (BAG 9 AZR 464/00) held that a clause making side jobs subject to consent is valid, but the employer may not refuse arbitrarily: if its operational interests are not affected, you are entitled to consent. Article 12 of the Basic Law protects the freedom to take a side job.
If your contract asks for consent or notice, ask first; your employer needs a real reason, such as competition or working time, to say no.
First: Look for "Nebentätigkeit" in your contract and, if it needs consent, send a short written request before you start.
Arbeitszeitgesetz s. 2(1) adds together hours worked for several employers, and s. 3 limits a working day to 8 hours, 10 at most if the 8-hour average holds over 6 months. Your employer may ask you how much side work you do.
Side work as another employer's employee counts toward the daily limit. Whether purely self-employed hours count is not settled.
First: Keep main job plus side work within the daily limits, and be ready to tell your employer the hours if asked.
EU: employers may restrict a second job, not ban it
Likely fine
Article 9 of Directive (EU) 2019/1152 requires member states to stop employers from prohibiting work for other employers outside your schedule, or treating you adversely for it, allowing restrictions only on objective grounds such as health and safety, confidentiality, the integrity of the public service or conflicts of interest.
A blanket ban on side work is not allowed in the EU. A restriction needs a real reason, such as a conflict of interest.
First: Check whether your employer gives a specific objective reason for any restriction.
EU: a 48-hour average week, counted the way your country counts it
Check this clause
Directive 2003/88/EC limits average working time to 48 hours a week, with an opt-out in some countries. How hours with several employers or as a self-employed person are added up is left to national law.
Check how your country counts hours across jobs; in some, self-employed hours do not count at all.
Netherlands: a side-work ban is void without an objective reason
Likely fine
Burgerlijk Wetboek Book 7, art. 653a voids a clause that forbids or restricts working for others outside your hours, unless an objective reason justifies it, and bars disadvantaging you for relying on this.
A blanket ban in a Dutch contract is void; a specific restriction needs an objective reason such as a real conflict of interest.
First: If your contract restricts side work, ask your employer in writing which objective reason it relies on.
France: a duty of loyalty, and narrow exclusivity clauses
Check this clause
The Ministry of Labour's guide says employees with several jobs owe a duty of loyalty and may not compete with their employer. An exclusivity clause is valid only if indispensable to protect the company's legitimate interests and justified by the job; part-time staff generally cannot be bound by one.
Non-competing side work is generally allowed unless your contract has a valid exclusivity clause.
First: Check your contract and collective agreement for a clause d'exclusivité, and whether your employer's business overlaps the work.
France: the 48-hour cap counts salaried work, not freelance
Likely fine
Employees may not work more than 10 hours a day and 48 a week across all employers, but when salaried work is combined with self-employed work, only the salaried part counts toward the maximum.
Self-employed AI training hours do not count toward the legal cap, though your employer may ask you to confirm you respect it.
First: Be ready to confirm in writing that your salaried hours stay within the limits.
Spain: a second job is barred only for unfair competition or paid exclusivity
Check this clause
Estatuto de los Trabajadores art. 21 bars work for several employers only where there is unfair competition or you agreed to full dedication for express compensation; you can end such a pact with 30 days' written notice.
A Spanish employer cannot ban a side job in general. Check whether you signed a paid full-dedication pact.
First: Look for a "plena dedicación" or "no concurrencia" clause and whether you are paid for it.
Ireland: no ban on a second job, only written, objective limits
Likely fine
Section 6E of the Terms of Employment (Information) Act 1994 bars employers from prohibiting work for another employer outside your schedule; a restriction must be proportionate, objectively justified and set out in writing.
An Irish employer cannot ban a side job in general.
First: If told not to take a side job, ask for the written restriction and its grounds.
India: no-other-work clauses usually bind while you are employed
Check this clause
In Vijaya Bank v. Prashant B Narnaware (2025) the Supreme Court restated that Section 27 of the Indian Contract Act voids restraints of trade, but that clauses requiring exclusive service during employment are generally not a restraint and can be enforced.
Unlike a non-compete after you leave, a moonlighting or exclusivity clause can usually be enforced while you work there, so its wording decides.
First: Read your appointment letter for exclusivity, dual employment or prior consent clauses.
India: the double-employment ban covers factories and mines
Likely fine
Section 30 of the Occupational Safety, Health and Working Conditions Code, 2020 (in force from 21 November 2025) bars working in a factory or mine within 12 hours of working in another; it does not reach remote or office work.
No statute bars remote AI training work for most professionals; your contract does the restricting.
First: Check your appointment letter rather than the law.
Brazil: no default ban; competing trade is cause for dismissal
Check this clause
CLT art. 482(c) makes habitual trading without the employer's permission a cause for dismissal when it competes with the employer or harms the service. Nothing in it bars a second job as such.
Side work that does not compete and does not hurt your job is not a cause for dismissal under this article.
First: Check your contract and code of conduct for consent or exclusivity clauses.
Mexico: a second job is not a ground for dismissal; secrecy is
Check this clause
Ley Federal del Trabajo art. 47 lists the grounds for dismissal without liability and none is holding another job, while art. 134 requires workers to keep the technical, commercial and manufacturing secrets they learn at work.
A side job is not a statutory ground for dismissal, but using your employer's secrets or competing with it could be, and your contract may still ask for exclusivity.
First: Read your contract and internal work rules for exclusividad, conflicto de intereses or confidentiality clauses.
Poland: a competition ban needs a separate agreement
Check this clause
Kodeks pracy art. 101(1) bars competing activity only to the extent of a separate agreement, while art. 100 requires keeping secret information that could harm the employer.
Without a separate competition agreement the Code does not bar other work, but never for a competitor or with your employer's information.
First: Check whether you signed an umowa o zakazie konkurencji, and read any confidentiality clause.
Portugal: your employer cannot block another job without a reason
Likely fine
Since 2023, Código do Trabalho art. 129 bars employers from obstructing another professional activity except on objective grounds such as safety or professional secrecy; the duty of loyalty (no competing, no disclosure) still applies.
An employer cannot simply block a second job in Portugal, but competition and confidentiality duties still bind you.
First: If your employer objects, ask which objective ground it relies on.
In every state except Montana, employment is presumed at will: an employer may end it for almost any reason that is not unlawful. No federal law gives employees a general right to a second job, and only a few states (California, Colorado, New York in part, North Dakota) protect lawful activity off duty beyond the use of legal products.
Unless a state law or your contract protects it, a private employer can generally restrict or discipline paid AI training work, so its policy and what you signed are the first things to read.
First: Read your employer's outside work, conflict of interest and confidentiality policies and anything you signed before you start, and ask in writing if a rule is unclear.
Labor Code 96(k) lets the Labor Commissioner take claims for lost wages when a worker is demoted, suspended or fired for lawful conduct during nonworking hours away from the employer's premises, and 98.6 bars retaliation for it, with a civil penalty of up to $10,000 per violation.
Paid AI training work done in your own time, away from work and without your employer's resources, is generally protected. It does not cancel a valid confidentiality, conflict of interest or invention clause.
First: Read your employer's outside work and conflict of interest policy; if your employer objects anyway, contact the California Labor Commissioner before you change anything.
New York protects leisure and politics, not paid side work
Check this clause
Labor Law 201-d bars discrimination over lawful political activities and recreational activities outside work hours, and defines recreational activities as leisure for which the employee receives no compensation. It does not protect activity that creates a material conflict of interest with the employer's business.
Because AI training work is paid, it is probably outside this protection, so in New York your employer's policy and your contract decide.
First: Read your employer's outside employment and conflict of interest policy and any agreement you signed before you start.
C.R.S. 24-34-402.5 makes it unlawful to fire an employee for lawful activity off the employer's premises during nonworking hours, unless the restriction relates to a bona fide occupational requirement or the employee's particular duties, or is needed to avoid a conflict of interest or its appearance.
A second job done off premises is usually protected in Colorado. Your employer can still act where the work creates a real or apparent conflict with your role.
First: Check whether AI training work could look like a conflict with your own role, and read the conflict of interest policy.
North Dakota protects lawful activity off premises
Likely fine
Century Code 14-02.4-03 makes it a discriminatory practice to fire or treat an employee adversely for lawful activity off the employer's premises during nonworking hours, unless it is in direct conflict with the employer's essential business interests.
Paid AI training work in your free time is generally protected, unless it directly conflicts with your employer's core business.
First: Check that the work does not compete with your employer's core business.
Washington: no ban on a second job for lower earners
Likely fine
RCW 49.62.070 bars an employer from restricting an employee who earns less than twice the state minimum hourly wage from having another job, working as an independent contractor or being self-employed. With the 2026 minimum of $17.13, that line is $34.26 an hour. Safety issues, the employer's reasonable scheduling and the duty of loyalty are exceptions.
Below that pay, a flat ban on paid AI training work is not allowed. Above it, this law does not protect you and your employer's policy decides.
First: Compare your hourly pay with $34.26, then check your employer's policy for safety, scheduling or conflict limits.
No federal ban on non-competes: your state decides
Check this clause
The FTC's 2024 rule banning non-competes was set aside in court, and on 5 September 2025 the FTC dropped its appeals. It now acts case by case, and a February 2026 notice removed the rule from the federal regulations.
State law and your contract decide whether a non-compete matters. A non-compete usually concerns working for a competitor; AI training for an AI lab rarely competes with a hospital or law firm, but it can for a tech or AI employer.
First: Read what your non-compete clause actually restricts, and check your state's rule below.
California voids non-competes, wherever they were signed
Likely fine
Business and Professions Code 16600 voids contracts that restrain anyone from a lawful profession, trade or business, and 16600.5 makes them unenforceable wherever and whenever they were signed, with a right to sue.
A non-compete cannot stop paid AI training work in California. Confidentiality and invention clauses are different and still apply.
First: If an employer cites a non-compete, point to section 16600.5 and get advice before you sign anything new.
Minnesota Statutes 181.988 makes covenants not to compete void and unenforceable, except when a business is sold or dissolved. Confidentiality agreements are not affected.
A Minnesota non-compete signed since July 2023 cannot stop paid AI training work. Confidentiality and invention terms still apply.
First: Read your agreement for confidentiality and invention terms, which the ban does not remove.
North Dakota voids contracts that restrain a trade
Likely fine
Century Code 9-08-06 voids contracts that restrain anyone from a lawful profession, trade or business, except on the sale of a business or a partnership dissolution.
A non-compete in an ordinary employment contract is void in North Dakota and cannot stop paid AI training work.
First: Read any confidentiality or invention clauses, which this section does not affect.
15 O.S. 219A lets someone who agreed not to compete work in the same or a similar business, as long as they do not solicit the former employer's established customers. A conflicting contract term is void.
An Oklahoma non-compete cannot block AI training work. A customer non-solicit can still apply.
First: Make sure AI training work does not involve your employer's customers.
C.R.S. 8-2-113 voids non-competes except for highly paid workers ($130,014 for 2026) and only to protect trade secrets, with a signed notice. Physician non-competes are void, and since 6 August 2025 limits also cover other health professionals.
Below the pay line, a non-compete cannot hold you. Above it, it still rarely blocks AI training work unless your employer competes with the platform.
First: Check your annual pay against the line and whether you received the signed notice the law requires.
Washington non-competes: a pay line now, a ban from 2027
Check this clause
A Washington non-compete is void unless the worker earns more than $126,858.83 in 2026 ($317,147.09 for contractors). ESHB 1155, signed 23 March 2026, voids non-competes regardless of pay from 30 June 2027.
Most Washington workers cannot be held to a non-compete today, and from mid 2027 almost none can.
First: If your contract has a non-compete, check your pay against the line and whether the work competes with your employer.
Wyoming voids most non-competes signed since July 2025
Likely fine
W.S. 1-23-108 voids non-competes that restrict a person's right to be paid for their work, except for business sales, trade secrets, training costs and executive and management staff. It applies to contracts made from 1 July 2025.
Unless you are an executive or manager, a non-compete signed since July 2025 cannot stop AI training work. Older contracts are not changed.
First: Check the date of your agreement and whether you count as executive or management staff.
The Illinois Freedom to Work Act bars non-competes for employees earning $75,000 a year or less, and non-solicits under $45,000. It does not cover confidentiality or invention clauses.
At or below $75,000 a non-compete cannot hold you. Above it, it rarely blocks AI training work unless your employer competes directly.
First: Check your annual pay and what the covenant actually restricts.
Massachusetts limits non-competes to 12 months, with pay
Check this clause
The Massachusetts Noncompetition Agreement Act caps non-competes at 12 months, requires garden leave pay or other agreed consideration, and bars them for nonexempt employees, students and people terminated without cause or laid off. Confidentiality and invention agreements are not covered.
A Massachusetts non-compete is hard to enforce and rarely blocks AI training work. Confidentiality and invention terms still apply.
First: Check whether your agreement pays garden leave, how long it runs, and whether you are an exempt employee.
California: what you make on your own time is yours
Likely fine
Labor Code 2870 says an agreement cannot require you to assign an invention you developed entirely on your own time without your employer's equipment, supplies, facilities or trade secrets, unless it relates to the employer's business or research or results from your work for it.
AI training work done on your own time and computer is generally not your employer's, unless it relates to its business. The platform's own terms usually give your work product to the platform or its customer.
First: Find the section 2870 notice in your invention agreement, and keep the work on your own devices and time.
Washington: what you make on your own time is yours
Likely fine
RCW 49.44.140 limits invention clauses to work that relates directly to the employer's business or results from work for it; inventions made entirely on your own time without its equipment, supplies, facilities or trade secrets are yours.
AI training work done on your own time and computer is generally outside what a Washington employer can claim, unless it relates to its business.
First: Read your invention clause for wording that claims anything "related to" your employer's business, and keep the work off its devices and time.
Minnesota: what you make on your own time is yours
Likely fine
Minnesota Statutes 181.78 says an invention clause does not apply to an invention developed entirely on your own time without the employer's equipment, supplies, facility or trade secrets, unless it relates directly to the employer's business or research, or results from your work for it.
AI training work done on your own time and computer is generally outside what a Minnesota employer can claim, unless it relates to its business.
First: Read your invention clause for wording that claims anything "related to" your employer's business, and keep the work off its devices and time.
The Employee Patent Act (765 ILCS 1060/2) voids invention clauses for inventions developed entirely on your own time without the employer's equipment, supplies, facilities or trade secrets, unless they relate to its business or research or result from your work for it.
AI training work done on your own time and computer is generally outside what a Illinois employer can claim, unless it relates to its business.
First: Read your invention clause for wording that claims anything "related to" your employer's business, and keep the work off its devices and time.
North Carolina: what you make on your own time is yours
Likely fine
G.S. 66-57.1 makes an invention clause unenforceable for inventions developed entirely on your own time without the employer's equipment, supplies, facility or trade secrets, unless they relate to its business or research or result from your work for it.
AI training work done on your own time and computer is generally outside what a North Carolina employer can claim, unless it relates to its business.
First: Read your invention clause for wording that claims anything "related to" your employer's business, and keep the work off its devices and time.
19 Del. C. 805 says an invention clause does not apply to an invention developed entirely on your own time without the employer's equipment, supplies, facility or trade secrets, unless it relates to its business or research or results from your work for it.
AI training work done on your own time and computer is generally outside what a Delaware employer can claim, unless it relates to its business.
First: Read your invention clause for wording that claims anything "related to" your employer's business, and keep the work off its devices and time.
K.S.A. 44-130 voids invention clauses for inventions made entirely on your own time without the employer's equipment, supplies, facilities or trade secrets, and requires the employer to tell you so in writing.
AI training work done on your own time and computer is generally outside what a Kansas employer can claim, unless it relates to its business.
First: Read your invention clause for wording that claims anything "related to" your employer's business, and keep the work off its devices and time.
New Jersey: what you make on your own time is yours
Likely fine
N.J.S.A. 34:1B-265 (from 2018) says an invention clause does not apply to an invention developed entirely on your own time without the employer's equipment, supplies, facilities or information, unless it relates to its business or research or results from your work for it.
AI training work done on your own time and computer is generally outside what a New Jersey employer can claim, unless it relates to its business.
First: Read your invention clause for wording that claims anything "related to" your employer's business, and keep the work off its devices and time.
Labor Law 203-f (2023) says an invention clause does not apply to an invention made entirely on your own time without the employer's equipment, supplies, facilities or trade secrets, unless it relates to its business or research or results from your work for it.
AI training work done on your own time and computer is generally outside what a New York employer can claim, unless it relates to its business.
First: Read your invention clause for wording that claims anything "related to" your employer's business, and keep the work off its devices and time.
Utah protects own-time work, but reads "related" widely
Check this clause
Utah Code 34-39-3 limits invention clauses to employment inventions, which 34-39-2 defines to include anything related to the employer's industry or trade or its current or anticipated business or research.
In a tech or AI related industry, own-time AI training work could fall on your employer's side. In an unrelated field you are generally protected.
First: Compare your employer's industry with the AI training tasks, and read your invention agreement.
Nevada has no own-time protection: your contract decides
Check this clause
NRS 600.500 makes the employer the owner of patentable inventions and trade secrets an employee develops in the course of the job that relate directly to the work, unless a written agreement says otherwise. Nevada has no statute voiding broader invention clauses.
The statute does not claim separate own-time work, but a broad contract clause can.
First: Read your invention clause closely, especially "related to the business" or "all work" wording.
School district policies put school duties first and bar outside work that gets in the way or creates a conflict. Bossier Parish (Louisiana), for one, bars outside duties during working hours without written approval and any use of school facilities or equipment. AI training work in evenings and weekends on your own device is usually allowed, but your district's policy may ask for notice or approval.
Can I do AI training work on an H-1B visa?
An H-1B worker may be employed only by the petitioner through whom the status was obtained (8 CFR 274a.12(b)(9)); working for another employer needs that employer's own H-1B petition, and unauthorized work is a failure to maintain status. Freelance or 1099 AI training work for a platform is not allowed on an H-1B unless that company files its own H-1B petition for you. Doing it anyway puts your status at risk.
How is AI training income taxed next to a salary?
Contract profit carries self-employment tax of 15.3% (12.4% Social Security, 2.9% Medicare) on 92.35% of net earnings, once they reach $400. Your salary counts toward the 2026 Social Security wage base of $184,500 first, and half of the tax is deductible. Each $1,000 of net profit carries about $141 of self-employment tax, plus income tax at your rate. Above $184,500 in wages, only the Medicare part applies. Platforms do not withhold tax. The 2026 estimated tax dates are April 15, June 15 and September 15, 2026 and January 15, 2027. Instead, you can raise the withholding at your day job on a new W-4, which counts as paid evenly through the year. To avoid a penalty, pay in at least 90% of this year's tax or 100% of last year's (110% above $150,000 of income). With a salary, the simplest route is usually more withholding from your paycheck, even late in the year. For income starting now, the next quarterly date is January 15, 2027.
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