Why do so many remote data jobs say US-only?

Usually data residency rather than preference. Regulations such as HIPAA, and contracts with government or financial customers, restrict which countries staff handling that data may work from. The restriction is about the data, not about the candidate.

Are machine learning and AI roles included here?

Yes — machine learning, applied AI and research engineering roles are classified into data and analytics when the title and team point that way. Research-heavy positions may also appear under research and science.

Remote data and analytics jobs open to Pakistan

Data roles sit close to engineering in how openly they hire, with one important difference: the work usually touches production customer data, so the compliance questions arrive earlier and matter more. A data engineering role at a company with European customers will run into GDPR before it runs into anything about you.

65 data & analytics roles currently verified as open to applicants in Pakistan, re-checked nightly against each employer’s own posting.

What disqualifies you here

Data residency is the specific blocker here and it is not negotiable when it applies. Healthcare data under HIPAA, EU personal data under GDPR, and anything under a government contract all come with rules about where the people handling it may sit. This is why an otherwise fully remote data role will say 'US only' with no further explanation.

What to check before applying

Read the company's customer base, not just the posting. A B2B analytics company serving startups has far more freedom than one serving hospitals or banks. If the role mentions PII, PHI or a named compliance regime, ask about location restrictions in the first conversation rather than the fourth.

Open data & analytics roles

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Questions about remote data & analytics work from Pakistan

Why do so many remote data jobs say US-only?: Usually data residency rather than preference. Regulations such as HIPAA, and contracts with government or financial customers, restrict which countries staff handling that data may work from. The restriction is about the data, not about the candidate.
Are machine learning and AI roles included here?: Yes — machine learning, applied AI and research engineering roles are classified into data and analytics when the title and team point that way. Research-heavy positions may also appear under research and science.

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