Medical Coding, Writing and Life Sciences AI Training Interview Questions

This group covers medical coders, medical writers and life sciences linguists who check clinical and regulatory content for AI projects or translate it. Postings ask for certifications (for example coding credentials) or regulated-document experience, and some list a translation or quality test. These practice questions focus on precision with regulated text.

14 open roles in this groupUpdated 9 October 2026

Practice questions

These are practice questions written for this site to help you prepare. No platform has said it asks these exact questions.

Assign codes to this short inpatient case and justify them.
A good answer covers: Principal diagnosis, secondary diagnoses and procedures per the official guidelines, with the reason each is chosen.
What is the difference between a principal and a secondary diagnosis?
A good answer covers: Principal is the condition chiefly responsible for the admission after study; secondary diagnoses coexist or develop and affect care.
Review a model-written plain language summary of a clinical study.
A good answer covers: Check accuracy against the source, no overstated results, correct numbers, readable for patients.
How do you translate a patient information leaflet differently from a clinical protocol?
A good answer covers: Leaflets need plain, patient-friendly language; protocols need technical precision. Both follow regulatory terminology.
What are common errors in model-generated medical writing?
A good answer covers: Invented references, wrong statistics, overstated benefits, missing safety information.
How do you keep terminology consistent across regulatory documents?
A good answer covers: Approved glossaries, standard terminologies and translation memories.
What does pharmacovigilance mean, in one sentence?
A good answer covers: Monitoring, assessing and preventing adverse effects of medicines after approval.
How do you handle unclear documentation when coding?
A good answer covers: Do not assume; follow the query process to the clinician.

What the platforms say about the assessment

In the 2026-10-09 data, roles in this group came from Welo Data (Welocalize), micro1 and Terac. Each platform runs its own process, and steps can differ by role. Below is what each platform's public pages or postings say, followed by lines quoted from current postings in this group.

Welo Data (Welocalize)

Welo Data's join page lists these steps: apply, create a Welo Works account, take a Language and Cultural Assessment, optional study materials, a qualification exam, then payment setup and agreement.
Many postings say there is no formal interview and the process is automated. Several mention learning modules and a quality test designed by the client; translation roles may include a translation test.
Welo Data says it only contacts applicants from @welocalize.com, @weloglobal.com, @hire.lever.co and @welodata.ai addresses and never asks for fees.

Source: welodata.ai

micro1

micro1's experts page describes four steps: apply for opportunities, take the AI interview, get onboarded, start earning.
Postings commonly list screening questions, then an AI interview, then in some roles a technical assessment, then a review by the hiring manager. Interview lengths stated in postings range from about 10 to 30 minutes.
Some postings ask you to complete the interview and assessment without outside assistance.
micro1's FAQ says certification does not guarantee immediate placement on a project.

Source: www.micro1.ai

Terac

Terac's expert docs describe signing in with LinkedIn, verifying your phone, connecting LinkedIn or adding a resume, and a short voice conversation of about 10 minutes that the docs say you can skip and take later.
Each opportunity then has its own steps, usually screening questions followed by the tasks themselves. Research postings describe remote video or voice interviews of 30 to 90 minutes.

Source: terac.com

Quoted from current postings

"During a remote voice interview, you will discuss your organization's approach to data compliance and risk management."
Healthcare Data Governance Leaders: Interview on AI Access and Compliance, terac

"Please note there will be an assessment as part of our onboarding and quality procedure, please only apply if you're willing to complete our assessment."
English to Spanish (ESMX native) for Life Sciences Linguist, welocalize

"You will participate in a 45-minute, one-on-one video interview with our Chief Scientific Officer."
Pharmaceutical Regulatory Affairs Professionals: Strategy and Process Interview, terac

"Available for a 45-minute remote video interview."
Pharmaceutical Regulatory Affairs Professionals: Strategy and Process Interview, terac

Steps were read from public pages and postings, not tested first-hand. Passing a screening does not guarantee a project, hours or pay.

Terms to know

Domain expert: Someone hired for professional knowledge in a field, such as law, medicine or engineering, to write or judge expert-level tasks.
Fact-checking: Checking each claim in a model's answer against reliable sources and marking what is wrong or unsupported.
Taxonomy: The fixed list of categories a project uses for labeling, often with definitions and examples for each.
Grounding: Whether an answer is supported by a given source, such as a document, search result or retrieved passage.

Open roles in this group (14)

Inpatient Coder (CCS / CIC) micro1 $50-70/hr as listed Referral
Medical Coder micro1 $20-32/hr as listed Referral
English to Spanish (ESUS/US based) for Life Sciences Linguist Welocalize Rate not listed
Spanish (Spain) to English Pharmacovigilance Linguist Welocalize Rate not listed
English to Spanish (ESMX native) for Life Sciences Linguist Welocalize Rate not listed
Healthcare Data Governance Leaders: Interview on AI Access and Compliance Terac $170/task as listed
Medical Writer (Pharmaceutical) micro1 $30-60/hr as listed Referral
Medical Communications Manager micro1 $50-80/hr as listed Referral
Clinical Publications Author micro1 $50-80/hr as listed Referral
Pharmaceutical Regulatory Affairs Professionals: Strategy and Process Interview Terac $270/task as listed
English to Spanish (LatAm) for Life Sciences Linguist Welocalize Rate not listed
French to English for Life Sciences / Pharmacovigilance Linguist Welocalize Rate not listed
English to French Canadian for Pharmacovigilance Linguist Welocalize Rate not listed
Life Sciences German Linguist Welocalize Rate not listed

Medical Coding, Writing and Life Sciences AI Training Interview Questions

Practice questions

Assign codes to this short inpatient case and justify them.

What is the difference between a principal and a secondary diagnosis?

Review a model-written plain language summary of a clinical study.

How do you translate a patient information leaflet differently from a clinical protocol?

What are common errors in model-generated medical writing?

How do you keep terminology consistent across regulatory documents?

What does pharmacovigilance mean, in one sentence?

How do you handle unclear documentation when coding?