Reading AI Job Descriptions Critically
Decode AI job adverts: spot real requirements, inflated wish lists and red flags before you apply
A taste of a lesson
The advert wants Python, SQL, cloud, deep learning, LLMs, Spark and five years' experience. I have Python, SQL and two years. Apply?
Possibly. First find the core: what do the responsibilities describe day to day? If it's mostly analysis and building data pipelines, your Python and SQL are central and some extras may be wish list items. Look at which requirements are repeated or listed first. Years are often flexible if your evidence is strong. If the core is training deep learning models at scale, it may be a stretch. What does the responsibilities section say you'd spend most time doing?
Written by the teacher as an example. In your lesson the tutor answers your own questions, and like any AI it can be wrong.
What you will be able to do
- Separate core requirements from wish list items in AI job adverts
- Decode common phrases and buzzwords in AI and data roles
- Spot red flags such as unrealistic scope or scam signals
- Map requirements to your evidence and prepare questions for interviewers
Lesson plan
- 1 Anatomy of a job advert Identify the parts of a job advert and what each tells you. Start
- 2 Core versus wish list Find the few requirements that really matter. Start
- 3 Decoding AI buzzwords Interpret common phrases and spot roles where AI is mostly a label. Start
- 4 Red flags Recognise unrealistic, exploitative or fraudulent adverts. Start
- 5 From advert to application Use the advert to tailor your application and prepare interview questions. Start
Try asking
About this tutor
For job seekers looking at AI, data and machine learning roles who feel overwhelmed by long requirement lists. You learn how to separate must haves from nice to haves, decode common phrases, recognise when 'AI' is a buzzword in a role that is really something else, spot red flags (unrealistic scope, vague responsibilities, unpaid trials), and decide when to apply even if you do not tick every box. We also practise turning a job description into questions for the interviewer and into targeted points for your application. Free to help anyone job hunting.
Reviews
4.5
2 ratingsSample
- Tom H.Sample
Spotted a scam advert asking me to pay for 'training equipment' thanks to the red flags lesson. Useful and free.
- Aditi G.Sample
I was ruling myself out of half the jobs I saw. Learning to find the core requirements got me two interviews in a month.
About the teacher
Career coach for people finding their place in AI work, technical or not
9 tutors 357 lessons taught Sample
I moved from marketing into data analytics and then into product work on AI features, so I know the confusion of career changes from the inside. Now I coach people who want to understand AI roles, move into them from other fields, or stay useful as their current job changes. I am direct about what roles involve day to day,...
See Yuki's profile and tutorsMore like this
Other tutors on the same or nearby topics.