Question 1

How do I write a good AI/ML job description?

Accepted Answer

A strong AI/ML job description clearly separates must-have from nice-to-have requirements, includes specific technologies rather than vague terms, provides salary transparency, and avoids biased language. Be realistic about what one person can do — listing every ML technology as a requirement creates a 'unicorn' JD that discourages qualified candidates from applying.

Question 2

How many required skills should I list?

Accepted Answer

Research shows that listing more than 6-8 requirements significantly reduces the applicant pool, particularly among women and underrepresented groups who tend to only apply when they meet all listed criteria. Separate your requirements into 'must-have' (4-6 items) and 'nice-to-have' (3-4 items) to attract a broader, more diverse candidate pool.

Question 3

Should I include salary in my job description?

Accepted Answer

Yes. Job listings with salary ranges receive significantly more applications. In Australia, salary transparency is increasingly expected, and some states are moving towards mandatory disclosure. Including a range also saves time by filtering out mismatched expectations early in the process.

Question 4

What is biased language in job descriptions?

Accepted Answer

Biased language includes gendered terms ('ninja', 'rockstar'), ageist phrases ('digital native', 'young and dynamic'), exclusionary requirements ('native English speaker'), and aggressive language ('crush it', 'dominant'). These terms can discourage qualified candidates from diverse backgrounds from applying, even if that wasn't your intention.

Question 5

How long should an AI/ML job description be?

Accepted Answer

Aim for 500-800 words. Job descriptions that are too short lack the detail candidates need to assess fit, while overly long ones (1000+ words) see lower completion rates. Focus on what makes the role and your team unique rather than generic corporate boilerplate.

Question 6

Is my data private when using this tool?

Accepted Answer

Yes, completely. All generation happens locally in your browser using JavaScript. No data is sent to our servers or stored anywhere. Your job description details stay on your device.

Question 7

Can I edit the generated job description?

Accepted Answer

Absolutely — the generated JD is a starting point, not a final draft. Copy it and customise it with your company's specific details, team culture, and unique selling points. The best job descriptions include authentic details about your team and the problems you're solving.

Question 8

What makes Australian AI/ML job descriptions different?

Accepted Answer

Use Australian English spelling (e.g., 'optimise' not 'optimize'). Reference Australian-specific benefits like superannuation, parental leave entitlements, and local work arrangements. Mention visa sponsorship availability if applicable. Reference Australian privacy and AI regulations if governance is part of the role.

AI/ML Job Description Generator

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