Do you put a photo on a Data Scientist résumé in New Zealand?

Photo: leave off. Leave it off — New Zealand anti-discrimination norms apply regardless of role.

How long should a Data Scientist résumé be in New Zealand?

2–3 pages. Keep the strongest data scientist bullets near the top.

What date format should I use for New Zealand?

DD/MM/YYYY. Use it consistently across every role and education entry.

Which Data Scientist keywords matter for the ATS?

Lead with role-relevant terms such as Python, scikit-learn, PyTorch, TensorFlow, pandas, NumPy, statsmodels, XGBoost — but only ones genuinely in your experience. The optimizer flags which the target JD wants that you're missing.

Data Scientist · New Zealand format

The Data Scientist résumé format for New Zealand.

Your data scientist experience doesn't change across borders — but how you present it does. Here's what a data scientist résumé for New Zealand should include and leave off: the personal-data norms, length, date format, and language recruiters there expect — plus the data scientist keywords the ATS scans for. Resuvia reforms your résumé to these conventions in one click, without fabricating anything.

Personal details on a New Zealand résumé

PhotoLeave off
Date of birthLeave off
NationalityOptional
Marital statusLeave off
GenderLeave off

What else matters in New Zealand

Mention visa/work rights if not a citizen/resident.

Data Scientist keywords to lead with

Whatever the market, a data scientist résumé is scored on role-relevant terms. Mirror the ones the job description uses — but only those genuinely in your experience.

Pythonscikit-learnPyTorchTensorFlowpandasNumPystatsmodelsXGBoostLightGBMfeature engineeringA/B testingcausal inferenceexperimentationMLflowAirflowdbt

Data Scientist résumé mistakes to fix first

01
AUC / F1 with no business context. A 0.91 AUC means nothing without "what decision does this drive?" — recruiters skim for impact.
02
No mention of deployment. JDs increasingly ask for ML in production. If every project ends at "trained the model," the score will flag it.
03
Heavy on Kaggle, light on shipped work. One real production model beats five tutorial-grade notebooks. Rebalance.

Best-effort guidance on common New Zealand conventions, not legal advice — verify specifics before relying on them, especially anti-discrimination rules.

FAQ

Do you put a photo on a Data Scientist résumé in New Zealand?: Photo: leave off. Leave it off — New Zealand anti-discrimination norms apply regardless of role.
How long should a Data Scientist résumé be in New Zealand?: 2–3 pages. Keep the strongest data scientist bullets near the top.
What date format should I use for New Zealand?: DD/MM/YYYY. Use it consistently across every role and education entry.
Which Data Scientist keywords matter for the ATS?: Lead with role-relevant terms such as Python, scikit-learn, PyTorch, TensorFlow, pandas, NumPy, statsmodels, XGBoost — but only ones genuinely in your experience. The optimizer flags which the target JD wants that you're missing.