SAP Data Scientist Interview Questions

2100+ verified questions, indexed by team and level. Real questions submitted by candidates who completed SAP loops in the last 24 months.

About the SAP Data Scientist hiring loop

SAP uses Career Levels T1 (junior) → T4 (principal). Technical rounds drill on ABAP, BTP, S/4HANA. Hub-specific variants — Walldorf weighted on rigour, Bangalore on delivery, Palo Alto on product. Bilingual German + English in Walldorf.

Data Science rounds score on statistical rigour, metric definition quality, SQL fluency, framework clarity for case studies, and communication of uncertainty. Companies weight experimental design vs ML modelling differently.

Topics covered in SAP Data Scientist interviews

  • 01Probability + statistics (hypothesis tests, A/B testing, p-values)
  • 02SQL fluency under time pressure
  • 03Machine learning fundamentals (bias-variance, regularisation, evaluation metrics)
  • 04Experimental design (sample size, power, interference)
  • 05Analytical case studies with metric definition
  • 06Stakeholder communication of statistical results

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