Often Missing SkillsProduction grade version control habitsStructured documentation practicesReproducible reportingCode testingData provenance trackingClear metric definitionsSecure data handling basicsConsulting delivery skills
Development SuggestionsBuild a repeatable consulting toolkit with templates, checklists, and example reports. Practice on a small set of public datasets to demonstrate end to end reproducibility, from raw data to final figures, with clear documentation and quality checks.