Data Science Performance Appraisal Framework - Evaluating Data Scientists in IT - pragmatic approach скачать в хорошем качестве

Data Science Performance Appraisal Framework - Evaluating Data Scientists in IT - pragmatic approach

Data Science Performance Appraisal Framework - Evaluating Data Scientists in IT - pragmatic approach. My video outlines a comprehensive framework for evaluating data scientists within IT organizations, moving beyond simple technical metrics toward a more holistic performance appraisal. It argues that true success in this role requires a balance of business impact, technical rigor, and operational discipline, rather than focusing solely on model accuracy. The author details specific Key Result Areas (KRAs) and Objectives and Key Results (OKRs) that hold professionals accountable for everything from data cleaning to stakeholder communication. By suggesting a weighted scoring model, the document ensures that innovation and deployment efficiency are valued alongside traditional research. Ultimately, the source serves as a guide for managers to transform vague expectations into measurable business value and professional growth.