Profession competency template
Use this template to prepare for interviews or publish a vacancy with the same skill structure. Hard skills, soft skills, and documents in one kit.
Profession template description
Data Scientist (Data Specialist) — data analysis, building predictive models, conducting experiments (tech giants, financial institutions, healthcare)
Profession template Publicprofession
Python programming. Data structures and algorithms in PythonHard skill. (Self-study. Q&A. Tutorials. Python. Pandas. Asyncio.)(Python algorithms, Python data structures, Python algorithms and data structures, Python recursion, Python sorting implementations, Python binary search, Python linked list, Python hash table, Big-O asymptotics for Python, double-ended queue (collections deque), heapq heap and priority queue, bisect module working with sorted lists)
Relational and NoSQL databases. Hard skill. (SQL. PostgreSQL. MySQL. Oracle. NoSQL. MongoDB. Cassandra. Redis. Indexes. ACID. Transactions. Query optimization. Self-study. Q&A. Tutorials. Documentation.)
Cloud platforms and architecture Hard skill. (AWS, Azure, GCP, IaaS, PaaS, SaaS, Cloud-native, Cloud security, IAM access management, Cloud network infrastructure. Self-study. Q&A. Tutorials. Hard skill.)
Обработка и подготовка данных (ETL/ELT) Hard skill. (Data preprocessing. ETL. ELT. Data cleaning. Data transformation. Apache Spark. Hadoop. Self-study. Q&A. Tutorials. Documentation.)
Построение конвейеров данных и автоматизация Hard skill. (Data pipelines. Automation. Airflow. Prefect. Luigi. CI/CD for ML. MLOps. Self-study. Q&A. Tutorials. Documentation.)
Analytical thinking and solving complex problems. Training. (Critical thinking. Problem solving. Decision making. Self-study. Training. Coaching. Lecture. Courses. Soft skill.)
Creativity and out-of-the-box thinking Soft skill. (Creative thinking. Lateral thinking. Idea generation. Problem solving. Self-study. Training. Coaching. Lecture. Courses. Soft skill.)
Efficient allocation of tasks to achieve goals Training. (Time management. Planning. Personal productivity. Self-study. Training. Coaching. Lectures. Courses. Soft skills.)
Stress resistance and punctuality Soft skill. (Time management. Time management. Soft skill. Self-study. Training. Coaching. Lecture. Courses. Soft skill.)
Time management and organization of the workday Soft skill. (Work efficiency. Time management. Productivity. Self-study. Training. Coaching. Lecture. Courses. Soft skill.)
Development of communication skills and effective teamwork Course. (Soft skills, Business communication, Conflict management, Cooperation. Self-study. Training. Coaching. Lecture. Courses. Soft skill.)
Decision Making: Strategies and Methods for Managers Soft skill. (Managerial decisions. Business thinking. Analysis of alternatives. Self-study. Training. Coaching. Lecture. Courses. Soft skill.)
Attention to detail and concentration when performing precise work Soft skill. (Accuracy. Responsibility. Carefulness. Safety. Electrical installation. Independence. Awareness.)
Job Description. Data Scientist. Document. (Job description. Job responsibilities. Functions. Data analysis. Model building. Data Scientist duties. Data analysis. Predictive modeling.)
Карта KPI / система показателей эффективности. Специалист по данным (Data Scientist). Document. (KPI. Key performance indicators. Показатели эффективности. Метрики. Качество моделей. Бизнес-эффективность. Model accuracy. Business value.)
Employee Business Process Map. Data Scientist. Document. (BPMN. IDEF0. EPC. Work scenarios. Stage checklists. Business process map. Data analysis stages. Task setting. ETL. Model validation.)
Additional info
Language: ruCreated: Aug 22, 2026, 11:33:58 AMUpdated: Aug 23, 2026, 5:40:59 PMViews: 6