4.6 KiB
4.6 KiB
Competences — computer vision engineer
Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/1c5a45b9-440e-4726-b565-16a952abd341).
Essential
- apply statistical analysis techniques (skill/competence)
- computer programming (knowledge)
- computer simulation (knowledge)
- conduct literature research (skill/competence)
- data engineering (knowledge)
- data science (knowledge)
- define technical requirements (skill/competence)
- deliver visual presentation of data (skill/competence)
- develop computer vision system (skill/competence)
- develop data processing applications (skill/competence)
- develop software prototype (skill/competence)
- digital image processing (knowledge)
- digital twin technology (knowledge)
- establish data processes (skill/competence)
- execute analytical mathematical calculations (skill/competence)
- handle data samples (skill/competence)
- image recognition (knowledge)
- implement data quality processes (skill/competence)
- integrated development environment software (knowledge)
- interpret current data (skill/competence)
- machine learning (knowledge)
- manage data collection systems (skill/competence)
- normalise data (skill/competence)
- perform data cleansing (skill/competence)
- perform dimensionality reduction (skill/competence)
- principles of artificial intelligence (knowledge)
- Python (computer programming) (knowledge)
- report analysis results (skill/competence)
- scientific computing (knowledge)
- statistics (knowledge)
- use software libraries (skill/competence)
- utilise computer-aided software engineering tools (skill/competence)
Optional
- cognitive computing (knowledge)
- computer graphics (knowledge)
- conduct qualitative research (skill/competence)
- conduct quantitative research (skill/competence)
- conduct scholarly research (skill/competence)
- create data models (skill/competence)
- debug software (skill/competence)
- deep learning (knowledge)
- define data quality criteria (skill/competence)
- design user interface (skill/competence)
- digital systems (knowledge)
- image formation (knowledge)
- mathematical modelling (knowledge)
- perform data mining (skill/competence)
- quantum computing (knowledge)
- query languages (knowledge)
- resource description framework query language (knowledge)
- signal processing (knowledge)
- state estimation (knowledge)
- use markup languages (skill/competence)
Market evidence (job-ad analysis, 5 ads, as of 2026-07-10)
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
Hard skills
- computer vision — 100 %
- algorithm development — 40 %
- deep learning — 40 %
- image processing — 40 %
- geospatial analysis — 20 %
- data engineering — 20 %
- data preprocessing — 20 %
- data science — 20 %
- algorithm optimization — 20 %
- automation — 20 %
- business development — 20 %
- algorithm design — 20 %
- machine learning — 20 %
- machine learning engineering — 20 %
- machine learning pipelines — 20 %
- model deployment — 20 %
- model evaluation — 20 %
- object recognition — 20 %
- predictive modeling — 20 %
- sensor fusion — 20 %
- target tracking — 20 %
- system design — 20 %
Methods
- tracking — 20 %
- transformer models — 20 %
- transformers — 20 %
- object detection — 20 %
- scrum — 20 %
- micro-service design — 20 %
- machine learning — 20 %
- agile methodologies — 20 %
- CNNs — 20 %
- CI/CD — 20 %
- classification — 20 %
- deep learning — 20 %
- image segmentation — 20 %
Responsibilities
- model deployment — 40 %
- model training — 40 %
- pipeline design — 20 %
- proposal writing — 20 %
- requirements breakdown — 20 %
- software delivery — 20 %
- model development — 20 %
- model experimentation — 20 %
- model testing — 20 %
- innovation application — 20 %
- engineer mentoring — 20 %
- experimentation — 20 %
- documentation maintenance — 20 %
- data analysis — 20 %
- data conversion — 20 %
- client engagement — 20 %
- code documentation — 20 %
- cost estimation — 20 %
- technical leadership — 20 %
- technical solution development — 20 %
- technology support — 20 %
- system design — 20 %
- system implementation — 20 %
- status briefing — 20 %