Production Data Analyst and Machine Learning Specialist

Profession will appear after 2025
01
Oil and gas

Already now, a part of management decisions can be transferred to artificial intelligence, but even the most advanced technology needs to be prepared for solving important problems. The task of a machine learning specialist is to develop algorithms by which a machine can make a decision. Machine learning is a continuous process of improving the algorithm of actions, identifying new causal relationships and dependencies in production. A machine learning specialist must determine the complexity and importance of the problem, develop a solution procedure and determine what data and how much is needed to solve the production problem.

The novelty of the profession: performing new tasks: developing machine learning algorithms. 

Key competencies:

  • Collection and analysis of large data sets for all production parameters
  • Determination of the data array of the past and present state of the production system
  • Identification of trends for future development and implementation of optimal production algorithms
  • Working in uncertainty

Over-professional skills

This area includes a variety of skills related to the development and adjustment of artificial intelligence systems, the adjustment and tuning of robots, the development of programs for controlling production processes and individual machines.

Automation and robotization rapidly penetrate into all areas, including manufacturing. It is expected that in 15-20 years, machines will replace a person in most routine operations that do not require creative skills. Therefore, the need for specialists with these skills will grow in all sectors. It is these specialists who will have to ensure the massive arrival of machines in all sectors of the economy.

Automation of production will eliminate the human factor and increase labor productivity where routine operations are present that do not require special training and creative skills. Specialists will be in demand not in the main production, but in the field of servicing and tuning machines, robots and systems that make algorithmic decisions.

skill

Programming, Robotics, Artificial Intelligence

They understand customer focus as the ability to work with customer requests, the ability of the company and employees to timely determine the desires of customers in order to satisfy them with their products or services with maximum benefit. This competency has become critical to the success of companies, competition for consumers is growing all the time, and all employers want to see customer-oriented employees. In the second half of the 20th century, the concept of an internal client appeared, i.e. an intermediate consumer located further along the production chain within the same company. Possession of this competency allows you to accurately understand the client’s request and offer the most suitable solution for him, as well as to build the production and service process more rationally, eliminating the stages that are not important for the client.

skill

Customer focus

The ability of a specialist to combine (summarize) particular facts into a big picture, build hierarchical levels for understanding various situations (economic, political, business) and making long-term decisions. An important quality is the understanding of how a change in one element will subsequently affect other elements.

The importance of systemic thinking is increasing due to the acceleration of changes in life, the need to learn new professions, as well as the growing interpenetration of various areas in each other (social networks, economics, politics, production, etc.).

Specialists with systemic thinking skills will be able to solve such problems, make strong long-term decisions in the context of rapid changes in the economy, diagnose large technical and social systems, make decisions on eliminating the root causes that hinder development, and this skill will allow for the integration of various project teams into a single working organism.

skill

Systemic thinking

Educational institutions

education

Humanitarian and Technical Institute "Akmeshit"

http://www.akmechit.kz/

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Central Asian University

https://cau.kz/

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education

Karaganda State Technical University

https://www.kstu.kz/

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education

Kyzylorda State University named after Korkyt Ata

https://korkyt.kz/index.php/ru/

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West Kazakhstan Agrarian Technical University named after Zhangir Khan

https://www.wkau.kz/index.php/kz/

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South Kazakhstan State University. M. Auezova

https://www.ukgu.kz/ru/fakultety

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Taraz State University named after M.Kh. Dulati

https://www.tarsu.kz/ru/

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Atyrau University of Oil and Gas named S. Utebayev Atyrau

https://aogu.edu.kz/rector/

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West Kazakhstan Innovation and Technological University

https://wkitu.edu.kz/

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Kazakh-British Technical University

https://www.kbtu.kz/ru/

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Atyrau Engineering and Humanitarian Institute

https://aigi.kz/

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Ш.Есенов атындағы Каспий мемлекеттік технологиялар және инжиниринг университеті

https://kguti.kz

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Aktobe Regional State University named K. Zhubanova

https://arsu.kz/ru/

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Pavlodar State University named after S. Toraigyrova

https://tou.edu.kz/ru/

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Companies in which this profession may be in demand

education

North Caspian Operating Company N.V.

https://www.ncoc.kz/

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"Karachaganak Petroleum Operating B.V."

https://www.kpo.kz/ru/o-kompanii.html

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JSC "Karazhanbasmunai"

http://www.kbm.kz/ru/

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JV Kazgermunai LLP

https://kgm.kz/ru/

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Kazakhoil Aktobe LLP

http://www.koa.kz/ru

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LLP "KAZPETROL GROUP (KAZPETROL GROUP)"

https://kzpg.kz/

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LLP "Kazakhstan-China Pipeline"

http://www.kcp.kz/

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Beineu-Shymkent Gas Pipeline LLP

https://bsgp.kz/ru_RU/

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PetroKazakhstan Oil Products LLP

https://www.anpz.kz/

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LLP "Aktobe-nefteperabotka"

http://www.aktoberefinery.kz/

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United Chemical Company LLP

https://ucc.com.kz/

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Kazakhstan Petrochemical Industries Inc. LLP

https://www.kpi.kz/ru/

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FEZ "National Industrial Petrochemical Technopark"

https://www.kpi.kz/ru/about-company/

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«Shell Kazakhstan Development B.V.»

https://www.shell.com.kz/ru_kz.html

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LLP "NMSK" Kazmortransflot "

https://www.kmtf.kz

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