What skills does a knowledge engineer need?

A knowledge engineer needs 25 essential skills including information structure, systems development life-cycle, business intelligence, data engineering, information extraction. Core competencies include .

Will AI replace knowledge engineer jobs?

The AI disruption score for knowledge engineer is 64/100 (high risk). Some tasks may be automated but the role will evolve rather than disappear entirely.

Infocomm TechnologyInformation and communications technology professionalsISCO 2529

knowledge engineer

Knowledge engineers integrate structured knowledge into computer systems (knowledge bases) in order to solve complex problems normally requiring a high level of human expertise or artificial intelligence methods. They are also responsible for eliciting or extracting knowledge from information sources, maintaining this knowledge, and making it available to the organisation or users. To achieve this, they are aware of knowledge representation and maintenance techniques (rules, frames, semantic nets, ontologies) and use knowledge extraction techniques and tools. They can design and build expert or artificial intelligence systems that use this knowledge.

European Skills Framework

Skills and knowledge areas required for this occupation based on European classification.

Essential (25)

information structureinformation structureThe type of infrastructure which defines the format of data: semi-structured, unstructured and structured.systems development life-cyclesystems development life-cycleThe sequence of steps, such as planning, creating, testing and deploying and the models for the development and life-cycle management of a system.business intelligencebusiness intelligenceThe tools used to transform large amounts of raw data into relevant and helpful business information.data engineeringdata engineeringThe process of developing and constructing systems for implementing data collection and analysis at large scale.information extractioninformation extractionThe techniques and methods used for eliciting and extracting information from unstructured or semi-structured digital documents and sources.web programmingweb programmingThe programming paradigm that is based on combining markup (which adds context and structure to text) and other web programming code, such as AJAX, javascript and PHP, in order to carry out appropriat...task algorithmisationtask algorithmisationThe techniques to convert unstructured descriptions of a process into step-by-step sequence of actions of a finite number of steps.business process modellingbusiness process modellingThe tools, methods and notations such as Business Process Model and Notation (BPMN) and Business Process Execution Language (BPEL), used to describe and analyse the characteristics of a business proce...resource description framework query languageresource description framework query languageThe query languages such as SPARQL which are used to retrieve and manipulate data stored in Resource Description Framework format (RDF).database development toolsdatabase development toolsThe methodologies and tools used for creating logical and physical structure of databases, such as logical data structures, diagrams, modelling methodologies and entity-relationships.systems theorysystems theoryThe principles that can be applied to all types of systems at all hierarchical levels, which describe the system's internal organisation, its mechanisms of maintaining identity and stability and achie...principles of artificial intelligenceprinciples of artificial intelligenceThe artificial intelligence theories, applied principles, architectures and systems, such as intelligent agents, multi-agent systems, expert systems, rule-based systems, neural networks, ontologies an...data sciencedata scienceThe field of study that deals with big amount of data using AI techniques such as machine learning algorithms to predict patterns and obtain useful information to make business decisions.natural language processingnatural language processingThe technologies which enable ICT devices to understand and interact with users through human language.use an application-specific interfaceuse an application-specific interfaceUnderstand and use interfaces particular to an application or use case.use markup languagesuse markup languagesUtilise computer languages that are syntactically distinguishable from the text, to add annotations to a document, specify layout and process types of documents such as HTML.assess ICT knowledgeassess ICT knowledgeEvaluate the implicit mastery of skilled experts in an ICT system to make it explicit for further analysis and usage.manage databasemanage databaseApply database design schemes and models, define data dependencies, use query languages and database management systems (DBMS) to develop and manage databases.manage business knowledgemanage business knowledgeSet up structures and distribution policies to enable or improve information exploitation using appropriate tools to extract, create and expand business mastery.use databasesuse databasesUse software tools for managing and organising data in a structured environment which consists of attributes, tables and relationships in order to query and modify the stored data.analyse business requirementsanalyse business requirementsStudy clients' needs and expectations for a product or service in order to identify and resolve inconsistencies and possible disagreements of involved stakeholders.create semantic treescreate semantic treesCreate coherent lists and hierarchies of concepts and terms to ensure consistent indexing in knowledge organisation systems.apply ICT systems theoryapply ICT systems theoryImplement principles of ICT systems theory in order to explain and document system characteristics that can be applied universally to other systems.define technical requirementsdefine technical requirementsSpecify technical properties of goods, materials, methods, processes, services, systems, software and functionalities by identifying and responding to the particular needs that are to be satisfied acc...manage ICT semantic integrationmanage ICT semantic integrationOversee integration of public or internal databases and other data, by using semantic technologies to produce structured semantic output.

Optional (63)

HaskellHaskellThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in Haskell.ErlangErlangThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in Erlang.SAS languageSAS languageThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in SAS language.Ruby (computer programming)Ruby (computer programming)The techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in Ruby.Common LispCommon LispThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in Common Lisp.LispLispThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in Lisp.Visual BasicVisual BasicThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in Visual Basic.Java (computer programming)Java (computer programming)The techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in Java.computer programmingcomputer programmingThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms (e.g. object oriented programming, functional programming) a...data miningdata miningThe methods of artificial intelligence, machine learning, statistics and databases used to extract content from a dataset.cognitive psychologycognitive psychologyThe human mental processes such as attention, memory, language use, perception, problem solving, creativity and thinking.Prolog (computer programming)Prolog (computer programming)The techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in Prolog.OpenEdge Advanced Business LanguageOpenEdge Advanced Business LanguageThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in OpenEdge Advanced Business Language.visual presentation techniquesvisual presentation techniquesThe visual representation and interaction techniques, such as histograms, scatter plots, surface plots, tree maps and parallel coordinate plots, that can be used to present abstract numerical and non-...JavaScriptJavaScriptThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in JavaScript.decision support systemsdecision support systemsThe ICT systems that can be used to support business or organisational decision making.PerlPerlThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in Perl.Smalltalk (computer programming)Smalltalk (computer programming)The techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in Smalltalk.PHPPHPThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in PHP.Assembly (computer programming)Assembly (computer programming)The techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in Assembly.C#C#The techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in C#.RRThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in R.GroovyGroovyThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in Groovy.ASP.NETASP.NETThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in ASP.NET.APLAPLThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in APL.SPARQLSPARQLThe computer language SPARQL is a query language for retrieval of information from a database and of documents containing the needed information. It is developed by the international standards organis...ICT security legislationICT security legislationThe set of legislative rules that safeguards information technology, ICT networks and computer systems and legal consequences which result from their misuse. Regulated measures include firewalls, intr...Microsoft Visual C++Microsoft Visual C++The computer program Visual C++ is a suite of software development tools for writing programs, such as compiler, debugger, code editor, code highlights, packaged in a unified user interface. It is dev...TypeScriptTypeScriptThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in TypeScript.information categorisationinformation categorisationThe process of classifying the information into categories and showing relationships between the data for some clearly defined purposes.ICT project managementICT project managementThe methodologies for the planning, implementation, review and follow-up of ICT projects, such as the development, integration, modification and sales of ICT products and services, as well as projects...CoffeeScriptCoffeeScriptThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in CoffeeScript.Objective-CObjective-CThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in Objective-C.ML (computer programming)ML (computer programming)The techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in ML.AJAXAJAXThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in AJAX.C++C++The techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in C++.SAP R3SAP R3The techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in SAP R3.cloud technologiescloud technologiesThe technologies which enable access to hardware, software, data and services through remote servers and software networks irrespective of their location and architecture.Swift (computer programming)Swift (computer programming)The techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in Swift.MATLABMATLABThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in MATLAB.unstructured dataunstructured dataThe information that is not arranged in a pre-defined manner or does not have a pre-defined data model and is difficult to understand and find patterns in without using techniques such as data mining.LINQLINQThe computer language LINQ is a query language for retrieval of information from a database and of documents containing the needed information. It is developed by the software company Microsoft.Python (computer programming)Python (computer programming)The techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in Python.Scratch (computer programming)Scratch (computer programming)The techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in Scratch.VBScriptVBScriptThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in VBScript.COBOLCOBOLThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in COBOL.Pascal (computer programming)Pascal (computer programming)The techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in Pascal.ABAPABAPThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in ABAP.N1QLN1QLThe computer language N1QL is a query language for retrieval of information from a database and of documents containing the needed information. It is developed by the software company Couchbase.ScalaScalaThe techniques and principles of software development, such as analysis, algorithms, coding, testing and compiling of programming paradigms in Scala.define database physical structuredefine database physical structureSpecify the physical configuration of database files on a given media. This consists of in-detail specifications of indexing options, data types and data elements placed in the data dictionary.use spreadsheets softwareuse spreadsheets softwareUse software tools to create and edit tabular data to carry out mathematical calculations, organise data and information, create diagrams based on data and to retrieve them.store digital data and systemsstore digital data and systemsUse software tools to archive data by copying and backing them up, in order to ensure their integrity and to prevent data loss.design database schemedesign database schemeDraft a database scheme by following the Relational Database Management System (RDBMS) rules in order to create a logically arranged group of objects such as tables, columns and processes.use query languagesuse query languagesRetrieve information from a database or information system using computer languages designed for the retrieval of data.use back-up and recovery toolsuse back-up and recovery toolsUse tools which allow users to copy and archive computer software, configurations and data and recover them in case of loss.create database diagramscreate database diagramsDevelop the database design models and diagrams which establish the structure of a database by using modelling software tools to be implemented in further processes.implement a virtual private networkimplement a virtual private networkCreate an encrypted connection between private networks, such as different local networks of a company, over the internet to ensure that only authorized users can access it and that the data cannot be...design application interfacesdesign application interfacesCreate and program application interfaces, their operations, inputs and outputs and underlying types.manage digital documentsmanage digital documentsManage various data formats and files by naming, publishing, transforming and sharing files and documents and transforming file formats.manage cloud data and storagemanage cloud data and storageCreate and manage cloud data retention. Identify and implement data protection, encryption, and capacity planning needs.build business relationshipsbuild business relationshipsEstablish a positive, long-term relationship between organisations and interested third parties such as suppliers, distributors, shareholders and other stakeholders in order to inform them of the orga...utilise decision support systemutilise decision support systemUse the available ICT systems that can be used to support business or organisational decision making.