{"schema_version":"ICEQC_NEWS_ARTICLE_V1","id":"iceqc-news-f4f1c28d7c5c7c70","slug":"2023-12-28-data-governance-in-monitoring-technology-in-education","language":"en","publication_status":"PUBLISHED","publication_date":"2023-12-28","last_modified_date":"2023-12-28","title":"Data governance in monitoring technology in education","summary":"Examines technology in education through focused analysis, addressing definitions, coverage, comparability, uncertainty and the limits of inference.","category":{"code":"DATA_RESEARCH","label":"Data Research"},"article_type":"Data and research analysis","publisher":"International Council for Education Quality Certification (ICEQC)","jurisdictional_scope":"International","historical_reference_basis":"2023 Global Education Monitoring Report","reference_authority":"United Nations Educational, Scientific and Cultural Organization","sections":[{"heading":null,"paragraphs":["The 2023 Global Education Monitoring Report provides the immediate context for technology in education. In this case, the available evidence should be interpreted with close attention to definitions, population coverage, collection methods and the limits of comparison. A proportionate arrangement protects educational outcomes and fair treatment without creating avoidable barriers.","The reference basis—the 2023 Global Education Monitoring Report—is evidential rather than self-executing. The material may reveal patterns or evidential gaps, but it neither directs a legal outcome nor establishes causation. In applying it to the available evidence, users should review the source definitions, population coverage, reference period and stated limitations before transferring a system-level finding to an individual provider or learner group."]},{"heading":"Analytical scope","paragraphs":["For technology in education, the relevant outcome should be capable of direct and consistent explanation. Education information should be collected for a defined purpose, protected in proportion to its sensitivity and retained only for an authorised period. In the context of technology in education, the existence of an approved measure or completed activity is not evidence of educational effect.","When examining technology in education, the subject should be examined as a connected system of policy, people, resources, decisions and evidence. Assurance should examine the complete process, including each change in custody, authority or decision ownership.","The principal risks in relation to the measure are secondary use without adequate authority, retention beyond an identified need, excessive access to learner information, and collection without a defined educational or legal purpose. The risks are connected, and failure of one safeguard may disable or conceal another. For decisions concerning technology in education, documents should be tested against the decision process they record and the outcome that followed."]},{"heading":"Definitions and data coverage","paragraphs":["Relevant evidence for technology in education will normally include lawful authority and consent records where relevant, a register of information assets and purposes, role-based access and access reviews, retention and secure disposal evidence, and incident response and notification records. In work concerning technology in education, currency, provenance and representativeness should be established before evidence is used for assurance. As regards technology in education, an unresolved contradiction is a limitation on the conclusion and should be reported as such.","Where technology in education is under review, the evidential trail should allow an affected decision to be identified, examined and corrected. For the measure, the responsible body should be able to identify the evidence considered, the judgement made, the person or body authorised to make it and the action that followed. For the assessment of technology in education, material changes require a traceable effective date and explanation so that prior reliance can be reviewed fairly."],"bullets":["Limit and review access before it informs a consequential decision.","Control third-party processing.","Provide accessible correction and complaint routes.","Verify accuracy where information affects learners.","Minimise collection."]},{"heading":"Use of the findings","paragraphs":["Implementation of technology in education should be organised around a decision that can be tested. Where an indicator is used as a proxy, the relationship between the proxy and the underlying educational outcome should be stated and tested. In practice, the stated objective should connect to responsibility, committed resources, operating evidence and the outcome reported for oversight.","Implementation of the issue can be tested without imposing unnecessary reporting. For technology in education, responsible bodies should map the complete process, identify the intended result and responsible authority at each stage, and test normal cases together with exceptions. The conclusion should differentiate an individual error from evidence of a wider control weakness. In the context of technology in education, existing records may be used if reliable and relevant, but data collected for another purpose may not answer the assurance question.","When examining technology in education, decision-makers using evidence on the measure should be told what the data cannot establish as clearly as what it can. The finding should identify its analytical character and the system, institution, programme or learner population to which it applies. Use in a different context requires an independent judgement that the settings are materially comparable.","For the measure, governing bodies should receive a concise account of the intended result, affected scope, principal risks, evidence limitations and unresolved exceptions. For decisions concerning technology in education, management should assign each material action to an accountable owner and completion date."]},{"heading":"Uncertainty and safeguards","paragraphs":["Interpretation of technology in education should avoid two errors: treating a formal commitment as proof of effect, and treating one adverse case as proof that every part of the system has failed. Security, privacy and data quality are related but distinct. In work concerning technology in education, a secure record may still be inaccurate or used without adequate authority, and a lawful use may still be poorly governed. Association should not be presented as causation, and statistical significance should not be treated as evidence of educational importance without further analysis.","No individual measure is sufficient to establish effective operation of the comparison across the affected scope. A conclusion concerning technology in education should be revised when stronger evidence materially changes the assessment of implementation, outcome or risk."]}],"word_count":823,"content_hash":"sha256-40dcb7730361685c495b370c4f454d2cee20031fd19cc74d08b3d4eb6cca688e","seo_keywords":["data governance in monitoring technology in education","international education data research","education quality","ICEQC"],"schema_type":"AnalysisNewsArticle"}