{"schema_version":"ICEQC_NEWS_ARTICLE_V1","id":"iceqc-news-f1e993f4469b93b5","slug":"2015-01-15-data-quality-in-reporting-qualification-recognition","language":"en","publication_status":"READY_FOR_IMPORT","publication_date":"2015-01-15","last_modified_date":"2015-01-15","title":"Data quality in reporting qualification recognition","summary":"Examines data quality in reporting qualification recognition, defining the evidence base, coverage and limits that should govern comparison and use of the findings.","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":"Mobility and fair recognition priorities","reference_authority":"Relevant public authorities and official international sources","sections":[{"heading":null,"paragraphs":["The policy and evidence context for qualification recognition has been materially shaped by the mobility and fair recognition priorities. In this case, the principal analytical task is to separate an observed difference from a conclusion about its cause. Learner protection and reliable decisions require controls commensurate with the nature and scale of risk.","The quality significance of the available evidence follows from a basic distinction between availability and effective provision. A decision concerning the measure should recognise that learners should receive accurate information about the status, level, content and recognition of learning before committing time or money across jurisdictions."]},{"heading":"Analytical scope","paragraphs":["The evidential record for qualification recognition should permit a reviewer to trace the matter from decision to outcome. This may require clear identification of providers and awarding bodies, cross-border agreements and responsibility maps, secure and verifiable learner records, and outcomes for mobile and non-mobile learners, supported by documented credit and recognition decisions and published admission and recognition criteria. In relation to data quality in reporting qualification recognition, conflicting records, absent populations and uncertain follow-through require additional testing.","The historical reference basis is the mobility and fair recognition priorities. Its relevance to the comparison should be assessed against the affected jurisdiction, learner population and form of provision. The international development warrants attention, but a consequential conclusion still requires current, attributable and representative evidence for the affected scope.","The analysis of the available evidence should make its decision rule explicit. Oversight of the issue should reflect the principle that data quality comprises accuracy, completeness, timeliness, consistency and traceability. Strength in one dimension does not compensate automatically for weakness in another, particularly where the information informs a consequential learner decision. The method should prevent an unfavourable result from being dismissed through an unrecorded change in interpretation.","Risk assessment of the available evidence should give particular attention to jurisdictional uncertainty in complaints, unclear awarding responsibility, and loss of records across borders. A provider should also consider different treatment of comparable learning and support gaps for mobile learners."]},{"heading":"Definitions and data coverage","paragraphs":["The governing expectation for qualification recognition should be capable of consistent application. A decision concerning the comparison should recognise that reported averages should be accompanied by sufficient distributional information to identify material differences between learner groups, locations and forms of provision. Terms governing eligibility, support, assessment, reporting or review should prevent materially different treatment without recorded justification.","In this case, governing bodies should receive a concise account of the intended result, affected scope, principal risks, evidence limitations and unresolved exceptions. In relation to data quality in reporting qualification recognition, the action record should identify who is responsible and when implementation is due.","Decisions concerning the comparison should remain traceable to the information available for the stated reference period. A revision should state whether the change concerns the underlying condition, the evidence, the method or the interpretation."],"bullets":["Provide support suited to mobile learners.","Preserve verifiable records.","Publish recognition and transfer conditions.","Monitor partner and jurisdictional risks.","State the legal and academic status of the offer."]},{"heading":"Use of the findings","paragraphs":["A proportionate method is available for qualification recognition. In reviewing the available evidence, responsible bodies should trace selected records to source, reconcile totals across systems, quantify missing and late submissions, review manual adjustments and retain a revision history. Escalate discrepancies that could alter a published conclusion or individual outcome. Averages should be tested against adverse cases that may indicate unequal effect or incomplete operation.","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.","Interpretation of the analysis 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. the analysis proceeds on the basis that transparency supports fair decision-making but does not make qualifications automatically equivalent. Transparency does not make qualifications automatically equivalent; recognition requires a documented judgement for a stated purpose. Oversight of the comparison should reflect the principle that international comparison can identify variation, but institutional and policy context remains necessary before a practice is transferred from one setting to another.","The present development should inform review of the analysis, with attention to the relationship between commitment, implementation and demonstrated outcome. Public confidence cannot be separated from an institution's ability to identify responsibility and substantiate its conclusions."]}],"word_count":746,"content_hash":"sha256-3de706fc70866202ab94bfcdcdfa174657b2eba2039f7c09098b0ae388f756cc","seo_keywords":["data quality in reporting qualification recognition","international education data research","education quality","ICEQC"],"schema_type":"AnalysisNewsArticle"}