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Record W253182028

Introduction to Themed PHE Issue on Accreditation in Higher Education: The Changing Role of the Federal Government in Regulating How Colleges and Universities Transparently Demonstrate Student Learning Outcomes Is the Reason for This Themed Issue of Planning

2012· article· en· W253182028 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenuePlanning for higher education · 2012
Typearticle
Languageen
FieldDecision Sciences
TopicResearch, Science, and Academia
Canadian institutionsnot available
Fundersnot available
KeywordsAccreditationHigher educationPolitical scienceExcellenceGovernment (linguistics)CommissionPublic administrationAgency (philosophy)Public relationsSociologyLawSocial science
DOInot available

Abstract

fetched live from OpenAlex

I am pleased to write the introduction to this special themed issue of Planning for Higher Education, which focuses on the topic of accreditation in higher education. Accreditation is the lifeblood for most colleges and universities: without accreditation from an agency recognized by the U.S. Department of Education, no Title IV federal financial aid can flow into an institution. According to the Department of Education in its Federal Student Aid Annual Report, 2011, over $157 billion in student aid was disbursed to over 15 million students in postsecondary institutions throughout the country. Without that student aid, a significant number of institutions would simply be forced to close their doors. The evolution of postsecondary accreditation into this financial aid role has been an interesting odyssey. Quality assurance in higher education--in other words, accreditation--is built on a completely different premise in the United States than anywhere else in the world. The U.S. model traces its origins back to the late 19th century and is predicated on a system of to ensure that colleges and universities conform to standards that define excellence within postsecondary education. The terms voluntary and peer review are critical. Unlike in most other nations, there is no federal ministry overseeing quality assurance in U.S. colleges and universities. The process truly is both and defined. I had the good fortune to spend the past nine years as a commissioner with the Middle States Commission on Higher Education, one of six regional institutional accrediting bodies in the United States, including the last two as chair of the commission. During that time, I became thoroughly familiar not only with the accreditation standards and processes in the Middle States region, but also with those in the other regions as well. The concept of assessment--without governmental interference--of the extent to which colleges and universities comply with standards of educational excellence is a distinctly American value, a precious process we must not lose. I have had the opportunity over the years to consult with postsecondary institutions in Europe, Australia, South America, and Canada, all of which operate within a federal ministerial model of quality assurance. While making no judgment with respect to the relative effectiveness of the ministerial model when compared with the U.S. model of assessment, I can tell you that the former is far more prescriptive and bureaucratic and far less sensitive to the differences between and among institutional missions within higher education systems. In my view, the defining characteristic that makes American higher education great is the diversity of institutions that compose it and the capacity of accrediting bodies to recognize and understand that diversity while striving to assure educational excellence. Of particular importance to members of the Society for College and University Planning is the insistence by all six regional accrediting entities in the United States that institutions demonstrate continuous quality improvement rooted in strategic planning that makes effective use of evidence-based assessments. Not everyone in the United States shares my confidence in the effectiveness of a collegial approach to accreditation. As the accreditation process has evolved to its current gatekeeper role with regard to federal financial aid, and with hundreds of billions of dollars hanging in the balance, there have been increasingly more vocal calls for greater transparency and accountability in how we certify that institutions are meeting high standards in educating their students. Much of the dissatisfaction has come from employers who hire college graduates with diminished oral and written communication skills, questionable computational competencies, and inability to work collaboratively with others. The response of colleges and universities in general, and accrediting agencies in particular, has been a movement to outcomes-based evidence of compliance with accreditation standards. …

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.083
Threshold uncertainty score0.384

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.073
GPT teacher head0.398
Teacher spread0.325 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it