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Record W219295422

Unintended Consequences of Cost Recovery: A Well-Intended Plan to Give Schools More Flexibility in Spending Leads to a Range of Unintended Consequences and Few of the Anticipated Advantages

2010· article· en· W219295422 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

VenuePhi Delta Kappan · 2010
Typearticle
Languageen
FieldDecision Sciences
TopicEducational Assessment and Improvement
Canadian institutionsnot available
Fundersnot available
KeywordsFlexibility (engineering)Service (business)Variety (cybernetics)Order (exchange)Plan (archaeology)Public relationsMultitudeBusinessMarketingComputer scienceEconomicsPolitical scienceManagementLawFinance
DOInot available

Abstract

fetched live from OpenAlex

What's the best way to organize a school district in order to offer the multitude of services that districts must provide? Organizational analysts tell us that a variety of different organizational designs each have advantages and disadvantages and that choice of structure may or may not interfere with how services are provided. A more interesting question, leaving aside the choice of organizational design, is how should services be delivered? Every district has goals and priorities, which may determine what sort of services need to be provided. But how are they to be made available to ensure they are effectively used? School districts probably want to distribute services in a manner that ensures that schools have ready access to necessary services. They may create formulas and ratios to equitably distribute services. They also may devise elaborate tracking systems to make sure the supply aligns with the percpetion of how much service should be necessary. Taking our questioning one more step, we might want to know the best way to determine which services to provide. School districts are mandated to offer some services, but there are others that they could offer because of their community's unique needs. Some services are necessary; some services may be only nice to provide. So, what do they need to offer based on their organizational goals and priorities? What will be sufficient to ensure that district goals will be met? Is there an optimum, rationally determined, and fully defensible mix, or must school districts continue to offer sufficient services based on beliefs, predictions, the musings of a powerful superintendent, the politically motivated directives from an elected school board, or the loudest voices from the community? My district--Edmonton (Alberta) Public Schools--has tried a model for 20 years. In this model, we try to determine the need for certain services by matching supply of services to the actual demand for services. In this model, schools have been allocated real dollars (redirected from certain central services departments, which otherwise would have received these dollars to budget for services and staffing) to buy certain district services, and only those services receiving sufficient support from schools continue to be provided. Most services that became cost-recoverable were those deemed to be directly necessary for reaching school achievement goals. Because principals were responsible for student learning and for the achievement of such results, they were responsible for determining and planning the type and level of services required to achieve their results with their newly devised service allocations. This was action research at a district level, designed to test a new model of service delivery. The pedagogical services included in this model were those for curricular and instructional support for teachers, for most aspects of teacher professional development, for program consultation and identification of students at risk, and for special needs specialized assessments to determine many of the student-driven allocations in school budgeting. Other support and nonpedagogical services remained relatively untouched, including payroll and benefits, personnel, facilities planning, financial services, and the like. The experiment was intended to improve the ability of schools to determine the nature and level of services required to achieve the results they wanted, to ensure an effective and efficient deployment of consultant staff, and to improve how services would be accessed, delivered, and distributed. This was called the cost-recovery model because some departments that had been centrally funded were no longer funded in that manner. Instead, their operating dollars were transferred to schools--based on a formula incorporating a school's weighted student population and its historical service utilization rate--and departments had to cost-recover their budget by charging service fees to schools. …

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)0.005
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 score0.088
Threshold uncertainty score0.940

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.003
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.123
GPT teacher head0.424
Teacher spread0.301 · 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