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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 OpenAlexaboutno aff
David Piercey

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.008
metaresearch head score (Gemma)0.034
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.017
Threshold uncertainty score0.058

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.034
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0030.007
Scholarly communication0.0060.007
Open science0.0020.005
Research integrity0.0040.006
Insufficient payload (model declined to judge)0.0170.002

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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2010
Admission routes1
Has abstractyes

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