Academic Freedom: The Typical Urban School District's Personnel and Budgeting Systems Leave Principals without Much Say in Hiring Teachers or Allocating Resources. the Decentralization Movement May Just Change That
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.
Bibliographic record
Abstract
The Los Angeles Unified School District is the second largest school system in the nation--and perhaps the worst. Slightly less than half of its 75,000 employees are classroom teachers, meaning that Los Angeles spends just 35 percent of its budget on teacher pay. By comparison, the school systems in Houston, Texas, and Edmonton, in the Canadian province of Alberta, spend 49 percent and 56 percent, respectively, of their budgets on teachers. Since 1980, Los Angeles Unified's enrollment has grown by 180,000 students, but the district has added only 15 schools with a total of 20,000 seats. As a result, nearly 200,000 students must be bused to a distant campus while most attend multitrack, year-round schools that can push more students through but offer 17 fewer days of instruction. Although elementary schoolers in Los Angeles have made real gains in literacy in recent years, among high-school students, only 23 percent in reading and 34 percent in math meet or exceed the national norm on the Stanford 9. Of the district's teachers, 27 percent lack full credentials. The system has a chronic shortage of qualified principals. If Los Angeles is the school district in America, its East Coast cousin, New York City, is a close second. And the Chicago schools, while improving, are still recovering from the day in 1988 when William J. Bennett, secretary of education in the Reagan administration, pronounced them the worst in the nation. Why are these three school systems in such deep disarray? Certainly not because they are the three largest. None of them has more than a fraction of IBM or Toyota's work force, and those companies are icons of good management. Nor is it because they serve high percentages of minority children from low-income families. Houston's schools, which are equally minority and poor, perform well relative to other urban school districts. The reason is that the school districts in New York, Los Angeles, and Chicago are too centralized, much too top-down in their management, for their size. To be fair, I have not studied every school district in America, and I cannot prove that these three are the worst. However, I have studied these three in depth, along with several others that have managed to achieve true decentralization. As a business school professor, I have also spent 30 years studying the largest companies in the United States, and it's clear that any organization as big as these must be truly decentralized or it will fail. A series of business-focused studies has established firmly that with more than about 3,000 employees have fully developed bureaucratic structures with high overhead costs, many specialist staff positions, and extensive sets of rules. Studies by Alfred Chandler and Oliver Williamson have demonstrated that such organizations must decentralize decision-making, thereby granting autonomy with accountability to sub-units, in order to function effectively. Decisions made at the top of a large bureaucracy will suffer from the absence of detailed information about local conditions at each site, will be slow to cope with any unusual situations, and will tend to enforce standardized procedures on every situation, no matter how poorly those procedures may fit the situation. Decentralization has been a popular theme in school districts for a long time. Indeed, most districts claim that they are decentralized, having latched onto the site-based management movement of the 1980s. Superintendents and central-office personnel point to their local school councils, staffed by parents, teachers, and school administrators, and claim that they have moved decisionmaking down to the school level. However, they have neither achieved nor even attempted true decentralization, which requires that power over the budget be given to each school--and taken away from the central office. It's the golden rule of power: whoever has the gold makes the rules. No one has made this point more clearly than New York University scholar Diane Ravitch. …
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it