2011-12 Career Services Benchmark Survey for Four-Year Colleges and Universities
Bibliographic record
Abstract
oFFice speciFics Most responding career centers (84.2 percent)are centralized in structure;however, there has been small movement toward decentralization.Currently, 15.8 percent of respondents report a decentralized structure, up from 12.5 percent in 2010 and 13.5 percent reported in last year's survey. Just under half of offices report their office title is "career services."The next most popular option is "career center," with 15.3 percent of respondents. Just under 60 percent of respondents reported that their office falls under the division of student affairs. Overall, the career services office has an average of 2,349 square feet; however, the median is only 1,200 square feet. On average, there are two rooms available for interviewing, but none are exclusively used for that purpose.
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".