Landscaping Government Chief Information Officer Education
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
This paper reviews the nature and responsibilities of Government Chief Information Officer (GCIO) positions, defines competencies required to fulfill such responsibilities, and presents the results of a survey of 78 education programs from 21 countries to determine to what extent they build GCIO-relevant competencies and how much attention different programs pay to policy, design, implementation and operation aspects of the public sector Information and Communication Technology (ICT). The survey covers CIO, Electronic Government, Technology Management, Leadership, Public Administration, Development, Sustainable Development and ICT for Development programs, all analyzed using a single conceptual framework. The survey revealed, among others: that the programs are strongly oriented toward one discipline, that no program fulfills all competency needs expected from GCIO positions, that such needs can be fulfilled by combinations of existing programs, and that a truly international GCIO curriculum is yet to emerge.
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 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 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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