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Record W3132667270 · doi:10.14288/1.0340111

Critical analysis of quantitative-qualitative research models into the effect of instructional and transformational leadership on student achievement

2017· article· en· W3132667270 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

VenuecIRcle (University of British Columbia) · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicEducational Practices and Challenges
Canadian institutionsnot available
Fundersnot available
KeywordsTransformational leadershipInstructional leadershipMathematics educationPsychologyQualitative analysisQualitative researchPedagogyManagement scienceComputer scienceEducational leadershipSociologySocial psychologyEngineeringSocial science

Abstract

fetched live from OpenAlex

The purpose of this study is to examine a body of mixed methods (qualitative and quantitative) research on how instructional and transformational leaders' behaviours affect student achievement. Current political demands on the role of the school principal and increased emphasis on accountability place students' academic achievement at the top of school reform agendas and add weight to the role of the school principal (Gentilucci & Muto, 2007; VSB Leadership District Review Team, 2008; Ministry of Education BC Mandate for the School System, 2008, British Columbia Educational Council, 2008). I critically analyze the latest research findings with the purpose of offering practical insights and contributions to policy makers, researchers and educational leaders to model future courses of action in educational administration and accountability. The two research studies considered in this review were conducted by Alig- Mielcarek (2003) and Leithwood, Jantzi, and McElheron-Hopkins (2006). Alig- Mielcarek (2003) in the state of Ohio, United States, carried out a study on instructional leadership and student achievement in 146 schools. Similarly, Leithwood, Jantzi, and McElheron-Hopkins (2006) conducted a study in Ontario, Canada, over five years, on transformational leadership and student achievement in 100 schools. Two layers of analysis are used in this review. The first layer of analysis conceptualizes the leadership role according to De Maeyer et al.' s (2007) theoretical framework: instructional and transformational leadership models. The objective of this layer of analysis is to see to what extent the conceptual role of the principal matches the variables considered in the methodology of each study. The second layer of analysis examines the conceptual methodologies used by the researchers according to Hallinger and Heck's (1988) theoretical perspective on administrative leadership. I interpret the multilevel nature of the path analyses utilized by the researchers and the variables they linked directly or indirectly to student achievement. The objective of the second layer of analysis is to examine the extent of the multilevel approach employed in their path analysis and the validity of the findings. This study concludes that both Alig-Mielcarek's (2003) study and Leithwodd et al.'s (2006) study contribute to a better understanding of the path models that can be used to study educational leadership and student achievement. However, there are some threats to the validity of both studies; careful attention must be paid to the numbers of variables at each level and to gathering the most accurate data available. Neither study's leadership frameworks appears sufficient for effective school leadership. A combination of diverse frameworks is recommended to meet current educational demands.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.673
Threshold uncertainty score0.929

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.002
Scholarly communication0.0000.001
Open science0.0000.000
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 head0.188
GPT teacher head0.446
Teacher spread0.257 · 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