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Record W1564362335

An External Evaluation: A Case Study of a Design and Implementation Process

2008· article· en· W1564362335 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

VenueSIT Digital Collections (SIT Graduate Institute) · 2008
Typearticle
Languageen
FieldDecision Sciences
TopicEvaluation and Performance Assessment
Canadian institutionsnot available
Fundersnot available
KeywordsProcess (computing)Process managementComputer scienceBusinessOperations managementRisk analysis (engineering)EngineeringProgramming language
DOInot available

Abstract

fetched live from OpenAlex

This case study is a description of the process of designing and implementing an evaluation of the Indigenous People’s Initiative (IPI) of the North American Program (NAP) at Heifer International (HI). The evaluation team comprised of a consultant and two researchers was hired by Heifer International to carry out an external evaluation of the IPI. This following case study highlights the processes used by the evaluation team in designing their conceptual framework, work plan, methodologies and the implementation of the evaluation, which focused on assessing effectiveness, performance, approaches and organizational capacities of HI to work with indigenous people. The results of the evaluation were intended to be used for organizational learning, and recommendations were provided by the evaluation team for effective changes for the improvement of the program. The evaluation took place over four months included designing, implementing, finalizing and sharing the final report with HI. The evaluation team used a mixed method approach of evaluation to gather and analyze the information for organizational learning. In this case study, I will reflect on the overall processes of the activities of the evaluation team, including their planning, designing, gathering of data and producing the final recommendations and analyses for HI. This research will be contributing to answering the following questions: • What approaches have been used in the evaluation of IPI? • What methods and tools were used? • What were the key issues of the evaluation research? • To what extent did the organizational capacities/expertise of HI facilitate community development processes? • What did I learn as an evaluator and a development practitioner? To conduct this evaluation, We used documents provided by HI, developed survey questionnaires and conducted open ended interviews to gather information from HI staff members, managers, directors and external stakeholders in order to get a reasonable amount of information to analyze. I will be reflecting on my own learning I gained through my observations and participation in conducting this evaluation. II. Usefulness of the Case Study This study will contribute to a better understanding among HI staff, managers and leadership about the effectiveness of the HI program and will provide recommendations about how to make improvements in order to have a greater impact. Heifer made several efforts to develop the staff capacity to alien with the uniqueness of the program and that was the center of focus to evaluate its capacity and leadership role to facilitate the social justice program within Indian nation in USA and Canada. Since HI adopted a new approach to their work with indigenous people, they have gone though several changes in their strategies, planning and activities, and it has always been a challenge to determine the effectiveness at all levels. This research will provide more clarity and a critical analysis of the overall approaches and challenges in the implementation of the IPI. Organizational learning from this research can also make contributions in the form of knowledge and recommendations to other organizations working in the same field and seeking to implement the same approaches.

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)0.002
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: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.375
Threshold uncertainty score0.952

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.003
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 head0.410
GPT teacher head0.525
Teacher spread0.114 · 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