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Record W4408359592 · doi:10.3998/ticker.6913

From Classroom to Boardroom: Employer Perspectives of Business Graduates’ Information Literacy Skills

2025· article· en· W4408359592 on OpenAlexvenueno aff
Heather Howard, Margaret Phillips, Jack J. Wang

Bibliographic record

VenueTicker The Academic Business Librarianship Review · 2025
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicCopyright and Intellectual Property
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

Information literacy includes the ability to locate, use, and manage information. While many libraries and academic programs incorporate information literacy into undergraduate business instruction and assignments, the linear and ordered nature of the curricula may not prepare students for the ill-structured and ever-changing work environments they will encounter after graduation. To understand the gaps between the current academic environment and the professional world that our business graduates will enter, we interviewed four employers in a pilot study to examine their expectations and perspectives regarding the abilities of new business hires to find and utilize information in the workplace. All the employers were from large, multi-national companies that hire extensively from our R1 university and other high ranking undergraduate business programs. We used a combination of deductive and inductive qualitative analyses to identify these major themes in the interview transcripts: gathering and using information; evidence and synthesis; using specific types of information; learning; navigating internal systems; satisfaction with new hires; and data. Our findings are useful to us, and potentially to other librarians and instructors at institutions with undergraduate business programs, to integrate into business information literacy instruction in a way which best prepares students for the information work environments they will encounter after graduation.

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.

How this classification was reachedexpand

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)0.001
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.747
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.005
Science and technology studies0.0000.000
Scholarly communication0.0000.008
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.001

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.

Opus teacher head0.022
GPT teacher head0.263
Teacher spread0.241 · 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

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2025
Admission routes1
Has abstractyes

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