Bibliographic record
Abstract
This case was prepared by the authors and is intended to be used as a basis for class discussion. The views here are those of the authors and do not necessarily reflect the views of the Society for Case Research. The views are based on professional judgment. Copyright [c] 2017 by the Society for Case Research and the authors. No part of this work may be reproduced or used in any form or by any means without the written permission of the Society for Case Research. Introduction Carolyn Jones was a recent accounting graduate who wanted to take the Uniform Certified Public Accountant (CPA) Exam. Like many others who studied for the CPA exam, Carolyn looked for resources to help her prepare. She soon discovered companies that provided review programs and materials charged hefty prices for their services. She knew that she was not the only one who had faced this issue, so she asked some of her classmates how they dealt with it. A few said that they had purchased resources together and shared them. Another said she had bought resources provided by Becker Professional Education--one of the leading companies for these resources--from a third party she found online for less than a quarter of what Becker charged. These both seemed like possible solutions to Carolyn's problem, but she had concerns about them, especially purchasing the resources from another source. Would they be accurate? Would they be up to date? Would it be ethical? Could there be other consequences associated with purchasing these materials from a third party? These were all issues Carolyn needed to consider as she decided what she should do. Carolyn Jones Carolyn Jones was a first-semester graduate student enrolled in a one-year Master of Science program in accounting. Although she had obtained her Bachelor of Science degree in accounting, she knew that she needed to take more accounting courses before she could become a CPA. That was why she decided to pursue the master's degree. Her parents paid her tuition when she was an undergraduate student and continued to support her as she worked on her master's degree and prepared for the CPA exam. She earned a graduate assistantship based on her undergraduate performance, and that paid her tuition; she also received a small stipend each semester. These two sources of funds helped her pay her expenses, but she had little excess income available to her, and her parents had already spent more money on her education than they could afford. The CPA Exam Carolyn investigated the CPA exam and found that the first Uniform CPA examination was administered in 1952, and that the exam had been taken more than one million times since then (American Institute of CPAs, n.d.). She discovered that the exam contained four sections--Auditing and Attestation, Business Environment and Concepts, Financial Accounting and Reporting, and Regulation--and that it represented a total of 14 hours of testing (American Institute of CPAs, n.d.). Her research suggested that the exam was difficult to pass and that, of the four sections, only the Business Environment and Concepts section had a pass rate of greater than 50% in 2015 (American Institute of CPAs, n.d.). Carolyn knew that not all accountants became CPAs. She researched the profession and found that some services, such as auditing and tax preparation, required a CPA license. Other areas of practice did not. However, many public accountants completed the requirements for becoming a CPA, including passing the four sections of the CPA exam, because of the increased opportunities the certification provided. She had read that the CPA designation was considered the gold standard and was often used to differentiate candidates who applied for jobs (Probert, 2014). In addition, the CPA designation gave accountants access to other professionals, professional resources, and guidance when faced with professional and ethical dilemmas. …
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.025 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.023 | 0.020 |
| Scholarly communication | 0.008 | 0.011 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.018 | 0.019 |
| Insufficient payload (model declined to judge) | 0.025 | 0.003 |
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 source (direct Gemma or distilled Codex), 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".