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
Purpose This paper aims to examine how women working in the advertising industry during the 1920s and 1930s encouraged and resisted stereotypes about women to establish a professional identity. This seemingly paradoxical approach provided women with opportunities for professional development and network building. Dorothy Dignam is presented as a case study of one such advertising woman. She was a market researcher, a teacher, an advocate for women’s employment in advertising, a historian of women’s advertising clubs and a supporter of and a contributor to women’s professional networking. Design/methodology/approach Archival material is drawn from the N. W. Ayer and Son archives at the Smithsonian Institute, the Advertising Women of New York archives and the Dorothy Dignam Papers at the Schlesinger Library, the Philadelphia Club of Advertising Women papers at Bryn Mawr, the Dignam Collection at the Wisconsin Historical Society and the Women’s Advertising Club of Chicago (WACC) archives at the University of Illinois, Chicago. A close reading method of analysis places the material in a historical context. Additionally, it provides a narrative structure to demonstrate the complementary relationship between advertising club work and professional identity. Findings Dignam’s career strategies helped her to construct a professional identity that situated her as a guide, teacher and role model for other women who worked in advertising. She supported and created an attitude that enabled aspiring career women to embark on their careers, and she assisted in creating a coalition of women who empowered each other through their advertising club work. Practical implications Dignam’s published work about careers for women in advertising, her own career and its advancement and her involvement with women’s advertising clubs all served a rhetorical purpose. Her professional life sought to change both men’s and women’s attitudes about the impact of women in professional roles. In turn, the influence of attitudes helped to create space for women in business, especially those seeking advertising careers. Originality/value This paper illustrates how Dignam’s career, accomplishments and publications coalesce to provide evidence of how women negotiated professional identities and claimed space for themselves in the business world and in the advertising industry.
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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 | 0.034 | 0.029 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
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