You are a brand: social media managers’ personal branding and “the future audience”
Bibliographic record
Abstract
Purpose Social media management is an emerging profession that is growing as companies increasingly adopt social media. The purpose of this paper is to analyze social media managers’ personal branding. Design/methodology/approach In-depth qualitative data is drawn from 20 semi-structured interviews with social media managers and supported by three years of orienting fieldwork in Toronto, Canada. Findings Social media managers are responsible for managing and executing organizations’ brands and presence on social media and digital platforms. As lead users of social media, social media managers provide critical insight into the emerging practices of personal branding on social media. “The future audience” is introduced to describe how individuals project a curated brand for all future unknown and unanticipated audiences, which emphasizes a professional identity. Due to workplace uncertainty, social media managers embody the mentality of being “always-on-the-job-market”, which is a driver for personal branding in their attempt to gain or maintain employment. Originality/value While personal branding is largely discussed by industry professionals, there is a need for empirical research on personal branding that examines how various employee groups experience personal branding. This research fills this gap by analyzing how people working in social media brand their identity and how their personal branding is used to market themselves to gain and maintain employment. The development of “the future audience” and “always-on-the-job-market” can be used to understand other professions and experiences of personal branding.
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 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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".