Consumer Behavior in the Information Economy: Generation Z
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
The article examines the features of consumer behavior of Generation Z, the largest consumer group in the world today. The authors highlight the ability and willingness to purchase goods and services online as the main trends in changing consumer behavior, while the main means of getting information, choosing a product (service), and paying for a purchase today are smartphones and tablets actively used by representatives of Generation Z. Generation Z has been determined to be digital consumers boldly shopping online. They stay online most of their time (working online, studying online, social media from 3 to 6 hours a day, watching movies and entertainment content online, etc.) and before purchasing anything, Generation Z expects to access to and evaluate information, reads reviews, and conducts its research. Generation Z looks forward to co-creation with brands, participation in teams, and collaboration with managers; it expects innovation from their employers, leaders, and brands. Due to this digital literate consumption, it makes highly informed, more pragmatic, and analytical decisions than representatives of previous generations. The article also shows that social networks are becoming the main channel for delivering advertising information to a young audience with a focus on visual content (video, infographics) and the shortest formats possible: Generation Z consumes information fragmentarily, as they use several devices simultaneously.
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 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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it