How do retention bonuses stack up against straight salary hikes when trying to stop software engineers from quitting?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do retention bonuses stack up against straight salary hikes when trying to stop software engineers from quitting?
3 real searches · 1 real-search pass
research evidence retention bonuses versus salary increases employee turnover software engineers compensation retention pay turnover studyGoogle ↗
OBSERVEDReason
software engineer turnover reasons compensation career growth management research retention compensation salary increasesGoogle ↗
OBSERVEDReason
retention bonuses effectiveness employee retention deferred compensation golden handcuffs studyGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
research evidence retention bonuses versus salary increases employee turnover software engineers compensation retention pay turnover study Google ↗
software engineer turnover reasons compensation career growth management research retention compensation salary increases Google ↗
retention bonuses effectiveness employee retention deferred compensation golden handcuffs study Google ↗
- How to retain tech talent · mercer.com
- Discretionary bonuses and turnover · sciencedirect.com
- Rewards and retention of technical staff - Rutgers, The State University of New Jersey · researchwithrutgers.org
- Antecedents to IT personnel's intentions to leave: A systematic literature review · sciencedirect.com
- Firm-Specific Worker Incentives, Employee Retention, and Wage–Tenure Slopes · pubsonline.informs.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
research evidence retention bonuses versus salary increases employee turnover software engineers compensation retention pay turnover study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
software engineer turnover reasons compensation career growth management research retention compensation salary increases OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
retention bonuses effectiveness employee retention deferred compensation golden handcuffs study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |