| id |
acc60184-e997-447f-856f-752fcf2bc975 |
| user_id |
8684964a-bab1-4235-93a8-5fd5e24a1d0a |
| job_id |
rmxjvlgu-3748 |
| base_model_name |
xevyo |
| base_model_path |
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf... |
| model_name |
Longevity |
| model_desc |
Longevity and Occupational Choice |
| model_path |
/home/sid/tuning/finetune/backend/output/rmxjvlgu- /home/sid/tuning/finetune/backend/output/rmxjvlgu-3748/merged_fp16_hf... |
| source_model_name |
xevyo |
| source_model_path |
/home/sid/tuning/finetune/backend/output/xevyo-bas /home/sid/tuning/finetune/backend/output/xevyo-base-v1/merged_fp16_hf... |
| source_job_id |
xevyo-base-v1 |
| dataset_desc |
This study provides one of the most comprehensive This study provides one of the most comprehensive analyses ever conducted on how a person’s occupation influences their lifespan. Using administrative vital records from over 4 million deceased individuals across four major U.S. states—representing 15% of the national population—the authors uncover that occupational choice is a powerful and independent predictor of longevity, comparable in magnitude to the well-known lifespan difference between men and women.
Even after controlling for income, demographics, and geographic factors, the study finds major multi-year gaps in life expectancy between occupation groups. Jobs that involve outdoor work, physical activity, social interaction, and meaningful duties (such as farming or social services) are linked to longer life. In contrast, occupations characterized by indoor environments, prolonged sitting, isolation, high stress, or low meaning (such as many office or construction roles) correspond to shorter lifespans.
The study goes beyond lifespan disparities to analyze cause-of-death patterns, revealing systematic differences: outdoor occupations show lower heart-disease mortality, while high-stress jobs—like construction—show higher cancer mortality, possibly due to stress-related behaviors and chronic inflammation.
Crucially, occupation explains at least as much longevity variation as income, and when including region-specific occupation details, occupation outperforms income entirely. The findings emphasize that a job is not just a source of earnings but a long-term health-shaping lifestyle choice.
The paper concludes by highlighting major implications for retirement systems, pension funding, workplace design, and public health policy, suggesting that occupational health risks must be integrated into economic and social planning as populations age and labor markets evolve.... |
| dataset_meta |
{"input_type": "file", "source {"input_type": "file", "source": "/home/sid/tuning/finetune/backend/output/rmxjvlgu-3748/data/document.pdf", "num_examples": 34, "bad_lines": 0}... |
| dataset_path |
/home/sid/tuning/finetune/backend/output/rmxjvlgu- /home/sid/tuning/finetune/backend/output/rmxjvlgu-3748/data/rmxjvlgu-3748.json... |
| training_output |
null |
| status |
completed |
| created_at |
1764878910 |
| updated_at |
1764883690 |
| source_adapter_path |
NULL |
| adapter_path |
/home/sid/tuning/finetune/backend/output/rmxjvlgu- /home/sid/tuning/finetune/backend/output/rmxjvlgu-3748/adapter... |
| plugged_in |
False |