| id |
2a158c13-aa0a-4d14-b10c-50ba1df46f8b |
| user_id |
8684964a-bab1-4235-93a8-5fd5e24a1d0a |
| job_id |
trsvcnmg-7616 |
| 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 and Occupationa |
| model_desc |
Longevity and Occupational Choice |
| model_path |
/home/sid/tuning/finetune/backend/output/trsvcnmg- /home/sid/tuning/finetune/backend/output/trsvcnmg-7616/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 |
“Longevity and Occupational Choice” is one of the “Longevity and Occupational Choice” is one of the most comprehensive studies ever conducted on how a person’s job affects their lifespan. Using administrative death records for over 4 million individuals across four major U.S. states—representing 15% of the national population—the authors show that occupation is a powerful, independent predictor of longevity, on par with major demographic determinants like gender.
Even after controlling for income, location, race, ethnicity, and detailed socioeconomic variables, the paper finds large multi-year differences in life expectancy across occupations. The magnitude is striking: just as women live about three years longer than men, some occupations confer several years of additional life—or several years lost.
Longer-lived occupations are those with:
More outdoor work
More physical activity
Higher social interaction
Lower stress
Higher job meaningfulness
Shorter-lived occupations tend to involve:
Indoor, sedentary work
Isolation
High stress
Low perceived meaning
These job-related characteristics remain strongly associated with lifespan even among people living in the same ZIP code and earning similar incomes.
The study also connects occupations to specific causes of death. Outdoor occupations (farming, fishing, forestry) have the lowest heart-disease mortality, while stressful jobs such as construction show higher cancer mortality, possibly because stress influences chronic inflammation and health behaviors like smoking or poor diet.
Importantly, the authors show that:
Occupation predicts longevity as well as income, and in many cases better, once local differences are considered.
The nature of work—its physical, social, and psychological qualities—forms a core part of a person’s long-term health capital.
The paper concludes with major implications for retirement planning, pension funding, workplace design, and public health policy, arguing that longevity inequality is not only about wealth and geography but also deeply rooted in the structure of work itself.... |
| dataset_meta |
{"input_type": "file", "source {"input_type": "file", "source": "/home/sid/tuning/finetune/backend/output/trsvcnmg-7616/data/document.pdf"}... |
| dataset_path |
/home/sid/tuning/finetune/backend/output/trsvcnmg- /home/sid/tuning/finetune/backend/output/trsvcnmg-7616/data/trsvcnmg-7616.json... |
| training_output |
null |
| status |
failed |
| created_at |
1764881403 |
| updated_at |
1764886217 |
| source_adapter_path |
NULL |
| adapter_path |
/home/sid/tuning/finetune/backend/output/trsvcnmg- /home/sid/tuning/finetune/backend/output/trsvcnmg-7616/adapter... |
| plugged_in |
False |