JobPredictor1

Fine-tuned DeBERTa-v3-small model that predicts:

• Expected years of experience required for a job
• Lower salary bound (USD)
• Upper salary bound (USD)

Input Format

[TITLE]: <job title> [DESC]: <job description>

Outputs

Output	Type	Description
expected_experience_years	int	Years of experience required
pay_lower	int	Lower salary bound (USD)
pay_upper	int	Upper salary bound (USD)

Normalization

Predictions are z-score normalized. Use norm_stats.json to denormalize:

real_value = pred * norm_stats[col]["std"] + norm_stats[col]["mean"]

Test Set Performance

Metric	Value
Experience MAE	0.57 years
Experience Within 1yr	83.1%
Pay Lower MAE	$15,511
Pay Lower Within $20k	84.5%
Pay Upper MAE	$20,190
Pay Upper Within $20k	76.0%

Base Model

microsoft/deberta-v3-small