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JobVision
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JobVision_Jobposts_Dataset

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The JWT signature verification failed. Check the signing key and the algorithm.
Error code:   JWTInvalidSignature
Exception:    InvalidSignatureError
Message:      Signature verification failed
Traceback:    Traceback (most recent call last):
                File "/src/libs/libapi/src/libapi/jwt_token.py", line 286, in validate_jwt
                  decoded = jwt.decode(
                      jwt=token,
                  ...<2 lines>...
                      options=options,
                  )
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jwt.py", line 368, in decode
                  decoded = self.decode_complete(
                      jwt,
                  ...<8 lines>...
                      leeway=leeway,
                  )
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jwt.py", line 265, in decode_complete
                  decoded = self._jws.decode_complete(
                      jwt,
                  ...<3 lines>...
                      detached_payload=detached_payload,
                  )
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jws.py", line 270, in decode_complete
                  self._verify_signature(
                  ~~~~~~~~~~~~~~~~~~~~~~^
                      signing_input,
                      ^^^^^^^^^^^^^^
                  ...<4 lines>...
                      options=merged_options,
                      ^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jws.py", line 417, in _verify_signature
                  raise InvalidSignatureError("Signature verification failed")
              jwt.exceptions.InvalidSignatureError: Signature verification failed

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πŸ’Ό JobVision JobPosts Dataset

  • πŸ“ Dataset Name: JobVision_Jobposts_Dataset

  • πŸ—‚οΈ Source: JobVision

  • πŸ“Š Size: ~365k rows

  • πŸ—“οΈ Release Date: August 2025

  • 🌍 Languages: Persian (primary), English translations for key fields

  • πŸ“„ Format: CSV (tabular)

  • πŸ“š Domain: Recruitment, Human Resources, Labor‑Market Analytics

  • πŸ—“οΈ Time Period: 2022–2024

πŸ“‹ Overview

The JobVision_Jobposts_Dataset contains anonymized job advertisements from Jobvision, Iran’s largest online jobboard. This dataset provides granular insights into Iran’s labor market, including job requirements, salary ranges, and skill demands. Ideal for HR analytics and labor economics research.

πŸ“Š Schema

🏷️ Job Metadata

  • Jobpost_RawTitle: Job title (e.g., "Ψ¨Ψ±Ω†Ψ§Ω…Ω‡ Ω†ΩˆΫŒΨ³ full-stack")
  • Jobpost_PreferredGender: e.g., "ΨͺΨ±Ψ¬ΫŒΨ­Ψ§Ω‹ Ψ’Ω‚Ψ§"
  • Jobpost_ProvinceFa/Jobpost_ProvinceEn: Location (e.g., "Tehran")
  • Jobpost_WorkTypeEn/Jobpost_WorkTypeFa: Employment type (Full Time, Part Time)
  • Jobpost_SalaryCanBeShown: Whether salary is disclosed (True/False)
  • Jobpost_MinSalary/Jobpost_MaxSalary: Salary range (in Iranian Toman)
  • Jobpost_RequiredExperienceYears: Years of experience required
  • Other Feature: Jobpost_RequiredRelatedExperienceInThisIndustry, Jobpost_CompanyWorkTimesDescription, Jobpost_ActivationTime_YEAR_MONTH

πŸ“ Categorization

  • Jobpost_MainJobCategory : e.g., "Ω…Ψ§Ω„ΫŒ و حسابداری"
  • Jobpost_SecondaryJobCategories

πŸ› οΈ Skills & Qualifications

  • Jobpost_SoftwareSkills: JSON list of tools (e.g., [{"TitleFa":"پایΨͺΩˆΩ†","TitleEn":"Python","Level":"پیشرفΨͺΩ‡"},{"TitleFa":"","TitleEn":"PostgreSql","Level":"پیشرفΨͺΩ‡"}])
  • Jobpost_LanguageSkills: Language proficiency (e.g., [{"Languages_TitleFa":"Ψ§Ω†Ϊ―Ω„ΫŒΨ³ΫŒ","Languages_TitleEn":"English","Level":"Ω…Ψͺوسط Ϋ΅Ϋ°Ωͺ"}])

🏒 Company Details

  • Company_ProvinceEn/Company_CityEn: Location (e.g., "Tehran")
  • Company_SizeEn/Company_SizeFa: Employee count (e.g., "11-50 employees")
  • Company_IndustryEn: Industry sector (e.g., "IT / Software / Hardware")
  • Other Feature: Company_AgeFromEstablishmentYear, Company_CompanyOwnershipTypesEn, Company_ActivityType

🌐 Benefits & Policies

  • Jobpost_BenefitEn/Jobpost_BenefitFa: Benefits (e.g., "Health insurance, Commision")
  • Jobpost_IsRemote: Remote work availability (True/False)
  • Jobpost_HasDisabilitySupport: Disability accommodations (True/False)
  • Jobpost_RequiredMinAge/Jobpost_RequiredMaxAge
  • Jobpost_RequiredMilitaryServiceCard: (True/False)

πŸ’‘ Use Cases

  1. Salary Prediction: Estimate expected compensation given jobpost feature.
    • Labor Market Analysis
    • Identify regional skill gaps (e.g., React developers in Isfahan).
  2. Track salary trends by industry/experience.
  3. Geospatial Visualization: Map job density and salary variance by region.
  4. Company Hiring Strategy
    • Benchmark benefits (e.g., 43% of tech jobs offer remote work).
    • Analyze gender-specific roles (Jobpost_PreferredGender).
  5. Demand Forecasting: Track hiring trends across industries and provinces.

🀝 Contributing

We welcome contributions to improve this dataset! If you find issues or have suggestions, please contact us at info@jobvision.ir.
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