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ahsanneural_tech-layoffs-and-hiring-trends-2025-2026

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The dataset generation failed because of a cast error

Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 2 new columns ({'Value', 'Metric'}) and 7 missing columns ({'Companies_Offering', 'Old_Role', 'New_Role', 'Transferable_Skills', 'Success_Rate', 'Skills_Gap', 'Reskilling_Time_Months'}).

This happened while the csv dataset builder was generating data using

hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/dataset_summary_statistics.csv (at revision 6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721), [/tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/career_skills_transition_matrix.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/career_skills_transition_matrix.csv), /tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/dataset_summary_statistics.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/dataset_summary_statistics.csv), /tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_ai_impact_analysis.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_ai_impact_analysis.csv), /tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_department_analysis.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_department_analysis.csv), /tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_geographic_analysis.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_geographic_analysis.csv), /tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_industry_analysis.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_industry_analysis.csv), /tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_severance_analysis.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_severance_analysis.csv), /tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_temporal_trends.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_temporal_trends.csv), /tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_usa_state_analysis.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_usa_state_analysis.csv), /tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/tech_hiring_trends_2025_2026.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/tech_hiring_trends_2025_2026.csv), /tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/tech_layoffs_2025_2026.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/tech_layoffs_2025_2026.csv)]

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1890, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 760, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              Metric: string
              Value: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 482
              to
              {'Old_Role': Value('string'), 'New_Role': Value('string'), 'Transferable_Skills': Value('string'), 'Skills_Gap': Value('string'), 'Reskilling_Time_Months': Value('int64'), 'Success_Rate': Value('int64'), 'Companies_Offering': Value('string')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1892, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 2 new columns ({'Value', 'Metric'}) and 7 missing columns ({'Companies_Offering', 'Old_Role', 'New_Role', 'Transferable_Skills', 'Success_Rate', 'Skills_Gap', 'Reskilling_Time_Months'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/dataset_summary_statistics.csv (at revision 6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721), [/tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/career_skills_transition_matrix.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/career_skills_transition_matrix.csv), /tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/dataset_summary_statistics.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/dataset_summary_statistics.csv), /tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_ai_impact_analysis.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_ai_impact_analysis.csv), /tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_department_analysis.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_department_analysis.csv), /tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_geographic_analysis.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_geographic_analysis.csv), /tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_industry_analysis.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_industry_analysis.csv), /tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_severance_analysis.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_severance_analysis.csv), /tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_temporal_trends.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_temporal_trends.csv), /tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_usa_state_analysis.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/layoffs_usa_state_analysis.csv), /tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/tech_hiring_trends_2025_2026.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/tech_hiring_trends_2025_2026.csv), /tmp/hf-datasets-cache/medium/datasets/37665841065241-config-parquet-and-info-jason1966-ahsanneural_tec-97db96b7/hub/datasets--jason1966--ahsanneural_tech-layoffs-and-hiring-trends-2025-2026/snapshots/6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/tech_layoffs_2025_2026.csv (origin=hf://datasets/jason1966/ahsanneural_tech-layoffs-and-hiring-trends-2025-2026@6ed8bef7c19e8097e2f441c4d76ba6dc00cc3721/tech_layoffs_2025_2026.csv)]
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

Old_Role string	New_Role string	Transferable_Skills string	Skills_Gap string	Reskilling_Time_Months int64	Success_Rate int64	Companies_Offering string
Customer Support Agent	AI Prompt Engineer	Communication, Problem-solving, Product Knowledge	Prompt Engineering, API Integration, Testing	3	75	Salesforce, Zendesk, Intercom
Content Writer	AI Content Strategist	Writing, SEO, Creativity	AI Tools (ChatGPT, Claude), Content Optimization	2	80	Adobe, HubSpot, Jasper
Data Analyst	ML Engineer	SQL, Python, Statistics	PyTorch/TensorFlow, Deep Learning, MLOps	6	65	Google, Meta, Microsoft
Software Engineer	AI Safety Engineer	Programming, System Design, Testing	RLHF, AI Alignment, Ethics	4	70	OpenAI, Anthropic, DeepMind
QA Tester	MLOps Engineer	Testing, CI/CD, Automation	Kubernetes, ML Pipelines, Model Monitoring	5	60	Databricks, Snowflake, AWS
IT Support	Cloud Security Engineer	Troubleshooting, Networking, Security Basics	Cloud Platforms, IAM, Zero Trust	6	55	Amazon, Microsoft, Google
Graphic Designer	AI Product Designer	Design Thinking, UI/UX, Tools	AI Integration, Prototyping, User Research	4	72	Adobe, Figma, Canva
Sales Engineer	DevOps Engineer	Technical Knowledge, Communication	Terraform, Kubernetes, Infrastructure as Code	7	50	GitLab, HashiCorp, Atlassian
Project Manager	AI Product Manager	Leadership, Roadmapping, Stakeholder Management	AI/ML Fundamentals, Data Analysis	3	78	Microsoft, Google, Meta
Marketing Analyst	Analytics Engineer	Data Analysis, SQL, Reporting	dbt, Data Modeling, ETL Pipelines	4	68	Tableau, Looker, dbt Labs
Hardware Engineer	Robotics Engineer	Electronics, System Design, Testing	ROS, Computer Vision, AI Integration	5	65	Tesla, Boston Dynamics, Waymo
Network Engineer	Site Reliability Engineer	Networking, Troubleshooting, Automation	SRE Practices, Monitoring, Incident Response	5	62	Google, Netflix, Uber
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End of preview.

Tech Layoffs & Hiring Trends 2025-2026

153K layoffs + AI impact + career transitions + 2K new tech roles & salaries

Dataset Info

Source: Kaggle
Original Size: 0.01 MB
Kaggle Downloads: 241
Files: 11

Files

career_skills_transition_matrix.csv
dataset_summary_statistics.csv
layoffs_ai_impact_analysis.csv
layoffs_department_analysis.csv
layoffs_geographic_analysis.csv
layoffs_industry_analysis.csv
layoffs_severance_analysis.csv
layoffs_temporal_trends.csv
layoffs_usa_state_analysis.csv
tech_hiring_trends_2025_2026.csv
tech_layoffs_2025_2026.csv

Mirrored from Kaggle

Downloads last month: 53

Total file size:

16.1 kB