Dataset Preview
The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
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 9 new columns ({'title', 'behavior_score', 'semantic_score', 'production_score', 'final_score_v3', 'jd_score_norm', 'production_score_norm', 'final_score', 'final_score_v2'}) and 3 missing columns ({'professional_score', 'candidate_text', 'production_evidence'}).
This happened while the csv dataset builder was generating data using
hf://datasets/sarajain123/Redrob-Dataset/final_df.csv (at revision 35afd1549276d0be088ce3901a17055cce67a092), ['hf://datasets/sarajain123/Redrob-Dataset@35afd1549276d0be088ce3901a17055cce67a092/candidate_text_df.csv', 'hf://datasets/sarajain123/Redrob-Dataset@35afd1549276d0be088ce3901a17055cce67a092/final_df.csv', 'hf://datasets/sarajain123/Redrob-Dataset@35afd1549276d0be088ce3901a17055cce67a092/sample_candidates.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/python3.14/site-packages/datasets/builder.py", line 1837, in _prepare_split_single
writer.write_table(table)
~~~~~~~~~~~~~~~~~~^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
candidate_id: string
title: string
production_score: int64
production_score_norm: double
behavior_score: double
final_score: double
jd_score_norm: double
production_evidence_norm: double
semantic_score: double
final_score_v2: double
professional_score_norm: double
final_score_v3: double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1849
to
{'candidate_id': Value('string'), 'candidate_text': Value('string'), 'production_evidence': Value('int64'), 'production_evidence_norm': Value('float64'), 'professional_score': Value('int64'), 'professional_score_norm': Value('float64')}
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 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1839, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
...<4 lines>...
)
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 9 new columns ({'title', 'behavior_score', 'semantic_score', 'production_score', 'final_score_v3', 'jd_score_norm', 'production_score_norm', 'final_score', 'final_score_v2'}) and 3 missing columns ({'professional_score', 'candidate_text', 'production_evidence'}).
This happened while the csv dataset builder was generating data using
hf://datasets/sarajain123/Redrob-Dataset/final_df.csv (at revision 35afd1549276d0be088ce3901a17055cce67a092), ['hf://datasets/sarajain123/Redrob-Dataset@35afd1549276d0be088ce3901a17055cce67a092/candidate_text_df.csv', 'hf://datasets/sarajain123/Redrob-Dataset@35afd1549276d0be088ce3901a17055cce67a092/final_df.csv', 'hf://datasets/sarajain123/Redrob-Dataset@35afd1549276d0be088ce3901a17055cce67a092/sample_candidates.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.
candidate_id string | candidate_text string | production_evidence int64 | production_evidence_norm float64 | professional_score int64 | professional_score_norm float64 |
|---|---|---|---|---|---|
CAND_0000001 |
Backend Engineer | SQL, Spark, Cloud
Software / data professional with 6.9 years of experience building data pipelines, backend systems, and analytics infrastructure. I'm a backend/data hybrid β Spark, Airflow, SQL warehouses are home territory; I'm building competence on the ML side. My toolkit is sol... | 4 | 0.210526 | 1 | 0.263158 |
CAND_0000002 |
Operations Manager | 12.5+ yrs experience
Professional with 12.5+ years of experience. My professional background is in marketing manager β I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work β I've experim... | 2 | 0.105263 | 3 | 0.368421 |
CAND_0000003 |
Customer Support | 1.1+ yrs experience
Professional with 1.1+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work β I've experiment... | 0 | 0 | 0 | 0.210526 |
CAND_0000004 |
Marketing Manager | Driving business outcomes
Professional with 3.8+ years of experience. My professional background is in marketing manager β I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work β I've expe... | 2 | 0.105263 | 3 | 0.368421 |
CAND_0000005 |
Accountant | Helping teams scale
Professional with 11.0+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work β I've experimented wi... | 1 | 0.052632 | 2 | 0.315789 |
CAND_0000006 |
Business Analyst | 6.0+ yrs experience
Professional with 6.0+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work β I've experiment... | 1 | 0.052632 | 2 | 0.315789 |
CAND_0000007 |
Civil Engineer | 5.5+ yrs experience
Professional with 5.5+ years of experience. My professional background is in marketing manager β I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work β I've experimented ... | 2 | 0.105263 | 3 | 0.368421 |
CAND_0000008 |
Operations Manager | 3.6+ yrs experience
Professional with 3.6+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work β I've experime... | 1 | 0.052632 | 2 | 0.315789 |
CAND_0000009 |
Mechanical Engineer | Driving business outcomes
Professional with 11.0+ years of experience. My professional background is in marketing manager β I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work β I've e... | 3 | 0.157895 | 4 | 0.421053 |
CAND_0000010 |
Data Engineer | Data pipelines & analytics
Software / data professional with 4.6 years of experience building data pipelines, backend systems, and analytics infrastructure. Most of my work has been data pipelines and analytics infrastructure; I've shipped a couple of small ML features but it's not the ... | 5 | 0.263158 | 3 | 0.368421 |
CAND_0000011 |
QA Engineer | Cloud & DevOps
Software engineer with 2.0 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering β APIs, databases, queues, deployments. I've been keeping up with AI/ML ... | 5 | 0.263158 | 2 | 0.315789 |
CAND_0000012 |
Operations Manager | Driving business outcomes
Professional with 1.1+ years of experience. My professional background is in marketing manager β I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work β I've exp... | 1 | 0.052632 | 2 | 0.315789 |
CAND_0000013 |
Civil Engineer | Driving business outcomes
Professional with 1.1+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work β I've experimented with... | 2 | 0.105263 | 2 | 0.315789 |
CAND_0000014 |
Frontend Engineer | Full-stack development
Software engineer with 8.4 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI... | 5 | 0.263158 | 1 | 0.263158 |
CAND_0000015 |
Software Engineer | Cloud & DevOps
Software engineer with 5.4 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack.... | 6 | 0.315789 | 3 | 0.368421 |
CAND_0000016 |
Accountant | Helping teams scale
Professional with 5.3+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work β I've experimented with ChatGPT a... | 5 | 0.263158 | 5 | 0.473684 |
CAND_0000017 |
Accountant | 12.3+ yrs experience
Professional with 12.3+ years of experience. My professional background is in marketing manager β I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work β I've experimented wi... | 3 | 0.157895 | 4 | 0.421053 |
CAND_0000018 |
Frontend Engineer | Full-stack development
Software engineer with 6.6 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI... | 4 | 0.210526 | 1 | 0.263158 |
CAND_0000019 |
Project Manager | 6.5+ yrs experience
Professional with 6.5+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work β I've experimente... | 1 | 0.052632 | 2 | 0.315789 |
CAND_0000020 |
Mechanical Engineer | 6.3+ yrs experience
Professional with 6.3+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work β I've experimented with ... | 2 | 0.105263 | 3 | 0.368421 |
CAND_0000021 |
Project Manager | AI enthusiast | Building with LLMs
Project Manager with 14.5+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I... | 9 | 0.473684 | -1 | 0.157895 |
CAND_0000022 |
Mechanical Engineer | Driving business outcomes
Professional with 1.1+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work β I've experimented... | 1 | 0.052632 | 1 | 0.263158 |
CAND_0000023 |
Software Engineer | Cloud & DevOps
Software engineer with 3.7 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering β APIs, databases, queues, deployments. I've been keeping up with ... | 3 | 0.157895 | 1 | 0.263158 |
CAND_0000024 |
HR Manager | 7.5+ yrs experience
Professional with 7.5+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work β I've experimented wit... | 2 | 0.105263 | 3 | 0.368421 |
CAND_0000025 |
Frontend Engineer | Cloud & DevOps
Software engineer with 7.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack.... | 4 | 0.210526 | 1 | 0.263158 |
CAND_0000026 |
Graphic Designer | 6.8+ yrs experience
Professional with 6.8+ years of experience. My professional background is in marketing manager β I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work β I've experimente... | 4 | 0.210526 | 5 | 0.473684 |
CAND_0000027 |
DevOps Engineer | Cloud & DevOps
Software engineer with 3.9 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I... | 3 | 0.157895 | 1 | 0.263158 |
CAND_0000028 |
Operations Manager | Driving business outcomes
Professional with 1.1+ years of experience. My professional background is in marketing manager β I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work β I've exp... | 3 | 0.157895 | 3 | 0.368421 |
CAND_0000029 |
Business Analyst | Driving business outcomes
Professional with 7.2+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work β I've experimented wi... | 2 | 0.105263 | 3 | 0.368421 |
CAND_0000030 |
Marketing Manager | Driving business outcomes
Professional with 10.0+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work β I've ex... | 2 | 0.105263 | 3 | 0.368421 |
CAND_0000031 |
Recommendation Systems Engineer | Search, Ranking & Retrieval
Machine learning engineer with 6.0 years of experience building ML-powered features in production. Strong background in NLP, recommendation systems, and applied AI; comfortable across the ML stack from feature engineering through deployment.... | 10 | 0.526316 | 9 | 0.684211 |
CAND_0000032 |
.NET Developer | Full-stack development
Software engineer with 8.1 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering β APIs, databases, queues, deployments. I've been keeping up ... | 4 | 0.210526 | 0 | 0.210526 |
CAND_0000033 |
Graphic Designer | Helping teams scale
Professional with 8.6+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work β I've experimented with Cha... | 3 | 0.157895 | 3 | 0.368421 |
CAND_0000034 |
Business Analyst | Driving business outcomes
Professional with 14.5+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work β I've experimented w... | 2 | 0.105263 | 3 | 0.368421 |
CAND_0000035 |
Full Stack Developer | Backend systems & APIs
Software engineer with 4.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with... | 4 | 0.210526 | 0 | 0.210526 |
CAND_0000036 |
Project Manager | 11.3+ yrs experience
Professional with 11.3+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work β I've experimented with Ch... | 2 | 0.105263 | 3 | 0.368421 |
CAND_0000037 |
Business Analyst | 14.3+ yrs experience
Professional with 14.3+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work β I've experime... | 2 | 0.105263 | 3 | 0.368421 |
CAND_0000038 |
Java Developer | Cloud & DevOps
Software engineer with 6.7 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a se... | 4 | 0.210526 | 1 | 0.263158 |
CAND_0000039 |
Marketing Manager | Helping teams scale
Professional with 3.9+ years of experience. My professional background is in marketing manager β I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work β I've experiment... | 2 | 0.105263 | 3 | 0.368421 |
CAND_0000040 |
Customer Support | Helping teams scale
Professional with 1.6+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work β I've experiment... | 1 | 0.052632 | 2 | 0.315789 |
CAND_0000041 |
Operations Manager | Helping teams scale
Professional with 13.7+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work β I've experim... | 2 | 0.105263 | 3 | 0.368421 |
CAND_0000042 |
HR Manager | 5.0+ yrs experience
Professional with 5.0+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work β I've experimented with ChatGPT a... | 3 | 0.157895 | 4 | 0.421053 |
CAND_0000043 |
Cloud Engineer | Full-stack development
Software engineer with 8.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS s... | 8 | 0.421053 | 4 | 0.421053 |
CAND_0000044 |
Frontend Engineer | Backend systems & APIs
Software engineer with 5.7 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development β Python/Django and Node.js mostly. I've been keeping ... | 2 | 0.105263 | 0 | 0.210526 |
CAND_0000045 |
Project Manager | 12.2+ yrs experience
Professional with 12.2+ years of experience. My professional background is in marketing manager β I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work β I've experiment... | 3 | 0.157895 | 4 | 0.421053 |
CAND_0000046 |
Mechanical Engineer | 7.8+ yrs experience
Professional with 7.8+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work β I've experim... | 1 | 0.052632 | 2 | 0.315789 |
CAND_0000047 |
Project Manager | Helping teams scale
Professional with 2.4+ years of experience. My professional background is in marketing manager β I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work β I've experimented... | 1 | 0.052632 | 2 | 0.315789 |
CAND_0000048 |
Mobile Developer | Full-stack development
Software engineer with 9.7 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS... | 3 | 0.157895 | 1 | 0.263158 |
CAND_0000049 |
Mechanical Engineer | Helping teams scale
Professional with 11.8+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work β I've experi... | 3 | 0.157895 | 3 | 0.368421 |
CAND_0000050 |
Business Analyst | Helping teams scale
Professional with 13.5+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work β I've experimented with Ch... | 3 | 0.157895 | 3 | 0.368421 |
CAND_0000051 |
Cloud Engineer | Cloud & DevOps
Software engineer with 6.2 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering β APIs, databases, queues, deployments. I've been keeping up with AI/... | 2 | 0.105263 | 0 | 0.210526 |
CAND_0000052 |
Mechanical Engineer | Helping teams scale
Professional with 1.4+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work β I've experimented with ... | 1 | 0.052632 | 2 | 0.315789 |
CAND_0000053 |
Graphic Designer | 3.9+ yrs experience
Professional with 3.9+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work β I've experiment... | 2 | 0.105263 | 3 | 0.368421 |
CAND_0000054 |
QA Engineer | Cloud & DevOps
Software engineer with 4.9 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering β APIs, databases, queues, deployments. I've been keeping up with AI/ML ... | 2 | 0.105263 | 0 | 0.210526 |
CAND_0000055 |
Full Stack Developer | Backend systems & APIs
Software engineer with 7.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development β Python/Django and Node.js mostly. I've been keepi... | 3 | 0.157895 | 0 | 0.210526 |
CAND_0000056 |
Frontend Engineer | Cloud & DevOps
Software engineer with 1.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a... | 4 | 0.210526 | 0 | 0.210526 |
CAND_0000057 |
Customer Support | 3.3+ yrs experience
Professional with 3.3+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work β I've experimented with Cha... | 3 | 0.157895 | 3 | 0.368421 |
CAND_0000058 |
HR Manager | Helping teams scale
Professional with 10.1+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work β I've experimented with ChatGPT ... | 3 | 0.157895 | 3 | 0.368421 |
CAND_0000059 |
Frontend Engineer | Full-stack development
Software engineer with 1.5 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development β Python/Django and Node.js mostly. I've been keeping ... | 4 | 0.210526 | 2 | 0.315789 |
CAND_0000060 |
Cloud Engineer | Cloud & DevOps
Software engineer with 8.0 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I'... | 4 | 0.210526 | 2 | 0.315789 |
CAND_0000061 |
DevOps Engineer | Backend systems & APIs
Software engineer with 7.7 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS ... | 3 | 0.157895 | 1 | 0.263158 |
CAND_0000062 |
DevOps Engineer | Cloud & DevOps
Software engineer with 4.3 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I... | 2 | 0.105263 | 0 | 0.210526 |
CAND_0000063 |
Java Developer | Cloud & DevOps
Software engineer with 5.4 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I'... | 3 | 0.157895 | 1 | 0.263158 |
CAND_0000064 |
Accountant | Helping teams scale
Professional with 4.5+ years of experience. My professional background is in marketing manager β I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work β I've experimented with... | 2 | 0.105263 | 2 | 0.315789 |
CAND_0000065 |
Project Manager | Driving business outcomes
Professional with 9.7+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work β I've experimented wit... | 2 | 0.105263 | 3 | 0.368421 |
CAND_0000066 |
Content Writer | 2.4+ yrs experience
Professional with 2.4+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work β I've experimented with ChatG... | 1 | 0.052632 | 2 | 0.315789 |
CAND_0000067 |
Frontend Engineer | Cloud & DevOps
Software engineer with 3.9 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development β Python/Django and Node.js mostly. I've been keeping up with ... | 3 | 0.157895 | 1 | 0.263158 |
CAND_0000068 |
Java Developer | Full-stack development
Software engineer with 1.5 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've spent most of my career on web and API development β Python/Django and Node.js mostly. I've been keeping up ... | 4 | 0.210526 | 1 | 0.263158 |
CAND_0000069 |
Business Analyst | 13.0+ yrs experience
Professional with 13.0+ years of experience. My professional background is in marketing manager β I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work β I've experimen... | 3 | 0.157895 | 4 | 0.421053 |
CAND_0000070 |
Business Analyst | Driving business outcomes
Professional with 4.2+ years of experience. My professional background is in marketing manager β I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work β I've exper... | 2 | 0.105263 | 3 | 0.368421 |
CAND_0000071 |
DevOps Engineer | Full-stack development
Software engineer with 1.8 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering β APIs, databases, queues, deployments. I've been keeping up... | 3 | 0.157895 | 0 | 0.210526 |
CAND_0000072 |
Frontend Engineer | Backend systems & APIs
Software engineer with 7.0 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI... | 5 | 0.263158 | 3 | 0.368421 |
CAND_0000073 |
Project Manager | 12.1+ yrs experience
Professional with 12.1+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work β I've experimented with Ch... | 4 | 0.210526 | 5 | 0.473684 |
CAND_0000074 |
Operations Manager | Generative AI explorer
Operations Manager with 1.9+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've bee... | 8 | 0.421053 | -2 | 0.105263 |
CAND_0000075 |
Full Stack Developer | Full-stack development
Software engineer with 5.2 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering β APIs, databases, queues, deployments. I've been keepi... | 3 | 0.157895 | 1 | 0.263158 |
CAND_0000076 |
Project Manager | Helping teams scale
Professional with 12.0+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work β I've experimented with Cha... | 1 | 0.052632 | 2 | 0.315789 |
CAND_0000077 |
Frontend Engineer | Backend systems & APIs
Software engineer with 8.7 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. Most of my work is conventional backend engineering β APIs, databases, queues, deployments. I've been keeping ... | 3 | 0.157895 | 1 | 0.263158 |
CAND_0000078 |
Business Analyst | Helping teams scale
Professional with 10.3+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work β I've experimented with Ch... | 4 | 0.210526 | 4 | 0.421053 |
CAND_0000079 |
Customer Support | Driving business outcomes
Professional with 13.2+ years of experience. I'm a marketing manager with substantial experience in cross-functional collaboration, stakeholder management, and execution. Lately I've been curious about how AI tools could augment my work β I've experimented w... | 2 | 0.105263 | 3 | 0.368421 |
CAND_0000080 |
Graphic Designer | Helping teams scale
Professional with 8.3+ years of experience. My professional background is in marketing manager β I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work β I've experimente... | 2 | 0.105263 | 3 | 0.368421 |
CAND_0000081 |
Accountant | 10.1+ yrs experience
Professional with 10.1+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work β I've experimented w... | 2 | 0.105263 | 3 | 0.368421 |
CAND_0000082 |
Data Analyst | 7.4+ yrs in data engineering
Software / data professional with 7.4 years of experience building data pipelines, backend systems, and analytics infrastructure. Started my career in backend engineering and gradually moved closer to data β first dashboards, then ETL, now some basic ML. My t... | 7 | 0.368421 | 1 | 0.263158 |
CAND_0000083 |
Graphic Designer | Generative AI explorer
Graphic Designer with 6.7+ years of experience driving outcomes in my domain. I have built strong functional expertise in the typical responsibilities of the role, including team management, stakeholder communication, and project delivery. Recently I've been ex... | 9 | 0.473684 | -1 | 0.157895 |
CAND_0000084 |
Marketing Manager | 10.6+ yrs experience
Professional with 10.6+ years of experience. My professional background is in marketing manager β I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work β I've experime... | 2 | 0.105263 | 3 | 0.368421 |
CAND_0000085 |
Mechanical Engineer | Driving business outcomes
Professional with 12.9+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work β I've ... | 3 | 0.157895 | 4 | 0.421053 |
CAND_0000086 |
Mechanical Engineer | Helping teams scale
Professional with 4.9+ years of experience. My professional background is in marketing manager β I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work β I've experime... | 2 | 0.105263 | 3 | 0.368421 |
CAND_0000087 |
Full Stack Developer | Cloud & DevOps
Software engineer with 2.5 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS sta... | 3 | 0.157895 | 1 | 0.263158 |
CAND_0000088 |
Java Developer | Cloud & DevOps
Software engineer with 7.6 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. I've worked across web frontends, REST APIs, and cloud deployments; comfortable in most parts of a typical SaaS stack. I'... | 5 | 0.263158 | 2 | 0.315789 |
CAND_0000089 |
Mechanical Engineer | Driving business outcomes
Professional with 1.1+ years of experience. My professional background is in marketing manager β I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work β I've ex... | 2 | 0.105263 | 2 | 0.315789 |
CAND_0000090 |
QA Engineer | Full-stack development
Software engineer with 1.7 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at... | 2 | 0.105263 | 0 | 0.210526 |
CAND_0000091 |
Frontend Engineer | Cloud & DevOps
Software engineer with 3.6 years of experience across web, backend, and cloud systems. Strong fundamentals in software development and system design. My background is full-stack, but my comfort zone is the backend and the database. I've been keeping up with AI/ML at a... | 4 | 0.210526 | 2 | 0.315789 |
CAND_0000092 |
Business Analyst | Driving business outcomes
Professional with 4.8+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work β I've expe... | 2 | 0.105263 | 3 | 0.368421 |
CAND_0000093 |
Civil Engineer | 8.2+ yrs experience
Professional with 8.2+ years of experience. My professional background is in marketing manager β I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work β I've experimented ... | 3 | 0.157895 | 4 | 0.421053 |
CAND_0000094 |
Graphic Designer | Driving business outcomes
Professional with 2.6+ years of experience. I've spent my career in marketing manager roles, mostly focused on driving outcomes through process, people, and customer relationships. Lately I've been curious about how AI tools could augment my work β I've expe... | 3 | 0.157895 | 3 | 0.368421 |
CAND_0000095 |
HR Manager | Driving business outcomes
Professional with 6.7+ years of experience. My professional background is in marketing manager β I've built and led teams, owned KPIs, and driven business outcomes in this domain. Lately I've been curious about how AI tools could augment my work β I've experimente... | 2 | 0.105263 | 3 | 0.368421 |
End of preview.
No dataset card yet
- Downloads last month
- 44