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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 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)

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candidate_id
string
candidate_text
string
production_evidence
int64
production_evidence_norm
float64
professional_score
int64
professional_score_norm
float64
CAND_0000001
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2
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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...
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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 ...
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3
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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...
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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...
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1
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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
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3
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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...
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5
0.473684
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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...
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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
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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...
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2
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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 ...
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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
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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...
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1
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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
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1
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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...
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3
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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....
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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...
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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...
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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...
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3
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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...
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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...
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10
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0.684211
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.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
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CAND_0000033
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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...
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3
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0.105263
3
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CAND_0000040
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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
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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
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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
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2
0.315789
CAND_0000048
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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
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