HR Analytics for Data Scientists: Job Change Prediction

Kaggle user Arashnic curated this dataset in 2021 to predict whether data scientists will seek new employment. The TabArena team subsequently processed it for a study on evaluating predictive models for independent and identically distributed tabular data. Its intended task is classification.

Use Cases

• Predicting employee attrition among data scientists based on HR analytics features mentioned in the description
• Benchmarking classification algorithms on independent and identically distributed tabular data as part of the TabArena study
• Analyzing factors influencing job change for data science professionals based on the dataset's focus

Strengths

• Dataset is licensed CC0: Public Domain, allowing unrestricted use
• Target feature was renamed by curators to be more descriptive for model evaluation

Limitations

• Column-level documentation is absent; field semantics must be inferred after download
• Row count is unknown, which may limit suitability assessment
• Last update date is unknown; freshness unverified

Provenance

Source

Kaggle User Arashnic. 'HR Analytics: Job Change of Data Scientists.' Kaggle, 2021.

Collection Method

Curated from Kaggle by the TabArena team for a tabular ML study.

Time Range

Dataset Year: 2021.

Freshness

Dataset Year is 2021; last updated date is unknown.

Geography

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