Cincinnati Building Permit Workflow Timeline

Cincinnati Building Permits Timeline tracks the progress of building and inspection workflows, including permits and zoning approvals. The dataset is maintained by the Cincinnati Area Geographic Information Systems (CAGIS) and individual City departments. It is refreshed daily.

Use Cases

• Predict STATUS_CLASS or DAYS_APPLIED_TO_APPROVED using features like DWELLING_CATEGORY, USE_GROUP, and QTY_REVISIONS.
• Analyze seasonal trends in construction by aggregating permit counts by APPLIED_MONTH, ISSUED_MONTH, or APPROVED_QTR.
• Identify permits with potential delays by flagging records where DAYS_APPL_TO_BPE_RVW_END exceeds a threshold.
• Model the impact of dwelling characteristics like DWELLING_COUNT and TOTALSQFT on permit approval timelines.
• Segment permit types for policy review using columns like SUB_TYPE, CODE_BOOK, and YN_SURCHARGEABLE.

Strengths

• Contains over 30 columns detailing permit attributes and workflow timestamps.
• Processed for accuracy with address verification, geocoding, and addition of administrative areas.
• Refreshed daily, providing near real-time updates on permit status.

Limitations

• The total number of rows (historical permit records) is unknown, limiting assessment of statistical power.
• Sample data is unavailable, preventing immediate validation of data distributions and quality.
• Potential for class imbalance in STATUS_CLASS or other categorical fields is not documented.

Provenance

Source

Cincinnati Area Geographic Information Systems (CAGIS) and individual City of Cincinnati departments.

Collection Method

Maintained as part of municipal Buildings & Inspections workflow tracking; raw data undergoes standard processing including address verification and geocoding.

Freshness

Daily

Geography

Cincinnati, Ohio, USA