| Skill | Required / Desired | Amount | of Experience |
| Understanding the Big data Technologies | Required | 1 | Years |
| Experience developing ETL and ELT pipelines | Required | 1 | Years |
| Experience with Spark, GraphDB, Azure Databricks | Required | 1 | Years |
| Expertise in Data Partitioning | Required | 1 | Years |
| Experience with Data conflation | Required | 3 | Years |
| Experience developing Python Scripts | Required | 3 | Years |
| Experience training LLMs with structured and unstructured data sets | Required | 2 | Years |
| Experience with GIS spatial data | Required | 3 | Years |