Position role and tech stack precisely
Prioritise core skills in requirements: list Python and SQL first, then AWS, Airflow or Apache Spark as relevant.
State advertised gross salary ranges explicitly; current analysis the median
Specify working model clearly: Onsite (56.9 %) or Hybrid (39.2 %) are most represented in the analysis.