Skills in Data Science job specs

Skill and tool mentions across 8 selected Data Science specs. Each label is counted once per spec.

Skills

sql
7/8 (88%)
python
6/8 (75%)
attribution-modeling
4/8 (50%)
causal-inference
4/8 (50%)
statistical-analysis
3/8 (38%)
experimentation
3/8 (38%)
forecasting
3/8 (38%)
machine-learning
3/8 (38%)
stakeholder-communication
3/8 (38%)
r
2/8 (25%)
statistical-modeling
2/8 (25%)
experimental-design
2/8 (25%)
llm-evaluation
2/8 (25%)
incrementality-testing
2/8 (25%)
experiment-design
2/8 (25%)
data-modeling
1/8 (12%)
cross-functional-collaboration
1/8 (12%)
business-acumen
1/8 (12%)
econometric-modeling
1/8 (12%)
a-b-testing
1/8 (12%)
marketing-analytics
1/8 (12%)
data-science
1/8 (12%)
dbt
1/8 (12%)
statistics
1/8 (12%)
metrics-development
1/8 (12%)
data-quality
1/8 (12%)
annotation-frameworks
1/8 (12%)
team-leadership
1/8 (12%)
hiring
1/8 (12%)
business-intelligence
1/8 (12%)
marketing-mix-modeling
1/8 (12%)
ltv-modeling
1/8 (12%)
people-management
1/8 (12%)
stakeholder-management
1/8 (12%)
data-validation
1/8 (12%)
bayesian-methods
1/8 (12%)
geo-experimentation
1/8 (12%)
budget-allocation
1/8 (12%)
rapid-prototyping
1/8 (12%)
data-analysis
1/8 (12%)
conversational-ai
1/8 (12%)
applied-statistics
1/8 (12%)
funnel-analysis
1/8 (12%)
pipeline-analysis
1/8 (12%)
llm-workflows
1/8 (12%)
metrics-definition
1/8 (12%)
data-quality-auditing
1/8 (12%)
data-pipelines
1/8 (12%)
cross-functional-communication
1/8 (12%)
analytical-frameworks
1/8 (12%)

Tools

SQL
3/8 (38%)
Python
3/8 (38%)
redshift
2/8 (25%)
snowflake
2/8 (25%)
dbt
2/8 (25%)
R
2/8 (25%)
presto
1/8 (12%)
hive
1/8 (12%)
spark
1/8 (12%)
bigquery
1/8 (12%)
numpy
1/8 (12%)
pandas
1/8 (12%)
scikit-learn
1/8 (12%)
fivetran
1/8 (12%)
looker
1/8 (12%)
hex
1/8 (12%)
hightouch
1/8 (12%)
airflow
1/8 (12%)
dagster
1/8 (12%)
prefect
1/8 (12%)
LLMs
1/8 (12%)
CRM
1/8 (12%)

Experience and seniority

Mid4 of 8
Senior4 of 8

Source specs

Selected employer postings. AI-assisted summaries may contain errors. This is not a market-wide sample. Independent of the companies listed.