Datasets:
datamatastudios
/
skill-demand-index

Dataset card Data Studio Files
xet
 Community
1
snapshot_date
stringdate
2026-08-17 00:00:00
2026-08-17 00:00:00
category
stringclasses
6 values
skill
stringlengths
2
20
skill_group
stringclasses
37 values
listing_count
int64
1
790
total_listings
int64
624
4.6k
demand_pct
float64
0
43.6
required_count
float64
0
740
⌀
2026-08-17
data
SQL
Language
457
2,589
17.7
null
2026-08-17
data
Python
Language
395
2,589
15.3
null
2026-08-17
data
Stakeholder Mgmt
Soft Skill
243
2,589
9.4
null
2026-08-17
data
Machine Learning
Skill
218
2,589
8.4
null
2026-08-17
data
Azure
Cloud
167
2,589
6.5
null
2026-08-17
data
Statistical Analysis
Skill
165
2,589
6.4
null
2026-08-17
data
AWS
Cloud
147
2,589
5.7
null
2026-08-17
data
A/B Testing
Skill
141
2,589
5.4
null
2026-08-17
data
Snowflake
Warehouse
137
2,589
5.3
null
2026-08-17
data
Git
Tool
137
2,589
5.3
null
2026-08-17
data
dbt
Transform
133
2,589
5.1
null
2026-08-17
data
Data Modeling
Skill
129
2,589
5
null
2026-08-17
data
Databricks
Platform
125
2,589
4.8
null
2026-08-17
data
CI/CD
Pipeline
123
2,589
4.8
null
2026-08-17
data
Spark
Processing
123
2,589
4.8
null
2026-08-17
data
LLMs / GenAI
Skill
119
2,589
4.6
null
2026-08-17
data
ETL
Skill
111
2,589
4.3
null
2026-08-17
data
Airflow
Orchestrator
105
2,589
4.1
null
2026-08-17
data
AI Agents
Technique
91
2,589
3.5
null
2026-08-17
data
Power BI
BI
87
2,589
3.4
null
2026-08-17
data
BigQuery
Warehouse
80
2,589
3.1
null
2026-08-17
data
GCP
Cloud
81
2,589
3.1
null
2026-08-17
data
Tableau
BI
79
2,589
3.1
null
2026-08-17
data
Looker
BI
70
2,589
2.7
null
2026-08-17
data
Excel
Tool
66
2,589
2.5
null
2026-08-17
data
Kafka
Streaming
56
2,589
2.2
null
2026-08-17
data
Java
Language
53
2,589
2
null
2026-08-17
data
Data Visualization
Skill
50
2,589
1.9
null
2026-08-17
data
Salesforce
Platform
36
2,589
1.4
null
2026-08-17
data
Agile / Scrum
Methodology
36
2,589
1.4
null
2026-08-17
data
Scala
Language
36
2,589
1.4
null
2026-08-17
data
Terraform
IaC
34
2,589
1.3
null
2026-08-17
data
Kubernetes
Orchestration
33
2,589
1.3
null
2026-08-17
data
Data Pipeline
Skill
31
2,589
1.2
null
2026-08-17
data
Redshift
Warehouse
32
2,589
1.2
null
2026-08-17
data
AI Coding Tools
Tool
28
2,589
1.1
null
2026-08-17
data
Microsoft Fabric
Platform
29
2,589
1.1
null
2026-08-17
data
Workday
Platform
25
2,589
1
null
2026-08-17
data
Flink
Streaming
26
2,589
1
null
2026-08-17
data
Docker
DevOps
26
2,589
1
null
2026-08-17
data
PostgreSQL
Database
27
2,589
1
null
2026-08-17
data
scikit-learn
Library
25
2,589
1
null
2026-08-17
data
Pandas
Library
27
2,589
1
null
2026-08-17
data
Apache Iceberg
Table Format
24
2,589
0.9
null
2026-08-17
data
NLP
Skill
24
2,589
0.9
null
2026-08-17
data
Dagster
Orchestrator
20
2,589
0.8
null
2026-08-17
data
PyTorch
Framework
21
2,589
0.8
null
2026-08-17
data
Deep Learning
Skill
22
2,589
0.8
null
2026-08-17
data
TensorFlow
Framework
18
2,589
0.7
null
2026-08-17
data
TypeScript
Language
17
2,589
0.7
null
2026-08-17
data
Trino
Query Engine
19
2,589
0.7
null
2026-08-17
data
NumPy
Library
15
2,589
0.6
null
2026-08-17
data
Prototyping
Skill
16
2,589
0.6
null
2026-08-17
data
MySQL
Database
15
2,589
0.6
null
2026-08-17
data
Segment
Analytics
15
2,589
0.6
null
2026-08-17
data
RAG
Technique
16
2,589
0.6
null
2026-08-17
data
Data Observability
Skill
14
2,589
0.5
null
2026-08-17
data
Fivetran
Tool
13
2,589
0.5
null
2026-08-17
data
SageMaker
MLOps
12
2,589
0.5
null
2026-08-17
data
LLM APIs
API
12
2,589
0.5
null
2026-08-17
data
JavaScript
Language
14
2,589
0.5
null
2026-08-17
data
ClickHouse
Database
14
2,589
0.5
null
2026-08-17
data
Metabase
BI
11
2,589
0.4
null
2026-08-17
data
SAP
Platform
11
2,589
0.4
null
2026-08-17
data
Datadog
Monitoring
10
2,589
0.4
null
2026-08-17
data
MongoDB
Database
11
2,589
0.4
null
2026-08-17
data
Jira
Tool
11
2,589
0.4
null
2026-08-17
data
DynamoDB
Database
11
2,589
0.4
null
2026-08-17
data
FastAPI
Framework
8
2,589
0.3
null
2026-08-17
data
Node.js
Runtime
9
2,589
0.3
null
2026-08-17
data
Spring
Framework
7
2,589
0.3
null
2026-08-17
data
Elasticsearch
Database
8
2,589
0.3
null
2026-08-17
data
Kotlin
Language
7
2,589
0.3
null
2026-08-17
data
Fine-tuning
Technique
8
2,589
0.3
null
2026-08-17
data
React
Framework
8
2,589
0.3
null
2026-08-17
data
Go
Language
9
2,589
0.3
null
2026-08-17
data
Prefect
Orchestrator
8
2,589
0.3
null
2026-08-17
data
Incident Response
Skill
8
2,589
0.3
null
2026-08-17
data
Linux
OS
7
2,589
0.3
null
2026-08-17
data
Google Analytics
Analytics
8
2,589
0.3
null
2026-08-17
data
System Design
Skill
8
2,589
0.3
null
2026-08-17
data
Mixpanel
Analytics
8
2,589
0.3
null
2026-08-17
data
C++
Language
7
2,589
0.3
null
2026-08-17
data
SIEM
Tool
9
2,589
0.3
null
2026-08-17
data
Rust
Language
7
2,589
0.3
null
2026-08-17
data
Superset
BI
7
2,589
0.3
null
2026-08-17
data
AWS Security
Cloud
6
2,589
0.2
null
2026-08-17
data
GraphQL
API
5
2,589
0.2
null
2026-08-17
data
ServiceNow
Platform
6
2,589
0.2
null
2026-08-17
data
SAS
Language
6
2,589
0.2
null
2026-08-17
data
Amplitude
Analytics
6
2,589
0.2
null
2026-08-17
data
SSIS
Tool
4
2,589
0.2
null
2026-08-17
data
LangChain
Framework
6
2,589
0.2
null
2026-08-17
data
MLflow
MLOps
5
2,589
0.2
null
2026-08-17
data
Hugging Face
Library
6
2,589
0.2
null
2026-08-17
data
C#
Language
5
2,589
0.2
null
2026-08-17
data
Vector Databases
Database
6
2,589
0.2
null
2026-08-17
data
Qlik
BI
4
2,589
0.2
null
2026-08-17
data
Prompt Engineering
Skill
6
2,589
0.2
null
2026-08-17
data
Figma
Design
4
2,589
0.2
null