Datasets:
datamatastudios
/
skill-demand-index

Dataset card Data Studio Files
xet
 Community
1
snapshot_date
stringdate
2026-07-02 00:00:00
2026-07-02 00:00:00
category
stringclasses
6 values
skill
stringlengths
1
20
skill_group
stringclasses
34 values
listing_count
int64
1
634
total_listings
int64
791
4.77k
demand_pct
float64
0
33.5
required_count
int64
0
615
2026-07-02
data
SQL
Language
412
2,905
14.2
405
2026-07-02
data
Python
Language
338
2,905
11.6
323
2026-07-02
data
Machine Learning
Skill
261
2,905
9
257
2026-07-02
data
Stakeholder Mgmt
Soft Skill
238
2,905
8.2
234
2026-07-02
data
Statistical Analysis
Skill
135
2,905
4.6
128
2026-07-02
data
AWS
Cloud
135
2,905
4.6
126
2026-07-02
data
Spark
Processing
122
2,905
4.2
113
2026-07-02
data
ETL
Skill
123
2,905
4.2
117
2026-07-02
data
Data Modeling
Skill
123
2,905
4.2
117
2026-07-02
data
Snowflake
Warehouse
120
2,905
4.1
113
2026-07-02
data
A/B Testing
Skill
113
2,905
3.9
106
2026-07-02
data
Azure
Cloud
104
2,905
3.6
100
2026-07-02
data
LLMs / GenAI
Skill
99
2,905
3.4
97
2026-07-02
data
Databricks
Platform
95
2,905
3.3
88
2026-07-02
data
Power BI
BI
90
2,905
3.1
89
2026-07-02
data
dbt
Transform
68
2,905
2.3
54
2026-07-02
data
Airflow
Orchestrator
64
2,905
2.2
52
2026-07-02
data
Tableau
BI
62
2,905
2.1
58
2026-07-02
data
Excel
Tool
58
2,905
2
56
2026-07-02
data
GCP
Cloud
44
2,905
1.5
41
2026-07-02
data
Agile / Scrum
Methodology
45
2,905
1.5
43
2026-07-02
data
Git
Tool
42
2,905
1.4
40
2026-07-02
data
Java
Language
40
2,905
1.4
40
2026-07-02
data
CI/CD
Pipeline
39
2,905
1.3
37
2026-07-02
data
Data Visualization
Skill
39
2,905
1.3
37
2026-07-02
data
Looker
BI
38
2,905
1.3
34
2026-07-02
data
NLP
Skill
34
2,905
1.2
32
2026-07-02
data
Kafka
Streaming
34
2,905
1.2
28
2026-07-02
data
BigQuery
Warehouse
32
2,905
1.1
26
2026-07-02
data
Data Pipeline
Skill
33
2,905
1.1
29
2026-07-02
data
Scala
Language
28
2,905
1
24
2026-07-02
data
Pandas
Library
25
2,905
0.9
24
2026-07-02
data
Redshift
Warehouse
27
2,905
0.9
27
2026-07-02
data
Prototyping
Skill
23
2,905
0.8
23
2026-07-02
data
Kubernetes
Orchestration
23
2,905
0.8
18
2026-07-02
data
Terraform
IaC
23
2,905
0.8
19
2026-07-02
data
PostgreSQL
Database
17
2,905
0.6
17
2026-07-02
data
Flink
Streaming
17
2,905
0.6
15
2026-07-02
data
PyTorch
Framework
16
2,905
0.6
14
2026-07-02
data
scikit-learn
Library
18
2,905
0.6
16
2026-07-02
data
Docker
DevOps
14
2,905
0.5
12
2026-07-02
data
RAG
Technique
15
2,905
0.5
14
2026-07-02
data
Elasticsearch
Database
11
2,905
0.4
8
2026-07-02
data
Deep Learning
Skill
13
2,905
0.4
13
2026-07-02
data
Dagster
Orchestrator
11
2,905
0.4
10
2026-07-02
data
NumPy
Library
12
2,905
0.4
12
2026-07-02
data
MLflow
MLOps
12
2,905
0.4
12
2026-07-02
data
Segment
Analytics
10
2,905
0.3
9
2026-07-02
data
MySQL
Database
8
2,905
0.3
8
2026-07-02
data
AWS Security
Cloud
8
2,905
0.3
5
2026-07-02
data
TensorFlow
Framework
10
2,905
0.3
10
2026-07-02
data
System Design
Skill
9
2,905
0.3
9
2026-07-02
data
DynamoDB
Database
8
2,905
0.3
8
2026-07-02
data
Jira
Tool
9
2,905
0.3
9
2026-07-02
data
Hugging Face
Library
5
2,905
0.2
5
2026-07-02
data
Amplitude
Analytics
5
2,905
0.2
5
2026-07-02
data
C++
Language
6
2,905
0.2
6
2026-07-02
data
Figma
Design
6
2,905
0.2
6
2026-07-02
data
Jupyter
Tool
5
2,905
0.2
5
2026-07-02
data
Kotlin
Language
5
2,905
0.2
5
2026-07-02
data
Linux
OS
7
2,905
0.2
6
2026-07-02
data
Node.js
Runtime
7
2,905
0.2
7
2026-07-02
data
React
Framework
7
2,905
0.2
7
2026-07-02
data
Rust
Language
5
2,905
0.2
5
2026-07-02
data
SageMaker
MLOps
5
2,905
0.2
5
2026-07-02
data
TypeScript
Language
6
2,905
0.2
6
2026-07-02
data
Prefect
Orchestrator
4
2,905
0.1
4
2026-07-02
data
REST API
API
2
2,905
0.1
1
2026-07-02
data
User Research
Skill
3
2,905
0.1
3
2026-07-02
data
SAS
Language
2
2,905
0.1
2
2026-07-02
data
SIEM
Tool
2
2,905
0.1
2
2026-07-02
data
Go
Language
2
2,905
0.1
2
2026-07-02
data
SOC 2
Compliance
3
2,905
0.1
3
2026-07-02
data
Flask
Framework
4
2,905
0.1
2
2026-07-02
data
Fivetran
Tool
4
2,905
0.1
3
2026-07-02
data
Fine-tuning
Technique
4
2,905
0.1
4
2026-07-02
data
Superset
BI
3
2,905
0.1
2
2026-07-02
data
Datadog
Monitoring
2
2,905
0.1
2
2026-07-02
data
C#
Language
4
2,905
0.1
3
2026-07-02
data
Angular
Framework
2
2,905
0.1
2
2026-07-02
data
MongoDB
Database
3
2,905
0.1
3
2026-07-02
data
Linear
Tool
2
2,905
0.1
2
2026-07-02
data
LangChain
Framework
2
2,905
0.1
2
2026-07-02
data
JavaScript
Language
4
2,905
0.1
4
2026-07-02
data
XGBoost
Library
2
2,905
0.1
2
2026-07-02
data
Incident Response
Skill
3
2,905
0.1
3
2026-07-02
data
Metabase
BI
1
2,905
0
1
2026-07-02
data
Grafana
Monitoring
1
2,905
0
1
2026-07-02
data
Google Analytics
Analytics
1
2,905
0
1
2026-07-02
data
R
Language
1
2,905
0
1
2026-07-02
data
FastAPI
Framework
1
2,905
0
1
2026-07-02
data
Microservices
Architecture
1
2,905
0
0
2026-07-02
data
Redis
Database
1
2,905
0
1
2026-07-02
data
Swift
Language
1
2,905
0
1
2026-07-02
data
PHP
Language
1
2,905
0
1
2026-07-02
data
Ruby
Language
1
2,905
0
1
2026-07-02
data
Polars
Library
1
2,905
0
0
2026-07-02
data
Vue
Framework
1
2,905
0
1
2026-07-02
data
Bash
Language
1
2,905
0
1
2026-07-02
data
Helm
Orchestration
1
2,905
0
1