Datasets:
datamatastudios
/
skill-demand-index

Dataset card Data Studio Files
xet
 Community
1
snapshot_date
stringdate
2026-10-27 00:00:00
2026-10-27 00:00:00
category
stringclasses
6 values
skill
stringclasses
148 values
skill_group
stringclasses
37 values
listing_count
int64
1
1.81k
total_listings
int64
1.97k
11.3k
demand_pct
float64
0
34
required_count
int64
0
1.69k
2026-10-27
data
SQL
Language
1,337
7,526
17.8
1,325
2026-10-27
data
Python
Language
1,104
7,526
14.7
1,071
2026-10-27
data
Machine Learning
Skill
630
7,526
8.4
615
2026-10-27
data
Stakeholder Mgmt
Soft Skill
584
7,526
7.8
580
2026-10-27
data
AWS
Cloud
490
7,526
6.5
469
2026-10-27
data
Databricks
Platform
474
7,526
6.3
459
2026-10-27
data
Azure
Cloud
441
7,526
5.9
428
2026-10-27
data
ETL
Skill
418
7,526
5.6
408
2026-10-27
data
Snowflake
Warehouse
418
7,526
5.6
400
2026-10-27
data
Data Modeling
Skill
370
7,526
4.9
359
2026-10-27
data
LLMs / GenAI
Skill
361
7,526
4.8
340
2026-10-27
data
Spark
Processing
353
7,526
4.7
335
2026-10-27
data
Power BI
BI
355
7,526
4.7
336
2026-10-27
data
dbt
Transform
346
7,526
4.6
314
2026-10-27
data
Statistical Analysis
Skill
327
7,526
4.3
314
2026-10-27
data
A/B Testing
Skill
266
7,526
3.5
258
2026-10-27
data
GCP
Cloud
250
7,526
3.3
238
2026-10-27
data
AI Agents
Technique
237
7,526
3.1
229
2026-10-27
data
Airflow
Orchestrator
223
7,526
3
197
2026-10-27
data
Agile / Scrum
Methodology
227
7,526
3
222
2026-10-27
data
Git
Tool
226
7,526
3
207
2026-10-27
data
BigQuery
Warehouse
207
7,526
2.8
190
2026-10-27
data
CI/CD
Pipeline
197
7,526
2.6
181
2026-10-27
data
Tableau
BI
190
7,526
2.5
162
2026-10-27
data
Excel
Tool
161
7,526
2.1
160
2026-10-27
data
Microsoft Fabric
Platform
140
7,526
1.9
139
2026-10-27
data
Looker
BI
135
7,526
1.8
115
2026-10-27
data
Data Visualization
Skill
128
7,526
1.7
122
2026-10-27
data
Kafka
Streaming
119
7,526
1.6
109
2026-10-27
data
Terraform
IaC
97
7,526
1.3
88
2026-10-27
data
Kubernetes
Orchestration
90
7,526
1.2
78
2026-10-27
data
Redshift
Warehouse
82
7,526
1.1
76
2026-10-27
data
Docker
DevOps
81
7,526
1.1
62
2026-10-27
data
Scala
Language
85
7,526
1.1
83
2026-10-27
data
Java
Language
84
7,526
1.1
81
2026-10-27
data
Salesforce
Platform
77
7,526
1
69
2026-10-27
data
Data Pipeline
Skill
78
7,526
1
74
2026-10-27
data
AI Coding Tools
Tool
59
7,526
0.8
52
2026-10-27
data
PostgreSQL
Database
59
7,526
0.8
56
2026-10-27
data
Deep Learning
Skill
60
7,526
0.8
59
2026-10-27
data
NLP
Skill
60
7,526
0.8
57
2026-10-27
data
Pandas
Library
52
7,526
0.7
51
2026-10-27
data
RAG
Technique
50
7,526
0.7
48
2026-10-27
data
Jira
Tool
46
7,526
0.6
41
2026-10-27
data
Dagster
Orchestrator
42
7,526
0.6
39
2026-10-27
data
Flink
Streaming
42
7,526
0.6
39
2026-10-27
data
PyTorch
Framework
41
7,526
0.5
40
2026-10-27
data
Fivetran
Tool
41
7,526
0.5
34
2026-10-27
data
SAP
Platform
39
7,526
0.5
36
2026-10-27
data
Apache Iceberg
Table Format
37
7,526
0.5
34
2026-10-27
data
Workflow Automation
Tool
34
7,526
0.5
33
2026-10-27
data
Incident Response
Skill
33
7,526
0.4
31
2026-10-27
data
Workday
Platform
32
7,526
0.4
31
2026-10-27
data
TensorFlow
Framework
30
7,526
0.4
30
2026-10-27
data
Segment
Analytics
30
7,526
0.4
29
2026-10-27
data
TypeScript
Language
31
7,526
0.4
29
2026-10-27
data
scikit-learn
Library
27
7,526
0.4
27
2026-10-27
data
LLM APIs
API
31
7,526
0.4
30
2026-10-27
data
ClickHouse
Database
30
7,526
0.4
27
2026-10-27
data
NumPy
Library
31
7,526
0.4
30
2026-10-27
data
Trino
Query Engine
32
7,526
0.4
28
2026-10-27
data
Prototyping
Skill
25
7,526
0.3
23
2026-10-27
data
SSIS
Tool
23
7,526
0.3
23
2026-10-27
data
AWS Security
Cloud
23
7,526
0.3
22
2026-10-27
data
Prompt Engineering
Skill
21
7,526
0.3
20
2026-10-27
data
Informatica
Tool
21
7,526
0.3
18
2026-10-27
data
Prefect
Orchestrator
25
7,526
0.3
25
2026-10-27
data
JavaScript
Language
26
7,526
0.3
25
2026-10-27
data
SAS
Language
23
7,526
0.3
23
2026-10-27
data
Streamlit
Framework
19
7,526
0.3
18
2026-10-27
data
System Design
Skill
24
7,526
0.3
24
2026-10-27
data
Data Observability
Skill
19
7,526
0.3
14
2026-10-27
data
XGBoost
Library
12
7,526
0.2
12
2026-10-27
data
Amplitude
Analytics
16
7,526
0.2
10
2026-10-27
data
C#
Language
16
7,526
0.2
15
2026-10-27
data
C++
Language
17
7,526
0.2
13
2026-10-27
data
Datadog
Monitoring
12
7,526
0.2
12
2026-10-27
data
Elasticsearch
Database
13
7,526
0.2
9
2026-10-27
data
Fine-tuning
Technique
18
7,526
0.2
16
2026-10-27
data
Google Analytics
Analytics
13
7,526
0.2
10
2026-10-27
data
Grafana
Monitoring
15
7,526
0.2
12
2026-10-27
data
LangChain
Framework
12
7,526
0.2
11
2026-10-27
data
Linux
OS
16
7,526
0.2
14
2026-10-27
data
MCP
Protocol
14
7,526
0.2
12
2026-10-27
data
Metabase
BI
16
7,526
0.2
14
2026-10-27
data
Mixpanel
Analytics
13
7,526
0.2
8
2026-10-27
data
MLflow
MLOps
15
7,526
0.2
9
2026-10-27
data
MongoDB
Database
17
7,526
0.2
16
2026-10-27
data
MySQL
Database
14
7,526
0.2
14
2026-10-27
data
Oracle
Database
12
7,526
0.2
12
2026-10-27
data
Qlik
BI
16
7,526
0.2
14
2026-10-27
data
React
Framework
18
7,526
0.2
18
2026-10-27
data
Ruby
Language
15
7,526
0.2
15
2026-10-27
data
Rust
Language
15
7,526
0.2
11
2026-10-27
data
SageMaker
MLOps
17
7,526
0.2
14
2026-10-27
data
Vector Databases
Database
12
7,526
0.2
12
2026-10-27
data
Superset
BI
5
7,526
0.1
3
2026-10-27
data
Kotlin
Language
8
7,526
0.1
7
2026-10-27
data
Swift
Language
5
7,526
0.1
5
2026-10-27
data
DuckDB
Database
5
7,526
0.1
3