JobScope Signal Graph

Medindo vagas de dados, não adivinhando

Grafo de coocorrência

Skills que aparecem juntas

Uma aresta existe só se o par coocorrer em ≥ 2 vagas do recorte — abaixo disso, o par simplesmente não aparece. Métrica: suporte absoluto + Jaccard.

Arestas (415)

ParSuporteJaccard
SQL × Python650.37
SQL × Excel380.23
SQL × Power BI370.26
Machine Learning × Python360.30
Java × AWS340.31
Kubernetes × AWS340.40
SQL × Statistics340.24
SQL × Tableau310.22
LLM × Python300.23
Statistics × Python300.27
Java × Kubernetes290.33
Spark × Python280.26
AWS × Python270.18
LLM × Machine Learning270.31
SQL × Git250.16
Azure × SQL240.15
GCP × AWS240.31
SQL × AWS240.13
SQL × Spark240.17
Java × Docker230.28
Java × English230.14
Java × Python230.15
SQL × Data Modeling230.16
AWS × English220.13
Azure × AWS220.23
English × Python220.11
Git × AWS220.22
Kubernetes × Docker220.39
SQL × English220.09
Azure × Python210.17
Kubernetes × Kafka210.38
Power BI × Python210.17
SQL × Machine Learning210.12
Docker × AWS200.24
Excel × Power BI200.24
Java × Git200.20
Java × JavaScript200.22
Azure × GCP190.37
Java × Kafka190.23
Azure × Kubernetes180.25
Azure × Spark180.31
Data Modeling × Python180.16
Excel × Tableau180.22
Experimentation × Python180.14
Git × Python180.13
Kubernetes × English180.12
Kubernetes × Python180.14
SQL × LLM180.10
AWS × JavaScript170.18
AWS × Kafka170.20
Azure × Java170.17
Experimentation × LLM170.21
Power BI × Tableau170.29
SQL × Experimentation170.11
SQL × Java170.09
Azure × Git160.21
English × Go160.11
GCP × Kubernetes160.28
Git × JavaScript160.23
Git × Kafka160.25
SQL × ETL160.12
Spark × Machine Learning160.22
Statistics × Machine Learning160.21
Docker × Kafka150.31
Experimentation × Machine Learning150.19
Git × Docker150.23
Git × English150.10
Kubernetes × Git150.19
Power BI × Statistics150.23
Python × JavaScript150.12
Spark × Data Modeling150.32
AWS × Terraform140.19
Azure × English140.10
Data Modeling × ETL140.41
GCP × Java140.16
LLM × AWS140.12
English × JavaScript130.09
Experimentation × Statistics130.19
LLM × Statistics130.15
Python × ETL130.12
SQL × Kubernetes130.08
Tableau × Python130.10
AWS × Spark120.13
Azure × Docker120.19
Azure × Machine Learning120.14
English × Machine Learning120.07
GCP × Python120.10
Git × Spark120.17
LLM × English120.07
SQL × Docker120.08
SQL × GCP120.08
Statistics × Tableau120.19
Docker × English110.08
ELT × ETL110.58
Excel × Python110.07
Excel × Statistics110.12
Java × Machine Learning110.09
SQL × Kafka110.07
SQL × Looker110.08
Spark × ETL110.27
AWS × Machine Learning100.08
Airflow × Python100.10
Azure × Data Modeling100.16
Data Visualization × SQL100.07
ELT × Spark100.29
Excel × English100.06
GCP × English100.07
Java × LLM100.08
Java × Scala100.14
LLM × Spark100.12
Machine Learning × Data Modeling100.14
Python × Kafka100.08
SQL × ELT100.07
SQL × Go100.06
TypeScript × JavaScript100.24
AWS × Data Modeling90.10
Docker × Python90.07
ELT × Data Modeling90.29
ELT × Python90.09
English × Spark90.06
Excel × Looker90.13
GCP × Docker90.18
GCP × LLM90.12
Java × PostgreSQL90.12
Kubernetes × JavaScript90.12
Kubernetes × Terraform90.18
Looker × Tableau90.23
Machine Learning × ETL90.14
SQL × SQL Server90.07
Azure × ETL80.15
Experimentation × Stakeholder Management80.12
GCP × Git80.12
GCP × Machine Learning80.11
Git × Machine Learning80.08
Git × TypeScript80.15
Java × MongoDB80.11
Java × Redis80.11
LLM × Power BI80.09
LLM × Tableau80.09
Looker × Power BI80.17
PostgreSQL × AWS80.10
Power BI × Spark80.12
Python × Terraform80.07
Redis × Kafka80.24
SQL × Data Governance80.06
SQL × Stakeholder Management80.05
Scala × Python80.08
Spark × Kafka80.14
AWS × Go70.07
AWS × MongoDB70.09
Azure × ELT70.15
Azure × JavaScript70.09
Azure × Kafka70.10
Azure × Power BI70.09
Data Governance × AWS70.09
English × Data Modeling70.05
English × Stakeholder Management70.05
English × Terraform70.06
Experimentation × Java70.07
Java × Go70.07
Java × Spark70.07
Kubernetes × Machine Learning70.07
Kubernetes × Redis70.14
Kubernetes × Spark70.10
PostgreSQL × Kafka70.19
Python × TypeScript70.06
SQL × Airflow70.05
SQL × JavaScript70.04
SQL × PostgreSQL70.05
Statistics × Spark70.11
Tableau × English70.05
Tableau × Machine Learning70.08
Tableau × Spark70.11
AWS × ETL60.07
Airflow × Data Modeling60.18
Airflow × Machine Learning60.10
Airflow × Spark60.16
Azure × LLM60.06
Docker × JavaScript60.09
Docker × MongoDB60.16
Docker × Redis60.16
ELT × Machine Learning60.10
Excel × Stakeholder Management60.06
GCP × JavaScript60.10
GCP × Kafka60.11
GCP × Spark60.11
Git × ETL60.10
Git × Redis60.11
Java × TypeScript60.07
Kubernetes × Data Modeling60.09
LLM × Git60.06
Machine Learning × Kafka60.07
Machine Learning × Scala60.10
MongoDB × Kafka60.17
MongoDB × Redis60.38
PostgreSQL × MongoDB60.33
PostgreSQL × Redis60.33
Power BI × Machine Learning60.07
SQL × MongoDB60.04
Tableau × AWS60.06
Tableau × Git60.08
AWS × Redis50.06
AWS × TypeScript50.06
Airflow × AWS50.06
Airflow × Experimentation50.11
Azure × MongoDB50.10
Azure × Tableau50.07
Data Governance × Data Modeling50.14
Data Governance × English50.04
Data Governance × Machine Learning50.08
Data Governance × Spark50.13
Data Visualization × Power BI50.11
Data Visualization × Python50.05
Data Visualization × Tableau50.12
English × ETL50.04
English × Kafka50.03
GCP × Go50.08
GCP × Power BI50.08
GCP × Tableau50.09
Git × Data Modeling50.07
Kubernetes × Go50.06
Kubernetes × MongoDB50.10
LLM × Kubernetes50.05
PostgreSQL × Docker50.13
PostgreSQL × Git50.09
PostgreSQL × Kubernetes50.09
Power BI × Data Modeling50.08
Power BI × Git50.06
SQL Server × Docker50.14
SQL Server × Git50.09
Statistics × ETL50.09
Statistics × Git50.06
Statistics × Stakeholder Management50.07
Terraform × Kafka50.13
Airflow × ETL40.15
Airflow × Kafka40.11
Airflow × Kubernetes40.08
Airflow × LLM40.06
Azure × Statistics40.05
Data Governance × ETL40.15
Data Governance × Python40.04
Data Modeling × Kafka40.07
Data Modeling × Terraform40.10
Docker × Spark40.07
Docker × Terraform40.10
ELT × AWS40.05
ELT × Data Governance40.21
Excel × Go40.04
Experimentation × Data Modeling40.06
Experimentation × ETL40.07
Experimentation × Go40.05
Experimentation × Power BI40.05
Experimentation × Scala40.09
Experimentation × Tableau40.06
GCP × Statistics40.06
Git × MongoDB40.07
Git × Terraform40.07
Go × Python40.03
Java × MySQL40.05
Kafka × JavaScript40.06
LLM × Scala40.06
LLM × Stakeholder Management40.04
Looker × Statistics40.08
Machine Learning × JavaScript40.04
Power BI × AWS40.04
Power BI × ETL40.07
Python × Stakeholder Management40.03
SQL × MySQL40.03
SQL × Redis40.03
SQL × TypeScript40.03
SQL Server × AWS40.05
SQL Server × Kubernetes40.08
Scala × Kafka40.11
Spark × Scala40.10
Spark × Terraform40.09
Statistics × AWS40.04
Statistics × Data Modeling40.06
Tableau × ETL40.08
Tableau × Go40.06
AWS × Redshift30.04
Airflow × English30.02
Airflow × Java30.04
Airflow × Scala30.17
Airflow × Statistics30.06
Airflow × Terraform30.14
Azure × Go30.04
Azure × PostgreSQL30.06
Azure × Redis30.06
Azure × SQL Server30.06
Data Modeling × MongoDB30.08
Data Visualization × Data Modeling30.08
Data Visualization × Excel30.04
Data Visualization × Looker30.14
Data Visualization × Statistics30.06
Docker × Go30.04
Docker × Machine Learning30.04
ELT × Git30.05
ELT × MongoDB30.16
English × TypeScript30.02
Excel × Experimentation30.03
Excel × Git30.03
Experimentation × Kubernetes30.04
Experimentation × Spark30.04
GCP × Data Governance30.08
GCP × PostgreSQL30.08
GCP × Redis30.08
Git × Go30.03
Git × MySQL30.06
Java × Data Modeling30.03
Java × SQL Server30.04
Java × Terraform30.04
Kubernetes × Scala30.06
LLM × Data Governance30.04
LLM × Docker30.03
LLM × JavaScript30.03
LLM × Kafka30.03
Looker × Go30.06
MongoDB × ETL30.11
Pandas × Python30.03
PostgreSQL × JavaScript30.06
PostgreSQL × MySQL30.19
PostgreSQL × SQL Server30.16
SQL × Pandas30.02
SQL × Redshift30.02
SQL × Terraform30.02
SQL Server × Kafka30.08
Spark × MongoDB30.07
Tableau × Data Modeling30.05
Tableau × JavaScript30.04
Tableau × Stakeholder Management30.04
AWS × MySQL20.03
AWS × Stakeholder Management20.02
Airflow × Data Governance20.10
Airflow × GCP20.05
Airflow × Snowflake20.18
Azure × Stakeholder Management20.03
BigQuery × Kafka20.06
BigQuery × Machine Learning20.04
BigQuery × Python20.02
BigQuery × Spark20.06
Data Governance × Terraform20.08
Data Modeling × Scala20.05
Data Visualization × Experimentation20.04
Data Visualization × Spark20.05
Data Visualization × Stakeholder Management20.04
Docker × MySQL20.06
Docker × TypeScript20.05
ELT × English20.02
ELT × LLM20.03
ELT × Pandas20.17
ELT × Power BI20.04
English × Redis20.02
English × Redshift20.02
Excel × JavaScript20.02
Excel × Machine Learning20.02
Excel × TypeScript20.03
Experimentation × JavaScript20.03
Experimentation × Kafka20.03
Experimentation × Looker20.04
Experimentation × TypeScript20.04
GCP × MongoDB20.05
GCP × SQL Server20.06
GCP × Terraform20.05
GCP × TypeScript20.05
Git × Data Governance20.03
Go × JavaScript20.03
Go × Kafka20.03
Go × MongoDB20.04
Go × Redis20.04
Go × Stakeholder Management20.03
Java × ETL20.02
Java × Power BI20.02
Java × Redshift20.03
Java × Tableau20.02
JavaScript × ETL20.04
Kubernetes × Stakeholder Management20.03
LLM × Data Modeling20.02
LLM × ETL20.03
LLM × Go20.02
LLM × Terraform20.03
LLM × TypeScript20.03
Looker × English20.02
Looker × Stakeholder Management20.04
Machine Learning × MongoDB20.03
Machine Learning × Redshift20.04
Machine Learning × Terraform20.03
Machine Learning × TypeScript20.03
MySQL × JavaScript20.05
MySQL × Kafka20.06
Pandas × AWS20.03
Pandas × ETL20.10
Pandas × Machine Learning20.04
Pandas × Spark20.06
PostgreSQL × Data Modeling20.05
PostgreSQL × English20.02
PostgreSQL × Go20.04
PostgreSQL × Python20.02
PostgreSQL × Spark20.05
Power BI × English20.01
Python × MongoDB20.02
Python × Redis20.02
Python × Redshift20.02
Redshift × ETL20.10
SQL × Scala20.01
SQL × Snowflake20.01
Scala × JavaScript20.04
Snowflake × AWS20.03
Snowflake × Data Modeling20.07
Snowflake × English20.02
Snowflake × Kubernetes20.04
Snowflake × Python20.02
Snowflake × Spark20.06
Snowflake × Terraform20.14
Spark × Redshift20.06
Terraform × JavaScript20.04

Bundles

Vizinhos mais fortes de cada skill (top 415 por suporte).

Frequências do recorte (43 skills)