Period
to 21 November 2018

The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for Ansible skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Ansible over the 6 months to 21 November 2018 with a comparison to the same period in the previous 2 years.

Ansible
Scotland > Edinburgh
6 months to
21 Nov 2018
Same period 2017 Same period 2016
Rank 68 105 114
Rank change year-on-year +37 +9 +36
Permanent jobs citing Ansible 93 51 25
As % of all permanent IT jobs advertised in Edinburgh 3.65% 1.88% 1.08%
As % of the Systems Management category 32.63% 16.24% 13.51%
Number of salaries quoted 43 34 20
Edinburgh median annual salary £45,000 £65,000 £50,000
Median salary % change year-on-year -30.77% +30.00% +11.11%
10th Percentile £26,250 £41,475 £37,850
90th Percentile £64,500 £73,750 £54,650
Scotland median annual salary £50,000 £65,000 £50,000
% change year-on-year -23.08% +30.00% +17.65%

Ansible is in the Systems Management category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Edinburgh with a requirement for systems management skills.

All Systems Management Skills
Edinburgh
Permanent vacancies with a requirement for systems management skills 285 314 185
As % of all permanent IT jobs advertised in Edinburgh 11.19% 11.57% 7.99%
Number of salaries quoted 177 189 110
Edinburgh median annual salary £50,000 £52,500 £45,000
Median salary % change year-on-year -4.76% +16.67% -
10th Percentile £27,500 £28,950 £29,750
90th Percentile £67,500 £65,000 £55,000
Scotland median annual salary £50,000 £47,500 £42,500
% change year-on-year +5.26% +11.76% -

Ansible
Job Vacancy Trend in Edinburgh

Job postings citing Ansible as a percentage of all IT jobs advertised in Edinburgh.

Job vacancy trend for Ansible in Edinburgh

Ansible
Salary Trend in Edinburgh

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Ansible in Edinburgh.

Salary trend for Ansible in Edinburgh

Ansible
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Ansible in Edinburgh over the 6 months to 21 November 2018.

Salary histogram for Ansible in Edinburgh

For the 6 months to 21 November 2018, IT jobs citing Ansible also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Edinburgh region with a requirement for Ansible.

1 76 (81.72%) DevOps
2 69 (74.19%) Linux
3 61 (65.59%) Opscode Chef
4 59 (63.44%) Terraform
5 53 (56.99%) Puppet
6 51 (54.84%) Amazon AWS
7 45 (48.39%) Jenkins
8 41 (44.09%) Microsoft Azure
9 40 (43.01%) Git (software)
9 40 (43.01%) Python
10 37 (39.78%) Docker
11 36 (38.71%) Continuous Delivery
12 34 (36.56%) Continuous Integration
13 33 (35.48%) Elastic Stack
14 32 (34.41%) Google Cloud Platform
14 32 (34.41%) Splunk
14 32 (34.41%) Windows
15 30 (32.26%) Subversion
15 30 (32.26%) GoCD
16 29 (31.18%) Atlassian Bamboo
16 29 (31.18%) Unix
16 29 (31.18%) Microservices
17 28 (30.11%) ServiceNow
17 28 (30.11%) Open Source
17 28 (30.11%) JIRA
18 27 (29.03%) Team Foundation Server
18 27 (29.03%) Rundeck
19 26 (27.96%) Octopus Deploy
19 26 (27.96%) Customer Engagement
19 26 (27.96%) RedGate

Ansible
Co-occurring IT Skills in Edinburgh by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 7 (7.53%) JBoss
2 5 (5.38%) Apache Spark
3 4 (4.30%) WildFly
4 3 (3.23%) Apache
4 3 (3.23%) Apache Pig
4 3 (3.23%) Apache Solr
4 3 (3.23%) Elasticsearch
5 2 (2.15%) OpenStack
5 2 (2.15%) Tomcat
6 1 (1.08%) WebSphere
Cloud Services
1 51 (54.84%) Amazon AWS
2 41 (44.09%) Microsoft Azure
3 32 (34.41%) Google Cloud Platform
4 13 (13.98%) SaaS
5 6 (6.45%) AWS CloudFormation
5 6 (6.45%) GitHub
6 5 (5.38%) Serverless
7 4 (4.30%) Amazon EC2
7 4 (4.30%) Amazon EMR
7 4 (4.30%) Amazon S3
7 4 (4.30%) AWS Lambda
8 3 (3.23%) Cloud Computing
9 2 (2.15%) Amazon CloudWatch
9 2 (2.15%) AWS CodePipeline
9 2 (2.15%) CloudFront
9 2 (2.15%) Datadog
9 2 (2.15%) IaaS
9 2 (2.15%) OpenShift
9 2 (2.15%) PaaS
9 2 (2.15%) Sumo Logic
Communications & Networking
1 7 (7.53%) Firewall
2 5 (5.38%) VPN
3 1 (1.08%) DNS
3 1 (1.08%) Internet
3 1 (1.08%) SAN
3 1 (1.08%) SMTP
3 1 (1.08%) SSH
3 1 (1.08%) TCP/IP
Database & Business Intelligence
1 11 (11.83%) Big Data
2 8 (8.60%) Apache Cassandra
3 4 (4.30%) SQL Server
4 3 (3.23%) Hadoop
4 3 (3.23%) PostgreSQL
5 2 (2.15%) Amazon DynamoDB
5 2 (2.15%) Amazon RDS
5 2 (2.15%) Amazon Redshift
5 2 (2.15%) Apache Hive
5 2 (2.15%) OpenTSDB
5 2 (2.15%) Parquet
6 1 (1.08%) Data Warehouse
6 1 (1.08%) MongoDB
Development Applications
1 45 (48.39%) Jenkins
2 40 (43.01%) Git (software)
3 30 (32.26%) GoCD
3 30 (32.26%) Subversion
4 29 (31.18%) Atlassian Bamboo
5 28 (30.11%) JIRA
6 27 (29.03%) Team Foundation Server
7 26 (27.96%) IBM UrbanCode
7 26 (27.96%) Octopus Deploy
8 8 (8.60%) GitLab
8 8 (8.60%) Maven
9 6 (6.45%) Vagrant
10 5 (5.38%) Sonatype Nexus
10 5 (5.38%) TeamCity
11 4 (4.30%) Artifactory
12 3 (3.23%) RSpec
13 2 (2.15%) Bitbucket
13 2 (2.15%) GCC
13 2 (2.15%) Travis CI
14 1 (1.08%) CA Release Automation
General
1 4 (4.30%) Billing
2 3 (3.23%) Banking
2 3 (3.23%) Finance
3 1 (1.08%) Games
3 1 (1.08%) Retail Banking
Job Titles
1 34 (36.56%) DevOps Engineer
2 29 (31.18%) Senior DevOps
3 26 (27.96%) Consultant
3 26 (27.96%) DevOps Consultant
3 26 (27.96%) Senior Consultant
3 26 (27.96%) Senior DevOps Consultant
4 10 (10.75%) Cloud Engineer
4 10 (10.75%) Junior
4 10 (10.75%) Junior DevOps
4 10 (10.75%) Junior DevOps Engineer
5 9 (9.68%) Developer
6 7 (7.53%) Software Engineer
7 6 (6.45%) Analyst
8 5 (5.38%) Automation Engineer
8 5 (5.38%) AWS Engineer
8 5 (5.38%) Full Stack Developer
8 5 (5.38%) Senior Software Engineer
9 4 (4.30%) Python Engineer
9 4 (4.30%) SaaS Analyst
9 4 (4.30%) Senior Cloud Engineer
Libraries, Frameworks & Software Standards
1 33 (35.48%) Elastic Stack
2 9 (9.68%) Node.js
3 7 (7.53%) Kafka
4 6 (6.45%) RESTful
5 5 (5.38%) JSON
5 5 (5.38%) Web Services
6 4 (4.30%) CSS
6 4 (4.30%) Flask
6 4 (4.30%) HTML
7 3 (3.23%) PostGIS
7 3 (3.23%) Spring
8 2 (2.15%) Apache Flex
8 2 (2.15%) Apache Thrift
8 2 (2.15%) Protocol Buffers
8 2 (2.15%) Samza
8 2 (2.15%) Spring Boot
8 2 (2.15%) Velocity
9 1 (1.08%) RabbitMQ
9 1 (1.08%) React
9 1 (1.08%) REST
Miscellaneous
1 8 (8.60%) Computer Science
2 6 (6.45%) Data Centre
3 5 (5.38%) Data Structures
4 4 (4.30%) Analytical Skills
5 2 (2.15%) Cloud Native
5 2 (2.15%) Hybrid Cloud
5 2 (2.15%) Linux Command Line
5 2 (2.15%) Mainframe
5 2 (2.15%) Public Cloud
5 2 (2.15%) VSAM
6 1 (1.08%) Algorithms
6 1 (1.08%) Clustering
6 1 (1.08%) Cyberthreat
6 1 (1.08%) Fintech
6 1 (1.08%) Management Information System
Operating Systems
1 69 (74.19%) Linux
2 32 (34.41%) Windows
3 29 (31.18%) Unix
4 13 (13.98%) Red Hat Enterprise Linux
5 8 (8.60%) CentOS
6 4 (4.30%) Windows Server
7 2 (2.15%) Debian
8 1 (1.08%) Solaris
Processes & Methodologies
1 76 (81.72%) DevOps
2 36 (38.71%) Continuous Delivery
3 34 (36.56%) Continuous Integration
4 29 (31.18%) Microservices
5 28 (30.11%) Open Source
6 26 (27.96%) Customer Engagement
7 20 (21.51%) Configuration Management
8 17 (18.28%) Software Engineering
9 16 (17.20%) Agile Software Development
10 9 (9.68%) Problem-Solving
11 6 (6.45%) Analytics
11 6 (6.45%) Web Operations
12 5 (5.38%) Release Management
12 5 (5.38%) Test Automation
13 4 (4.30%) API Design
13 4 (4.30%) Deployment Automation
13 4 (4.30%) ETL
13 4 (4.30%) Immutable Server
13 4 (4.30%) OO
13 4 (4.30%) User Acceptance Testing
Programming Languages
1 40 (43.01%) Python
2 24 (25.81%) Java
3 15 (16.13%) Bash Shell
4 13 (13.98%) Ruby
5 9 (9.68%) JavaScript
6 7 (7.53%) Go
6 7 (7.53%) SQL
7 6 (6.45%) PowerShell
8 3 (3.23%) C#
8 3 (3.23%) Perl
9 2 (2.15%) COBOL
9 2 (2.15%) Java 8
9 2 (2.15%) Java 9
9 2 (2.15%) JCL
9 2 (2.15%) Scala
10 1 (1.08%) Bourne shell
10 1 (1.08%) C-shell
10 1 (1.08%) Korn
10 1 (1.08%) PHP
10 1 (1.08%) Shell Script
Qualifications
1 10 (10.75%) Degree
2 6 (6.45%) Computer Science Degree
3 1 (1.08%) ITIL Foundation Certificate
3 1 (1.08%) Security Cleared
Quality Assurance & Compliance
1 2 (2.15%) SLA
2 1 (1.08%) QA
System Software
1 37 (39.78%) Docker
2 3 (3.23%) Virtual Machines
3 2 (2.15%) HDFS
3 2 (2.15%) Time Sharing Option
3 2 (2.15%) VMware Infrastructure
4 1 (1.08%) NFS
4 1 (1.08%) Veritas Cluster Server
4 1 (1.08%) Veritas Volume Manager
4 1 (1.08%) VMware ESXi
4 1 (1.08%) vSphere
Systems Management
1 61 (65.59%) Opscode Chef
2 59 (63.44%) Terraform
3 53 (56.99%) Puppet
4 27 (29.03%) Rundeck
5 26 (27.96%) Consul
6 19 (20.43%) Kubernetes
7 13 (13.98%) Salt
8 6 (6.45%) Packer
9 5 (5.38%) Mesos
10 4 (4.30%) Cacti
10 4 (4.30%) Capistrano
11 2 (2.15%) CA Endevor
11 2 (2.15%) Grafana
11 2 (2.15%) Kibana
11 2 (2.15%) logstash
11 2 (2.15%) Oozie
11 2 (2.15%) Prometheus
11 2 (2.15%) Rancher
11 2 (2.15%) Sysdig
12 1 (1.08%) Docker Swarm
Vendors
1 32 (34.41%) Splunk
2 28 (30.11%) ServiceNow
3 26 (27.96%) Delphix
3 26 (27.96%) RedGate
4 10 (10.75%) Red Hat
5 6 (6.45%) VMware
6 4 (4.30%) Perforce
6 4 (4.30%) SaltStack
7 3 (3.23%) AppDynamics
7 3 (3.23%) Google
8 2 (2.15%) F5
8 2 (2.15%) New Relic
8 2 (2.15%) Remedy
9 1 (1.08%) Cisco
9 1 (1.08%) EMC
9 1 (1.08%) IBM
9 1 (1.08%) Microsoft
9 1 (1.08%) NetApp
9 1 (1.08%) Oracle
9 1 (1.08%) Sun