Job Vacancy Trend Salary Trend Salary Histogram Skill Sets
Period
to

The table below provides summary statistics for permanent job vacancies with an option to work from home (WFH) and a requirement for Artificial Intelligence skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Artificial Intelligence over the 6 months to 19 August 2022 with a comparison to the same period in the previous 2 years.

Artificial Intelligence (AI)
UK > Work from Home
6 months to
19 Aug 2022		 Same period 2021 Same period 2020
Rank 91 89 93
Rank change year-on-year -2 +4 +31
Permanent jobs citing Artificial Intelligence 2,939 1,534 303
As % of all permanent jobs with a WFH option 3.94% 3.70% 3.45%
As % of the Processes & Methodologies category 4.07% 3.87% 3.72%
Number of salaries quoted 1,223 836 276
10th Percentile £42,500 £38,125 £40,000
25th Percentile £52,500 £47,000 £47,500
Median annual salary (50th Percentile) £70,000 £62,500 £65,000
Median % change year-on-year +12.00% -3.85% -
75th Percentile £90,000 £83,750 £83,750
90th Percentile £108,750 £91,250 £98,750
UK median annual salary £70,000 £66,250 £65,000
% change year-on-year +5.66% +1.92% +4.00%

Artificial Intelligence is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a WFH option and a requirement for process or methodology skills.

All Process and Methodology Skills
Work from Home
Permanent vacancies with a requirement for process or methodology skills 72,178 39,656 8,149
As % of all permanent jobs with a WFH option 96.85% 95.56% 92.71%
Number of salaries quoted 42,953 29,747 7,050
10th Percentile £36,750 £35,000 £34,000
25th Percentile £46,250 £42,500 £42,500
Median annual salary (50th Percentile) £60,189 £55,000 £55,000
Median % change year-on-year +9.43% - -
75th Percentile £80,000 £75,000 £73,750
90th Percentile £95,000 £90,000 £85,000
UK median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - +4.76%

Artificial Intelligence
Trend for Jobs with a WFH Option

Job vacancies with a work from home option citing Artificial Intelligence as a proportion of all IT jobs advertised.

Artificial Intelligence trend for jobs with a WFH option

Artificial Intelligence
Salary Trend for Jobs with a WFH Option

3-month moving average salary quoted in job vacancies with a work from home option citing Artificial Intelligence.

Artificial Intelligence salary trend for jobs with a WFH option

Artificial Intelligence
Salary Histogram for Jobs with a WFH Option

Salary distribution for jobs with a work from home option citing Artificial Intelligence over the 6 months to 19 August 2022.

Artificial Intelligence salary histogram for jobs with a WFH option

For the 6 months to 19 August 2022, Artificial Intelligence job roles required the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent jobs with a WFH option and a requirement for Artificial Intelligence.

1 1,366 (46.48%) Python
2 1,332 (45.32%) Machine Learning
3 1,201 (40.86%) Agile
4 1,192 (40.56%) AWS
5 888 (30.21%) Software Engineering
6 871 (29.64%) Data Science
7 763 (25.96%) Social Skills
8 752 (25.59%) Azure
9 741 (25.21%) Analytics
10 736 (25.04%) Finance
11 696 (23.68%) DevOps
12 678 (23.07%) GCP
13 670 (22.80%) JavaScript
14 650 (22.12%) SQL
15 647 (22.01%) CI/CD
16 599 (20.38%) Docker
17 579 (19.70%) Problem-Solving
18 520 (17.69%) Java
19 504 (17.15%) Degree
20 494 (16.81%) React
21 470 (15.99%) Kubernetes
22 436 (14.83%) Full Stack Development
23 430 (14.63%) Algorithms
24 417 (14.19%) Computer Science
25 415 (14.12%) Microservices
26 399 (13.58%) User Experience
27 397 (13.51%) TypeScript
28 395 (13.44%) Linux
29 367 (12.49%) Scrum
30 351 (11.94%) Git (software)

Artificial Intelligence
Co-occurring IT Skills with a WFH Option 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 99 (3.37%) Apache Spark
2 60 (2.04%) Confluence
3 52 (1.77%) Apache Airflow
4 49 (1.67%) Apache
5 38 (1.29%) SharePoint
6 33 (1.12%) SAS
7 29 (0.99%) Hyperledger
8 28 (0.95%) CMS
9 25 (0.85%) Tornado
10 19 (0.65%) WordPress
11 16 (0.54%) Cloud Foundry
12 15 (0.51%) Jupyter
12 15 (0.51%) OpenStack
13 14 (0.48%) Luigi
14 12 (0.41%) Sitecore CMS
15 11 (0.37%) Umbraco
16 9 (0.31%) Apache Pulsar
16 9 (0.31%) Drupal
17 7 (0.24%) nginx
18 5 (0.17%) Kentico
Applications
1 53 (1.80%) Microsoft Excel
2 35 (1.19%) Campfire
3 30 (1.02%) Chatbot
4 28 (0.95%) Sketch
5 26 (0.88%) Microsoft Office
6 16 (0.54%) Adobe Creative Suite
6 16 (0.54%) Photoshop
7 14 (0.48%) Adobe XD
8 12 (0.41%) Adobe Illustrator
9 9 (0.31%) Microsoft PowerPoint
9 9 (0.31%) Simulink
10 8 (0.27%) InVision
10 8 (0.27%) MS Visio
11 7 (0.24%) Microsoft Project
12 6 (0.20%) SPSS
13 5 (0.17%) Spreadsheet
14 2 (0.068%) Stateflow
15 1 (0.034%) Acrobat
15 1 (0.034%) Gephi
15 1 (0.034%) InDesign
Business Applications
1 30 (1.02%) Distributed Ledger
2 29 (0.99%) R3 Corda
3 9 (0.31%) Academy Revenues and Benefits
4 8 (0.27%) Magento
5 5 (0.17%) Dynamics CRM
5 5 (0.17%) Shopify
6 4 (0.14%) Oracle Procure-to-Pay
6 4 (0.14%) Payment Gateway
6 4 (0.14%) Remedy ITSM
7 3 (0.10%) NetSuite
8 2 (0.068%) Dynamics AX
8 2 (0.068%) SAP ERP
8 2 (0.068%) SAP S/4HANA
8 2 (0.068%) SystmOne
9 1 (0.034%) SAP PSCD
Cloud Services
1 1,192 (40.56%) AWS
2 752 (25.59%) Azure
3 678 (23.07%) GCP
4 307 (10.45%) SaaS
5 164 (5.58%) Serverless
6 138 (4.70%) GitHub
7 127 (4.32%) Power Platform
8 120 (4.08%) Cloud Computing
9 101 (3.44%) Snowflake
10 97 (3.30%) Azure DevOps
11 81 (2.76%) AWS CloudFormation
11 81 (2.76%) Azure Cosmos DB
12 70 (2.38%) Matillion
13 68 (2.31%) AWS Lambda
14 64 (2.18%) Amazon S3
15 55 (1.87%) Figma
16 54 (1.84%) Amazon ECS
17 41 (1.40%) Microsoft 365
18 38 (1.29%) Amazon SQS
19 34 (1.16%) AWS Step Functions
Communications & Networking
1 117 (3.98%) Broadband
2 41 (1.40%) Internet
3 36 (1.22%) Firewall
4 27 (0.92%) HTTP
5 25 (0.85%) SSH
6 24 (0.82%) 5G
7 23 (0.78%) SNA
8 15 (0.51%) TCP/IP
9 14 (0.48%) VoIP
10 13 (0.44%) Network Security
10 13 (0.44%) VPN
11 11 (0.37%) SSL
12 9 (0.31%) DNS
12 9 (0.31%) HTTPS
13 8 (0.27%) LAN
14 6 (0.20%) Wireless
15 5 (0.17%) WAN
16 4 (0.14%) Intrusion Detection
16 4 (0.14%) Kerberos
16 4 (0.14%) Wi-Fi
Database & Business Intelligence
1 337 (11.47%) Big Data
2 230 (7.83%) PostgreSQL
3 227 (7.72%) Elasticsearch
4 176 (5.99%) SQL Server
5 160 (5.44%) Data Lake
6 157 (5.34%) MongoDB
7 152 (5.17%) NoSQL
8 151 (5.14%) Data Warehouse
9 132 (4.49%) MySQL
10 118 (4.01%) Power BI
11 103 (3.50%) Relational Database
12 92 (3.13%) Redis
13 70 (2.38%) Star Schema
14 66 (2.25%) BigQuery
15 65 (2.21%) Tableau
16 47 (1.60%) Metadata
17 46 (1.57%) Hadoop
18 41 (1.40%) MariaDB
19 35 (1.19%) Looker
20 28 (0.95%) DynamoDB
Development Applications
1 351 (11.94%) Git (software)
2 199 (6.77%) JIRA
3 134 (4.56%) GitLab
4 100 (3.40%) Jenkins
5 78 (2.65%) Cypress.io
6 67 (2.28%) Selenium
7 52 (1.77%) Cucumber
8 48 (1.63%) Postman
9 47 (1.60%) Bitbucket
10 36 (1.22%) CMake
11 32 (1.09%) Visual Studio
12 27 (0.92%) CircleCI
12 27 (0.92%) webpack
13 25 (0.85%) Atlassian Bamboo
14 18 (0.61%) JMeter
14 18 (0.61%) Terragrunt
15 15 (0.51%) Maven
16 14 (0.48%) Babel
16 14 (0.48%) SpecFlow
16 14 (0.48%) Storybook
General
1 763 (25.96%) Social Skills
2 736 (25.04%) Finance
3 302 (10.28%) Analytical Skills
4 265 (9.02%) Marketing
5 252 (8.57%) Public Sector
6 250 (8.51%) Games
7 214 (7.28%) Inclusion and Diversity
8 170 (5.78%) Banking
9 156 (5.31%) Retail
10 101 (3.44%) Financial Institution
11 83 (2.82%) Presentation Skills
12 80 (2.72%) Manufacturing
13 73 (2.48%) Advertising
14 62 (2.11%) Organisational Skills
15 60 (2.04%) Legal
16 58 (1.97%) Pharmaceutical
17 53 (1.80%) Esports
18 49 (1.67%) Law
19 40 (1.36%) Automotive
20 39 (1.33%) Electronics
Job Titles
1 628 (21.37%) Developer
2 432 (14.70%) Software Engineer
3 216 (7.35%) Data Engineer
4 202 (6.87%) Senior Developer
5 189 (6.43%) DevOps Engineer
6 179 (6.09%) Data Scientist
7 147 (5.00%) Architect
8 112 (3.81%) Full Stack Developer
9 105 (3.57%) Senior Software Engineer
10 92 (3.13%) Cloud Engineer
11 90 (3.06%) Solutions Architect
12 80 (2.72%) Analyst
13 79 (2.69%) Python Engineer
14 78 (2.65%) Senior Data Scientist
15 77 (2.62%) Designer
16 76 (2.59%) Front End Developer (Client-Side Developer)
17 70 (2.38%) Lead Software Engineer
18 65 (2.21%) Consultant
18 65 (2.21%) Machine Learning Engineer
19 61 (2.08%) Software Developer
Libraries, Frameworks & Software Standards
1 494 (16.81%) React
2 286 (9.73%) Node.js
3 262 (8.91%) HTML
4 239 (8.13%) CSS
5 222 (7.55%) REST
6 205 (6.98%) .NET
7 161 (5.48%) AngularJS
8 145 (4.93%) RESTful
8 145 (4.93%) Vue.js
9 132 (4.49%) PyTorch
10 122 (4.15%) GraphQL
11 114 (3.88%) Kafka
12 113 (3.84%) TensorFlow
13 108 (3.67%) scikit-learn
14 104 (3.54%) Pandas
15 101 (3.44%) Spring
16 97 (3.30%) NumPy
17 93 (3.16%) Django
18 91 (3.10%) Jest
19 80 (2.72%) HTML5
Miscellaneous
1 430 (14.63%) Algorithms
2 399 (13.58%) User Experience
3 252 (8.57%) Self-Motivation
4 237 (8.06%) Blockchain
5 210 (7.15%) Cloud Native
6 191 (6.50%) IoT
7 166 (5.65%) Data Structures
8 159 (5.41%) Public Cloud
9 129 (4.39%) iPhone
10 100 (3.40%) Mobile App
11 88 (2.99%) Life Science
12 86 (2.93%) Greenfield Project
13 65 (2.21%) Robotics
14 62 (2.11%) Cyberattack
15 57 (1.94%) Cyber Defence
16 50 (1.70%) Data Centre
17 48 (1.63%) Virtual Team
18 43 (1.46%) Social Media
19 41 (1.40%) NHS
20 38 (1.29%) Augmented Reality
Operating Systems
1 395 (13.44%) Linux
2 116 (3.95%) Windows
3 79 (2.69%) Android
4 74 (2.52%) Unix
5 50 (1.70%) Apple iOS
6 28 (0.95%) Ubuntu
7 18 (0.61%) Mac OS
8 17 (0.58%) Windows Server
9 13 (0.44%) CentOS
10 11 (0.37%) Windows 10
11 10 (0.34%) Embedded Linux
12 9 (0.31%) Mac OS X
13 7 (0.24%) Windows Server 2012
14 3 (0.10%) Robot Operating System
15 2 (0.068%) DC/OS
15 2 (0.068%) VMS
15 2 (0.068%) Windows 7
16 1 (0.034%) Red Hat Enterprise Linux
16 1 (0.034%) Windows Phone
Processes & Methodologies
1 1,332 (45.32%) Machine Learning
2 1,201 (40.86%) Agile
3 888 (30.21%) Software Engineering
4 871 (29.64%) Data Science
5 741 (25.21%) Analytics
6 696 (23.68%) DevOps
7 647 (22.01%) CI/CD
8 579 (19.70%) Problem-Solving
9 436 (14.83%) Full Stack Development
10 417 (14.19%) Computer Science
11 415 (14.12%) Microservices
12 367 (12.49%) Scrum
13 351 (11.94%) Test Automation
14 305 (10.38%) Data Analytics
15 288 (9.80%) Visualisation
16 271 (9.22%) ETL
17 263 (8.95%) Computer Vision
18 260 (8.85%) Mentoring
19 256 (8.71%) Data Engineering
20 255 (8.68%) Project Management
Programming Languages
1 1,366 (46.48%) Python
2 670 (22.80%) JavaScript
3 650 (22.12%) SQL
4 520 (17.69%) Java
5 397 (13.51%) TypeScript
6 306 (10.41%) C#
7 249 (8.47%) C++
8 212 (7.21%) C
9 150 (5.10%) Go
10 134 (4.56%) Bash
10 134 (4.56%) R
11 115 (3.91%) Kotlin
12 102 (3.47%) PHP
13 94 (3.20%) Scala
14 73 (2.48%) ES6
15 66 (2.25%) MATLAB
16 50 (1.70%) Ruby
17 48 (1.63%) PowerShell
18 35 (1.19%) Shell Script
19 34 (1.16%) ML
Qualifications
1 504 (17.15%) Degree
2 140 (4.76%) Computer Science Degree
3 136 (4.63%) PhD
4 128 (4.36%) AWS Certification
5 95 (3.23%) Master's Degree
6 82 (2.79%) Security Cleared
7 53 (1.80%) SC Cleared
8 36 (1.22%) Numerate Degree
9 32 (1.09%) Azure Certification
10 23 (0.78%) ISTQB
11 19 (0.65%) ISEB
12 17 (0.58%) DV Cleared
12 17 (0.58%) MPhil
13 16 (0.54%) ISTQB Foundation Certification
14 15 (0.51%) PMI Certification
15 12 (0.41%) AWS Certified DevOps Engineer
15 12 (0.41%) ITIL Foundation Certificate
16 7 (0.24%) Microsoft Certification
17 6 (0.20%) ISEB Practitioner
17 6 (0.20%) PRINCE2 Certification
Quality Assurance & Compliance
1 255 (8.68%) QA
2 137 (4.66%) Data Quality
3 80 (2.72%) Accessibility
4 31 (1.05%) GDPR
5 23 (0.78%) ISO/IEC 27001
6 15 (0.51%) WCAG
7 13 (0.44%) ECSS
8 8 (0.27%) HMG Security Policy Framework
9 7 (0.24%) PMO
10 6 (0.20%) ISO 9001
10 6 (0.20%) SLA
11 5 (0.17%) Cyber Essentials
11 5 (0.17%) Cyber Essentials PLUS
12 4 (0.14%) HIPAA
12 4 (0.14%) WAI
13 3 (0.10%) IASME
13 3 (0.10%) SOC 2
14 2 (0.068%) IEC 62304
14 2 (0.068%) IFRS
14 2 (0.068%) ISO 13485
System Software
1 599 (20.38%) Docker
2 34 (1.16%) Active Directory
3 18 (0.61%) Virtual Machines
4 17 (0.58%) VMware Infrastructure
5 16 (0.54%) Firmware
6 13 (0.44%) Hyper-V
7 6 (0.20%) Virtual Desktop
8 5 (0.17%) Apache ZooKeeper
8 5 (0.17%) DFS Replication
9 4 (0.14%) KVM
9 4 (0.14%) NFS
10 1 (0.034%) Apache Flume
10 1 (0.034%) Embedded Firmware
10 1 (0.034%) HDFS
Systems Management
1 470 (15.99%) Kubernetes
2 308 (10.48%) Terraform
3 150 (5.10%) Ansible
4 67 (2.28%) Prometheus
5 46 (1.57%) Grafana
6 41 (1.40%) Argo
7 25 (0.85%) Puppet
8 22 (0.75%) Kibana
9 14 (0.48%) Istio
10 10 (0.34%) Bugsnag
10 10 (0.34%) Single Sign-On
11 9 (0.31%) Opscode Chef
12 7 (0.24%) Opsgenie
12 7 (0.24%) Packer
13 6 (0.20%) Active Directory Federation Services
13 6 (0.20%) Microsoft Intune
14 5 (0.17%) Kubeflow
14 5 (0.17%) Rancher
15 4 (0.14%) Consul
15 4 (0.14%) Hadoop YARN
Vendors
1 297 (10.11%) Google
2 230 (7.83%) Microsoft
3 62 (2.11%) Databricks
4 55 (1.87%) IBM
5 47 (1.60%) VMware
6 46 (1.57%) Oracle
7 41 (1.40%) Adobe
8 36 (1.22%) Salesforce.com
9 31 (1.05%) Remedy
10 30 (1.02%) New Relic
11 25 (0.85%) Spotify
12 19 (0.65%) Apple
12 19 (0.65%) ServiceNow
13 17 (0.58%) Atlassian
14 16 (0.54%) SAP
15 15 (0.51%) Datto
15 15 (0.51%) Sitecore
16 13 (0.44%) HubSpot
17 12 (0.41%) Red Hat
17 12 (0.41%) Xamarin