Period
to 19 July 2018

The following table provides summary statistics for permanent job vacancies advertised in Bristol with 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 July 2018 with a comparison to the same period in the previous 2 years.

Artificial Intelligence (AI)
South West > Bristol
6 months to
19 Jul 2018
Same period 2017 Same period 2016
Rank 88 171 181
Rank change year-on-year +83 +10 +22
Permanent jobs citing Artificial Intelligence 123 33 7
As % of all permanent IT jobs advertised in Bristol 3.17% 0.86% 0.20%
As % of the Processes & Methodologies category 3.43% 0.94% 0.22%
Number of salaries quoted 107 33 6
Bristol median annual salary £52,500 £40,000 £42,500
Median salary % change year-on-year +31.25% -5.88% +6.25%
10th Percentile £31,000 £33,750 £36,125
90th Percentile £71,250 £82,500 £51,875
South West median annual salary £55,000 £40,000 £57,500
% change year-on-year +37.50% -30.43% +43.75%

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 advertised in Bristol with a requirement for process or methodology skills.

All Process and Methodology Skills
Bristol
Permanent vacancies with a requirement for process or methodology skills 3,591 3,515 3,202
As % of all permanent IT jobs advertised in Bristol 92.46% 92.04% 91.20%
Number of salaries quoted 2,960 2,927 2,782
Bristol median annual salary £45,000 £42,500 £41,000
Median salary % change year-on-year +5.88% +3.66% +2.50%
10th Percentile £26,250 £26,750 £26,250
90th Percentile £67,500 £67,500 £66,250
South West median annual salary £42,500 £41,500 £40,000
% change year-on-year +2.41% +3.75% -

Artificial Intelligence
Job Vacancy Trend in Bristol

Job postings citing Artificial Intelligence as a percentage of all IT jobs advertised in Bristol.

Job vacancy trend for Artificial Intelligence in Bristol

Artificial Intelligence
Salary Trend in Bristol

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Artificial Intelligence in Bristol.

Salary trend for Artificial Intelligence in Bristol

Artificial Intelligence
Salary Histogram in Bristol

The salary distribution of IT jobs citing Artificial Intelligence in Bristol over the 6 months to 19 July 2018.

Salary histogram for Artificial Intelligence in Bristol

For the 6 months to 19 July 2018, IT jobs citing Artificial Intelligence 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 Bristol region with a requirement for Artificial Intelligence.

1 88 (71.54%) Machine Learning
2 64 (52.03%) Agile Software Development
3 56 (45.53%) Python
4 46 (37.40%) Business Intelligence
5 44 (35.77%) Scrum
5 44 (35.77%) Amazon AWS
6 40 (32.52%) Software Engineering
7 39 (31.71%) Java
7 39 (31.71%) SQL
8 36 (29.27%) Big Data
9 34 (27.64%) Analytics
10 31 (25.20%) DevOps
10 31 (25.20%) C#
11 30 (24.39%) Finance
12 28 (22.76%) Electronics
12 28 (22.76%) Apache Spark
13 27 (21.95%) Algorithms
13 27 (21.95%) Hadoop
13 27 (21.95%) SAP
14 25 (20.33%) Microsoft Azure
14 25 (20.33%) Docker
15 24 (19.51%) Telecoms
16 23 (18.70%) Coaching
17 22 (17.89%) Data Analytics
17 22 (17.89%) Marketing
18 21 (17.07%) Manufacturing
18 21 (17.07%) Programme Management
18 21 (17.07%) ETL
18 21 (17.07%) Elasticsearch
18 21 (17.07%) Digital Marketing

Artificial Intelligence
Co-occurring IT Skills in Bristol 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 28 (22.76%) Apache Spark
2 21 (17.07%) Elasticsearch
3 15 (12.20%) Apache Pig
4 2 (1.63%) Apache
4 2 (1.63%) Confluence
5 1 (0.81%) Apache Solr
5 1 (0.81%) nginx
Applications
1 12 (9.76%) Chatbot
2 5 (4.07%) Adobe Illustrator
2 5 (4.07%) Microsoft Project
2 5 (4.07%) Photoshop
Cloud Services
1 44 (35.77%) Amazon AWS
2 25 (20.33%) Microsoft Azure
3 15 (12.20%) Amazon EMR
3 15 (12.20%) Amazon Kinesis
3 15 (12.20%) GitHub
4 9 (7.32%) SaaS
5 8 (6.50%) Cloud Computing
6 3 (2.44%) Google Cloud Platform
6 3 (2.44%) Office 365
7 1 (0.81%) AWS Lambda
7 1 (0.81%) Azure Machine Learning
7 1 (0.81%) Serverless
Communications & Networking
1 7 (5.69%) SSL
2 3 (2.44%) HTTP
3 2 (1.63%) Firewall
3 2 (1.63%) VPN
4 1 (0.81%) SMS
Database & Business Intelligence
1 36 (29.27%) Big Data
2 27 (21.95%) Hadoop
3 20 (16.26%) Amazon Redshift
4 16 (13.01%) Power BI
5 15 (12.20%) Amazon Athena
5 15 (12.20%) Apache Hive
5 15 (12.20%) BigQuery
5 15 (12.20%) Impala
5 15 (12.20%) Presto
5 15 (12.20%) Spotfire
6 13 (10.57%) NoSQL
7 8 (6.50%) Oracle Database
7 8 (6.50%) Oracle Database 10g
7 8 (6.50%) Relational Database
8 6 (4.88%) BusinessObjects
8 6 (4.88%) Data Warehouse
8 6 (4.88%) RDBMS
9 5 (4.07%) Data Mart
9 5 (4.07%) MongoDB
9 5 (4.07%) PostgreSQL
Development Applications
1 19 (15.45%) JIRA
2 7 (5.69%) Jenkins
3 5 (4.07%) Git (software)
3 5 (4.07%) VSS/SourceSafe
4 3 (2.44%) Balsamiq Mockups
5 2 (1.63%) git-flow
6 1 (0.81%) Mercurial
6 1 (0.81%) Subversion
6 1 (0.81%) Visual Studio
General
1 30 (24.39%) Finance
2 28 (22.76%) Electronics
3 24 (19.51%) Telecoms
4 22 (17.89%) Marketing
5 21 (17.07%) Manufacturing
6 8 (6.50%) Banking
Job Titles
1 28 (22.76%) Developer
2 15 (12.20%) AWS Engineer
2 15 (12.20%) Data Engineer
2 15 (12.20%) Hadoop Engineer
2 15 (12.20%) Senior Data Engineer
2 15 (12.20%) Senior Hadoop Engineer
3 14 (11.38%) Data Scientist
4 13 (10.57%) Senior Data Scientist
5 10 (8.13%) Software Engineer
6 9 (7.32%) QA Leader
7 8 (6.50%) Java Developer
7 8 (6.50%) Software Developer
8 7 (5.69%) Administrator
8 7 (5.69%) IT Administrator
8 7 (5.69%) Lead Developer
8 7 (5.69%) Lead Software Developer
8 7 (5.69%) Machine Learning Engineer
9 6 (4.88%) Business Intelligence Developer
9 6 (4.88%) Cloud Developer
10 5 (4.07%) ETL Developer
Libraries, Frameworks & Software Standards
1 18 (14.63%) AngularJS
2 17 (13.82%) .NET
3 15 (12.20%) HTML
3 15 (12.20%) MLlib
3 15 (12.20%) Pandas
4 10 (8.13%) CSS
4 10 (8.13%) RESTful
5 8 (6.50%) Angular 2
6 7 (5.69%) Ruby on Rails
6 7 (5.69%) TensorFlow
7 5 (4.07%) jQuery
7 5 (4.07%) Natural Language Processing
7 5 (4.07%) XML
7 5 (4.07%) XSL
8 4 (3.25%) ASP.NET
8 4 (3.25%) ASP.NET MVC
8 4 (3.25%) CSS3
8 4 (3.25%) HTML5
8 4 (3.25%) Keras
8 4 (3.25%) Twitter Bootstrap
Miscellaneous
1 27 (21.95%) Algorithms
2 21 (17.07%) Greenfield Project
3 18 (14.63%) Computer Science
4 15 (12.20%) Clustering
5 12 (9.76%) User Experience
6 9 (7.32%) Data Structures
6 9 (7.32%) Robotics
7 7 (5.69%) Analytical Skills
8 5 (4.07%) Management Information System
9 4 (3.25%) Driving Licence
10 3 (2.44%) Digital Media
10 3 (2.44%) Mobile App
11 2 (1.63%) Blog
12 1 (0.81%) Linked Data
12 1 (0.81%) Social Media
12 1 (0.81%) Tandem
Operating Systems
1 14 (11.38%) Linux
2 3 (2.44%) Solaris
3 2 (1.63%) Windows
4 1 (0.81%) CoreOS
4 1 (0.81%) Ubuntu
Processes & Methodologies
1 88 (71.54%) Machine Learning
2 64 (52.03%) Agile Software Development
3 46 (37.40%) Business Intelligence
4 44 (35.77%) Scrum
5 40 (32.52%) Software Engineering
6 34 (27.64%) Analytics
7 31 (25.20%) DevOps
8 23 (18.70%) Coaching
9 22 (17.89%) Data Analytics
10 21 (17.07%) Digital Marketing
10 21 (17.07%) ETL
10 21 (17.07%) Programme Management
11 19 (15.45%) Data Science
11 19 (15.45%) Data Visualisation
11 19 (15.45%) Line Management
11 19 (15.45%) Visualisation
12 17 (13.82%) Mathematics
12 17 (13.82%) TDD
13 16 (13.01%) MapReduce
14 15 (12.20%) Open Source
Programming Languages
1 56 (45.53%) Python
2 39 (31.71%) Java
2 39 (31.71%) SQL
3 31 (25.20%) C#
4 20 (16.26%) C++
5 19 (15.45%) Ruby
6 18 (14.63%) Scala
7 13 (10.57%) R
8 9 (7.32%) JavaScript
9 6 (4.88%) T-SQL
10 5 (4.07%) PL/SQL
11 4 (3.25%) MATLAB
12 3 (2.44%) Bash Shell
12 3 (2.44%) Shell Script
13 2 (1.63%) C
13 2 (1.63%) PHP
14 1 (0.81%) Clojure
14 1 (0.81%) ES6
14 1 (0.81%) Haskell
14 1 (0.81%) Java 8
Qualifications
1 12 (9.76%) PhD
2 11 (8.94%) Degree
3 2 (1.63%) AWS Certification
3 2 (1.63%) SC Cleared
3 2 (1.63%) Security Cleared
4 1 (0.81%) A+ Certification
4 1 (0.81%) Master's Degree
Quality Assurance & Compliance
1 11 (8.94%) QA
2 9 (7.32%) ISO/IEC 27001
3 3 (2.44%) GCP
System Software
1 25 (20.33%) Docker
Systems Management
1 4 (3.25%) Ansible
1 4 (3.25%) Opscode Chef
1 4 (3.25%) Puppet
2 3 (2.44%) Docker Swarm
2 3 (2.44%) Kubernetes
2 3 (2.44%) Mesos
2 3 (2.44%) Oracle ZFS
2 3 (2.44%) Terraform
Vendors
1 27 (21.95%) SAP
2 18 (14.63%) Atlassian
3 15 (12.20%) Tableau
4 11 (8.94%) Microsoft
5 8 (6.50%) Oracle
6 5 (4.07%) Google
7 3 (2.44%) IBM
8 2 (1.63%) New Relic
9 1 (0.81%) Rackspace
9 1 (0.81%) WSO2