Period
to 24 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Bristol with a requirement for Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytics over the 6 months to 24 November 2017 with a comparison to the same period in the previous 2 years.

Analytics
South West > Bristol
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 81 96 117
Rank change year-on-year +15 +21 +8
Permanent jobs citing Analytics 144 93 80
As % of all permanent IT jobs advertised in Bristol 3.77% 2.90% 2.10%
As % of the Processes & Methodologies category 4.09% 3.18% 2.32%
Number of salaries quoted 109 73 59
Bristol median annual salary £55,000 £45,000 £45,000
Median salary % change year-on-year +22.22% - +38.46%
10th Percentile £31,250 £29,900 £32,500
90th Percentile £80,250 £80,000 £65,000
South West median annual salary £47,500 £47,500 £47,500

Analytics 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 3517 2920 3446
As % of all permanent IT jobs advertised in Bristol 92.00% 91.02% 90.52%
Number of salaries quoted 2901 2460 2977
Bristol median annual salary £45,000 £44,000 £42,500
Median salary % change year-on-year +2.27% +3.53% +6.25%
10th Percentile £26,500 £27,500 £26,750
90th Percentile £67,500 £70,000 £67,500
South West median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - +3.90%

Analytics
Job Vacancy Trend in Bristol

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

Job vacancy trend for Analytics in Bristol

Analytics
Salary Trend in Bristol

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

Salary trend for Analytics in Bristol

Analytics
Salary Histogram in Bristol

The salary distribution of IT jobs citing Analytics in Bristol over the 6 months to 24 November 2017.

Salary histogram for Analytics in Bristol

For the 6 months to 24 November 2017, IT jobs citing Analytics also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Bristol region with a requirement for Analytics.

1 59 (40.97%) Python
2 54 (37.50%) SQL
2 54 (37.50%) Agile Software Development
3 46 (31.94%) Business Intelligence
4 38 (26.39%) Data Analytics
5 37 (25.69%) Marketing
6 34 (23.61%) Java
7 31 (21.53%) Tableau
8 28 (19.44%) Amazon AWS
9 27 (18.75%) Big Data
9 27 (18.75%) Analytical Skills
10 26 (18.06%) User Experience
11 24 (16.67%) DevOps
12 23 (15.97%) Google
13 20 (13.89%) Degree
13 20 (13.89%) Visualisation
13 20 (13.89%) JavaScript
13 20 (13.89%) ETL
14 19 (13.19%) Finance
14 19 (13.19%) Software Engineering
14 19 (13.19%) Predictive Analytics
14 19 (13.19%) Mobile App
15 18 (12.50%) Apache Spark
15 18 (12.50%) R
15 18 (12.50%) SQL Server
16 17 (11.81%) Amazon Redshift
17 16 (11.11%) Amazon Kinesis
17 16 (11.11%) Actionable Insight
17 16 (11.11%) Scrum
18 15 (10.42%) Electronics

Analytics
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 18 (12.50%) Apache Spark
2 14 (9.72%) Elasticsearch
3 6 (4.17%) Apache Pig
4 4 (2.78%) SAS
5 3 (2.08%) SharePoint
6 1 (0.69%) Apache
Applications
1 6 (4.17%) Adobe Illustrator
1 6 (4.17%) Photoshop
2 5 (3.47%) Microsoft Excel
2 5 (3.47%) Spreadsheet
3 3 (2.08%) SPSS
4 1 (0.69%) Chatbot
Business Applications
1 2 (1.39%) Adobe Campaign
2 1 (0.69%) SAP Hybris
2 1 (0.69%) SAP InfiniteInsight
2 1 (0.69%) SDL Web 8
2 1 (0.69%) WebTrends
Cloud Services
1 28 (19.44%) Amazon AWS
2 16 (11.11%) Amazon Kinesis
3 14 (9.72%) Amazon EMR
4 11 (7.64%) Google Analytics
5 10 (6.94%) Google Cloud Platform
5 10 (6.94%) Microsoft Azure
6 8 (5.56%) GitHub
7 5 (3.47%) SaaS
8 4 (2.78%) Amazon S3
9 3 (2.08%) AWS Elastic Beanstalk
9 3 (2.08%) AWS Lambda
10 1 (0.69%) Adobe Analytics
10 1 (0.69%) Azure Data Factory
10 1 (0.69%) Azure Machine Learning
10 1 (0.69%) Cloud Computing
10 1 (0.69%) Cortana Intelligence Suite
Communications & Networking
1 13 (9.03%) DNS
1 13 (9.03%) Firewall
2 7 (4.86%) FTP
2 7 (4.86%) HTTP
2 7 (4.86%) Internet
3 6 (4.17%) VPN
4 2 (1.39%) SMS
5 1 (0.69%) MQTT
Database & Business Intelligence
1 27 (18.75%) Big Data
2 18 (12.50%) SQL Server
3 17 (11.81%) Amazon Redshift
4 13 (9.03%) BigQuery
5 12 (8.33%) Apache Hive
5 12 (8.33%) Neo4j
5 12 (8.33%) Power BI
6 11 (7.64%) Hadoop
6 11 (7.64%) MongoDB
7 10 (6.94%) Data Warehouse
8 8 (5.56%) SQL Server Integration Services
9 7 (4.86%) Impala
9 7 (4.86%) Spotfire
10 6 (4.17%) Presto
10 6 (4.17%) SQL Server Reporting Services
11 5 (3.47%) Relational Database
11 5 (3.47%) SQL Server Analysis Services
12 4 (2.78%) Apache Cassandra
12 4 (2.78%) PostgreSQL
13 3 (2.08%) MySQL
Development Applications
1 14 (9.72%) Git (software)
2 7 (4.86%) Jenkins
3 5 (3.47%) JIRA
4 4 (2.78%) Balsamiq Mockups
4 4 (2.78%) Gradle
5 1 (0.69%) Sonatype Nexus
5 1 (0.69%) SQL Server Management Studio (SSMS)
General
1 37 (25.69%) Marketing
2 19 (13.19%) Finance
3 15 (10.42%) Electronics
4 13 (9.03%) Telecoms
5 11 (7.64%) Manufacturing
6 6 (4.17%) Law
6 6 (4.17%) Legal
6 6 (4.17%) Retail
7 3 (2.08%) Banking
7 3 (2.08%) Private Banking
8 2 (1.39%) Digital Economy
9 1 (0.69%) Advertising
9 1 (0.69%) Publishing
Job Titles
1 30 (20.83%) Analyst
2 17 (11.81%) Developer
3 14 (9.72%) Analytics Manager
4 13 (9.03%) Data Analyst
4 13 (9.03%) Insight Manager
5 12 (8.33%) Data Engineer
6 9 (6.25%) Business Intelligence Manager
6 9 (6.25%) Junior
6 9 (6.25%) Product Manager
7 7 (4.86%) Architect
7 7 (4.86%) Cybersecurity Engineer
7 7 (4.86%) Security Engineer
8 6 (4.17%) Consultant
8 6 (4.17%) Customer Analyst
8 6 (4.17%) DevOps Engineer
8 6 (4.17%) Senior Data Engineer
8 6 (4.17%) Solutions Architect
8 6 (4.17%) Technical Architect
8 6 (4.17%) Technical Leader
8 6 (4.17%) Technical Solutions Architect
Libraries, Frameworks & Software Standards
1 12 (8.33%) MLlib
1 12 (8.33%) Pandas
2 10 (6.94%) HTML
3 9 (6.25%) CSS
3 9 (6.25%) Velocity
4 8 (5.56%) .NET
5 7 (4.86%) HTML5
6 6 (4.17%) AngularJS
7 5 (3.47%) CSS3
8 4 (2.78%) Kafka
8 4 (2.78%) React
9 3 (2.08%) jQuery
10 2 (1.39%) Natural Language Processing
11 1 (0.69%) Django
11 1 (0.69%) GraphX
11 1 (0.69%) Hibernate
11 1 (0.69%) JSON
11 1 (0.69%) Node.js
11 1 (0.69%) RESTful
11 1 (0.69%) Spring
Miscellaneous
1 27 (18.75%) Analytical Skills
2 26 (18.06%) User Experience
3 19 (13.19%) Mobile App
4 12 (8.33%) Clustering
5 8 (5.56%) Internet of Things
6 7 (4.86%) Computer Science
6 7 (4.86%) Cyber Defence
7 5 (3.47%) Analytical Mindset
7 5 (3.47%) Data Protection Act
8 3 (2.08%) Smartphone
9 2 (1.39%) Algorithms
9 2 (1.39%) Blog
9 2 (1.39%) Data Structures
9 2 (1.39%) Greenfield Project
9 2 (1.39%) Industrial Internet of Things
9 2 (1.39%) Management Information System
9 2 (1.39%) Social Media
10 1 (0.69%) Graphic Design
10 1 (0.69%) iPad
10 1 (0.69%) Virtual Team
Operating Systems
1 6 (4.17%) Linux
2 3 (2.08%) Android
2 3 (2.08%) Apple iOS
Processes & Methodologies
1 54 (37.50%) Agile Software Development
2 46 (31.94%) Business Intelligence
3 38 (26.39%) Data Analytics
4 24 (16.67%) DevOps
5 20 (13.89%) ETL
5 20 (13.89%) Visualisation
6 19 (13.19%) Predictive Analytics
6 19 (13.19%) Software Engineering
7 16 (11.11%) Actionable Insight
7 16 (11.11%) Scrum
8 15 (10.42%) Data Visualisation
8 15 (10.42%) Digital Marketing
9 14 (9.72%) Cybersecurity
10 13 (9.03%) Continuous Delivery
10 13 (9.03%) MapReduce
11 12 (8.33%) Data Analysis
11 12 (8.33%) Programme Management
11 12 (8.33%) Project Management
12 11 (7.64%) Machine Learning
12 11 (7.64%) Microservices
Programming Languages
1 59 (40.97%) Python
2 54 (37.50%) SQL
3 34 (23.61%) Java
4 20 (13.89%) JavaScript
5 18 (12.50%) R
6 15 (10.42%) Scala
7 13 (9.03%) C#
8 8 (5.56%) MATLAB
9 7 (4.86%) PowerShell
9 7 (4.86%) Shell Script
10 6 (4.17%) Bash Shell
10 6 (4.17%) Ruby
11 5 (3.47%) Perl
12 4 (2.78%) T-SQL
13 2 (1.39%) TypeScript
14 1 (0.69%) C++
14 1 (0.69%) GraphQL
Qualifications
1 20 (13.89%) Degree
2 8 (5.56%) SC Cleared
2 8 (5.56%) Security Cleared
3 2 (1.39%) Computer Science Degree
3 2 (1.39%) Numerate Degree
Quality Assurance & Compliance
1 7 (4.86%) GPG13
1 7 (4.86%) QA
2 3 (2.08%) Data Quality
3 1 (0.69%) GCP
3 1 (0.69%) GDPR
System Software
1 9 (6.25%) Docker
2 7 (4.86%) Snort
3 1 (0.69%) HDFS
Systems Management
1 7 (4.86%) ArcSight ESM
1 7 (4.86%) Host Intrusion Detection System
1 7 (4.86%) RSA Archer
1 7 (4.86%) RSA enVision
1 7 (4.86%) RSA Security Analytics
1 7 (4.86%) Symantec Endpoint Protection
2 5 (3.47%) Ansible
2 5 (3.47%) Opscode Chef
2 5 (3.47%) Puppet
2 5 (3.47%) Terraform
3 3 (2.08%) Systems Management Server (SMS)
4 1 (0.69%) Oozie
Vendors
1 31 (21.53%) Tableau
2 23 (15.97%) Google
3 13 (9.03%) SAP
4 7 (4.86%) ArcSight
4 7 (4.86%) LogLogic
4 7 (4.86%) Sourcefire
4 7 (4.86%) Symantec
4 7 (4.86%) Trend Micro
5 6 (4.17%) Microsoft
6 4 (2.78%) Atlassian
7 3 (2.08%) Adobe
8 2 (1.39%) Cognos
8 2 (1.39%) IBM
8 2 (1.39%) Informatica
8 2 (1.39%) Oracle
9 1 (0.69%) BT
9 1 (0.69%) Capita
9 1 (0.69%) ESRI
9 1 (0.69%) hybris
9 1 (0.69%) Salesforce.com