Period
to 24 May 2018

The following table provides summary statistics for permanent job vacancies advertised in Cambridge with a requirement for Visualisation skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Visualisation over the 6 months to 24 May 2018 with a comparison to the same period in the previous 2 years.

Visualization
Cambridgeshire > Cambridge
6 months to
24 May 2018
Same period 2017 Same period 2016
Rank 128 79 126
Rank change year-on-year -49 +47 -22
Permanent jobs citing Visualisation 54 84 42
As % of all permanent IT jobs advertised in Cambridge 1.75% 3.31% 1.53%
As % of the Processes & Methodologies category 1.86% 3.63% 1.68%
Number of salaries quoted 39 67 36
Cambridge median annual salary £44,000 £40,000 £50,500
Median salary % change year-on-year +10.00% -20.79% +12.22%
10th Percentile £27,250 £33,672 £25,804
90th Percentile £68,500 £64,500 £60,000
Cambridgeshire median annual salary £42,500 £40,000 £53,750
% change year-on-year +6.25% -25.58% +26.47%

Visualisation 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 Cambridge with a requirement for process or methodology skills.

All Process and Methodology Skills
Cambridge
Permanent vacancies with a requirement for process or methodology skills 2,911 2,315 2,506
As % of all permanent IT jobs advertised in Cambridge 94.24% 91.11% 91.16%
Number of salaries quoted 1,932 1,792 1,963
Cambridge median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.88%
10th Percentile £29,521 £27,500 £28,300
90th Percentile £67,500 £67,500 £65,000
Cambridgeshire median annual salary £46,000 £45,000 £43,000
% change year-on-year +2.22% +4.65% +1.18%

Visualisation
Job Vacancy Trend in Cambridge

Job postings citing Visualisation as a percentage of all IT jobs advertised in Cambridge.

Job vacancy trend for Visualisation in Cambridge

Visualisation
Salary Trend in Cambridge

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

Salary trend for Visualisation in Cambridge

Visualisation
Salary Histogram in Cambridge

The salary distribution of IT jobs citing Visualisation in Cambridge over the 6 months to 24 May 2018.

Salary histogram for Visualisation in Cambridge

For the 6 months to 24 May 2018, IT jobs citing Visualisation 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 Cambridge region with a requirement for Visualisation.

1 32 (59.26%) Data Visualisation
2 25 (46.30%) Software Engineering
3 24 (44.44%) Degree
4 22 (40.74%) Python
4 22 (40.74%) Computer Science
5 21 (38.89%) C++
6 20 (37.04%) JavaScript
7 15 (27.78%) C#
7 15 (27.78%) Big Data
8 14 (25.93%) Machine Learning
8 14 (25.93%) C
9 13 (24.07%) Data Analysis
10 12 (22.22%) Agile Software Development
10 12 (22.22%) User Experience
10 12 (22.22%) React
11 11 (20.37%) Algorithms
11 11 (20.37%) Data Science
11 11 (20.37%) Windows
12 9 (16.67%) .NET
13 8 (14.81%) Power BI
13 8 (14.81%) SQL
13 8 (14.81%) Business Intelligence
13 8 (14.81%) OpenGL
13 8 (14.81%) DirectX
13 8 (14.81%) Configuration Management
13 8 (14.81%) Mathematics
13 8 (14.81%) 3D Visualisation
13 8 (14.81%) Amazon AWS
14 7 (12.96%) Relational Database
14 7 (12.96%) Unity (Game Engine)

Visualisation
Co-occurring IT Skills in Cambridge 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 2 (3.70%) Apache Spark
1 2 (3.70%) SAS
2 1 (1.85%) WordPress
Applications
1 6 (11.11%) Microsoft Excel
2 2 (3.70%) Microsoft PowerPoint
3 1 (1.85%) Adobe Illustrator
3 1 (1.85%) InVision
3 1 (1.85%) Photoshop
Cloud Services
1 8 (14.81%) Amazon AWS
2 2 (3.70%) Microsoft Azure
3 1 (1.85%) Adobe Creative Cloud
Communications & Networking
1 1 (1.85%) SMS
Database & Business Intelligence
1 15 (27.78%) Big Data
2 8 (14.81%) Power BI
3 7 (12.96%) Relational Database
4 4 (7.41%) Data Mining
5 3 (5.56%) Hadoop
6 2 (3.70%) BusinessObjects
6 2 (3.70%) BusinessObjects Business Intelligence
6 2 (3.70%) Crystal Reports
6 2 (3.70%) MongoDB
6 2 (3.70%) NoSQL
6 2 (3.70%) QlikView
6 2 (3.70%) RDBMS
6 2 (3.70%) SAS EBI
6 2 (3.70%) SQL Server Reporting Services
6 2 (3.70%) Text Mining
7 1 (1.85%) Neo4j
Development Applications
1 6 (11.11%) Visual Studio
2 5 (9.26%) Git (software)
3 3 (5.56%) Jenkins
3 3 (5.56%) TeamCity
4 1 (1.85%) webpack
General
1 5 (9.26%) Pharmaceutical
2 3 (5.56%) Marketing
Job Titles
1 23 (42.59%) Developer
2 11 (20.37%) Data Scientist
2 11 (20.37%) Software Engineer
3 9 (16.67%) Full Stack Developer
4 7 (12.96%) Senior Developer
5 6 (11.11%) JavaScript Developer
5 6 (11.11%) Senior Software Developer
5 6 (11.11%) Software Developer
6 5 (9.26%) Front End Developer (Client-Side Developer)
7 4 (7.41%) Analyst
7 4 (7.41%) Data Analyst
7 4 (7.41%) Data Visualisation Expert
7 4 (7.41%) Graduate
7 4 (7.41%) Java Engineer
8 3 (5.56%) Angular Developer
8 3 (5.56%) Developer/Software Engineer
8 3 (5.56%) Senior DevOps
8 3 (5.56%) Senior DevOps Engineer
8 3 (5.56%) SQL Analyst
8 3 (5.56%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 12 (22.22%) React
2 9 (16.67%) .NET
3 8 (14.81%) DirectX
3 8 (14.81%) OpenGL
4 7 (12.96%) CSS
4 7 (12.96%) Unity (Game Engine)
4 7 (12.96%) WCF
4 7 (12.96%) WPF
5 6 (11.11%) AngularJS
5 6 (11.11%) HTML
5 6 (11.11%) Node.js
6 5 (9.26%) GraphQL
7 2 (3.70%) Web Services
8 1 (1.85%) .NET Framework
8 1 (1.85%) Keras
8 1 (1.85%) Pandas
8 1 (1.85%) Redux
8 1 (1.85%) scikit-learn
8 1 (1.85%) SciPy
8 1 (1.85%) Vue (Vue.js)
Miscellaneous
1 22 (40.74%) Computer Science
2 12 (22.22%) User Experience
3 11 (20.37%) Algorithms
4 7 (12.96%) 3D Graphics
5 4 (7.41%) Data Structures
6 2 (3.70%) Greenfield Project
6 2 (3.70%) Life Science
6 2 (3.70%) Linux Command Line
7 1 (1.85%) Animation
7 1 (1.85%) Motion Graphics
Operating Systems
1 11 (20.37%) Windows
2 5 (9.26%) Linux
Processes & Methodologies
1 32 (59.26%) Data Visualisation
2 25 (46.30%) Software Engineering
3 14 (25.93%) Machine Learning
4 13 (24.07%) Data Analysis
5 12 (22.22%) Agile Software Development
6 11 (20.37%) Data Science
7 8 (14.81%) 3D Visualisation
7 8 (14.81%) Business Intelligence
7 8 (14.81%) Configuration Management
7 8 (14.81%) Mathematics
8 7 (12.96%) OO
8 7 (12.96%) Physics
8 7 (12.96%) Validation
9 6 (11.11%) Acceptance Criteria
9 6 (11.11%) OOD
9 6 (11.11%) Scrum
9 6 (11.11%) SDLC
10 5 (9.26%) Behavioural Analysis
10 5 (9.26%) IT Strategy
10 5 (9.26%) Threat Intelligence
Programming Languages
1 22 (40.74%) Python
2 21 (38.89%) C++
3 20 (37.04%) JavaScript
4 15 (27.78%) C#
5 14 (25.93%) C
6 8 (14.81%) SQL
7 7 (12.96%) Java
8 5 (9.26%) PHP
8 5 (9.26%) VB
9 2 (3.70%) VBA
10 1 (1.85%) R
Qualifications
1 24 (44.44%) Degree
2 5 (9.26%) PhD
3 1 (1.85%) Computer Science Degree
Quality Assurance & Compliance
1 2 (3.70%) GDPR
System Software
1 3 (5.56%) Docker
Systems Management
1 3 (5.56%) Opscode Chef
1 3 (5.56%) Puppet
2 2 (3.70%) Systems Management Server (SMS)
Vendors
1 6 (11.11%) Tableau
2 5 (9.26%) Microsoft
3 3 (5.56%) Cisco
3 3 (5.56%) Symantec
4 2 (3.70%) Adobe
4 2 (3.70%) SAP