Period
to 19 February 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 19 February 2018 with a comparison to the same period in the previous 2 years.

Visualisation
Cambridgeshire > Cambridge
6 months to
19 Feb 2018
Same period 2017 Same period 2016
Rank 99 68 130
Rank change year-on-year -31 +62 -8
Permanent jobs citing Visualisation 86 86 32
As % of all permanent IT jobs advertised in Cambridge 2.63% 3.86% 1.08%
As % of the Processes & Methodologies category 2.80% 4.27% 1.20%
Number of salaries quoted 60 68 22
Cambridge median annual salary £50,000 £40,000 £50,000
Median salary % change year-on-year +25.00% -20.00% +66.67%
10th Percentile £35,000 £33,556 £32,750
90th Percentile £57,500 £67,500 £60,000
Cambridgeshire median annual salary £50,000 £40,000 £50,000
% change year-on-year +25.00% -20.00% +42.86%

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 3,071 2,013 2,656
As % of all permanent IT jobs advertised in Cambridge 93.83% 90.39% 89.46%
Number of salaries quoted 2,244 1,664 2,162
Cambridge median annual salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% - +5.88%
10th Percentile £30,000 £26,250 £29,750
90th Percentile £71,250 £67,500 £65,000
Cambridgeshire median annual salary £50,000 £45,000 £43,000
% change year-on-year +11.11% +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 19 February 2018.

Salary histogram for Visualisation in Cambridge

For the 6 months to 19 February 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 69 (80.23%) Data Visualisation
2 43 (50.00%) Degree
3 40 (46.51%) JavaScript
4 39 (45.35%) Software Engineering
5 38 (44.19%) CSS
6 35 (40.70%) HTML
7 34 (39.53%) Computer Science
8 30 (34.88%) React
9 28 (32.56%) User Experience
9 28 (32.56%) Python
10 25 (29.07%) AngularJS
11 24 (27.91%) Algorithms
11 24 (27.91%) Data Science
12 22 (25.58%) Node.js
13 19 (22.09%) Machine Learning
14 18 (20.93%) Data Analysis
15 17 (19.77%) Agile Software Development
15 17 (19.77%) Microsoft
15 17 (19.77%) PHP
16 16 (18.60%) Big Data
16 16 (18.60%) Relational Database
17 15 (17.44%) Symantec
17 15 (17.44%) Cisco
18 14 (16.28%) C++
18 14 (16.28%) Mathematics
19 12 (13.95%) Physics
19 12 (13.95%) C#
20 11 (12.79%) Linux
20 11 (12.79%) RDBMS
20 11 (12.79%) Scrum

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 4 (4.65%) Elasticsearch
2 2 (2.33%) Apache Spark
3 1 (1.16%) NServiceBus
3 1 (1.16%) SAS
Applications
1 10 (11.63%) Photoshop
2 2 (2.33%) Microsoft Excel
3 1 (1.16%) Microsoft PowerPoint
3 1 (1.16%) SOLIDWORKS
Cloud Services
1 9 (10.47%) Amazon AWS
2 1 (1.16%) Microsoft Azure
2 1 (1.16%) SaaS
Communications & Networking
1 1 (1.16%) Internet
Database & Business Intelligence
1 16 (18.60%) Big Data
1 16 (18.60%) Relational Database
2 11 (12.79%) RDBMS
3 10 (11.63%) Geospatial Data
4 3 (3.49%) Hadoop
4 3 (3.49%) MongoDB
4 3 (3.49%) NoSQL
4 3 (3.49%) Redis
5 2 (2.33%) Text Mining
6 1 (1.16%) Apache Hive
6 1 (1.16%) BusinessObjects
6 1 (1.16%) BusinessObjects Business Intelligence
6 1 (1.16%) Crystal Reports
6 1 (1.16%) Neo4j
6 1 (1.16%) Power BI
6 1 (1.16%) QlikView
6 1 (1.16%) SAS EBI
6 1 (1.16%) SQL Server
Development Applications
1 10 (11.63%) Git (software)
2 8 (9.30%) Visual Studio
3 3 (3.49%) Jenkins
3 3 (3.49%) TeamCity
4 1 (1.16%) Axure RP
4 1 (1.16%) Balsamiq Mockups
4 1 (1.16%) PhantomJS
4 1 (1.16%) Selenium
General
1 5 (5.81%) Pharmaceutical
Job Titles
1 38 (44.19%) Developer
2 23 (26.74%) Full Stack Developer
3 21 (24.42%) Data Scientist
4 16 (18.60%) JavaScript Developer
5 15 (17.44%) Angular Developer
5 15 (17.44%) Node.js Developer
5 15 (17.44%) React Developer
6 10 (11.63%) Data Visualisation Expert
6 10 (11.63%) Designer
6 10 (11.63%) Mobile Designer
6 10 (11.63%) Mobile UX Designer
6 10 (11.63%) UX Designer
6 10 (11.63%) Web Applications Designer
6 10 (11.63%) Web Designer
7 8 (9.30%) Senior Developer
7 8 (9.30%) Senior Software Developer
7 8 (9.30%) Software Developer
8 5 (5.81%) Front End Developer (Client-Side Developer)
9 4 (4.65%) Python Developer
10 3 (3.49%) Graduate
Libraries, Frameworks & Software Standards
1 38 (44.19%) CSS
2 35 (40.70%) HTML
3 30 (34.88%) React
4 25 (29.07%) AngularJS
5 22 (25.58%) Node.js
6 10 (11.63%) .NET
6 10 (11.63%) WCF
6 10 (11.63%) WPF
7 9 (10.47%) DirectX
7 9 (10.47%) OpenGL
8 8 (9.30%) Unity (Game Engine)
9 7 (8.14%) Web Services
10 4 (4.65%) NumPy
10 4 (4.65%) Pandas
11 3 (3.49%) Flask
11 3 (3.49%) SciPy
12 1 (1.16%) ASP.NET MVC
12 1 (1.16%) Django
12 1 (1.16%) HTML5
12 1 (1.16%) Natural Language Processing
Miscellaneous
1 34 (39.53%) Computer Science
2 28 (32.56%) User Experience
3 24 (27.91%) Algorithms
4 11 (12.79%) Data Structures
4 11 (12.79%) Life Science
4 11 (12.79%) Mobile App
5 8 (9.30%) 3D Graphics
5 8 (9.30%) Linux Command Line
6 6 (6.98%) Analytical Skills
7 2 (2.33%) Greenfield Project
8 1 (1.16%) Clustering
8 1 (1.16%) Social Media
8 1 (1.16%) Social Network
Operating Systems
1 11 (12.79%) Linux
2 10 (11.63%) Windows
Processes & Methodologies
1 69 (80.23%) Data Visualisation
2 39 (45.35%) Software Engineering
3 24 (27.91%) Data Science
4 19 (22.09%) Machine Learning
5 18 (20.93%) Data Analysis
6 17 (19.77%) Agile Software Development
7 14 (16.28%) Mathematics
8 12 (13.95%) Physics
9 11 (12.79%) Scrum
9 11 (12.79%) SDLC
9 11 (12.79%) Statistics
10 10 (11.63%) Configuration Management
10 10 (11.63%) OO
10 10 (11.63%) OOD
10 10 (11.63%) Prototyping
10 10 (11.63%) Wireframes
11 8 (9.30%) 3D Visualisation
11 8 (9.30%) Data Munging
11 8 (9.30%) Web Development
12 7 (8.14%) IT Strategy
Programming Languages
1 40 (46.51%) JavaScript
2 28 (32.56%) Python
3 17 (19.77%) PHP
4 14 (16.28%) C++
5 12 (13.95%) C#
6 7 (8.14%) C
7 6 (6.98%) SQL
8 5 (5.81%) GraphQL
9 3 (3.49%) MATLAB
10 2 (2.33%) Java
11 1 (1.16%) VB
11 1 (1.16%) VBA
Qualifications
1 43 (50.00%) Degree
2 5 (5.81%) PhD
3 3 (3.49%) Security Cleared
4 2 (2.33%) Computer Science Degree
Quality Assurance & Compliance
1 1 (1.16%) GDPR
System Software
1 6 (6.98%) Docker
Systems Management
1 3 (3.49%) Opscode Chef
1 3 (3.49%) Puppet
2 1 (1.16%) Systems Management Server (SMS)
Vendors
1 17 (19.77%) Microsoft
2 15 (17.44%) Cisco
2 15 (17.44%) Symantec
3 2 (2.33%) Tableau
4 1 (1.16%) SAP