Period
to 20 August 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 20 August 2018 with a comparison to the same period in the previous 2 years.

Visualization
Cambridgeshire > Cambridge
6 months to
20 Aug 2018
Same period 2017 Same period 2016
Rank 114 113 89
Rank change year-on-year -1 -24 +31
Permanent jobs citing Visualisation 48 59 70
As % of all permanent IT jobs advertised in Cambridge 1.89% 2.20% 2.86%
As % of the Processes & Methodologies category 2.00% 2.40% 3.16%
Number of salaries quoted 42 44 58
Cambridge median annual salary £37,500 £45,000 £50,500
Median salary % change year-on-year -16.67% -10.89% +6.32%
10th Percentile £31,025 £35,000 £34,116
90th Percentile £72,125 £61,750 £60,000
Cambridgeshire median annual salary £40,000 £41,250 £52,500
% change year-on-year -3.03% -21.43% +10.53%

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 2,403 2,456 2,216
As % of all permanent IT jobs advertised in Cambridge 94.64% 91.71% 90.60%
Number of salaries quoted 1,630 1,863 1,803
Cambridge median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +2.27%
10th Percentile £27,500 £27,500 £26,750
90th Percentile £70,000 £71,250 £67,500
Cambridgeshire median annual salary £45,500 £45,000 £45,000
% change year-on-year +1.11% - +1.12%

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 20 August 2018.

Salary histogram for Visualisation in Cambridge

For the 6 months to 20 August 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 36 (75.00%) Data Visualisation
2 26 (54.17%) Python
3 24 (50.00%) Machine Learning
4 23 (47.92%) Big Data
5 21 (43.75%) C++
6 20 (41.67%) C
7 19 (39.58%) C#
8 18 (37.50%) Degree
8 18 (37.50%) Algorithms
9 17 (35.42%) Java
10 16 (33.33%) Software Engineering
10 16 (33.33%) Computer Science
10 16 (33.33%) Multithreading
10 16 (33.33%) Distributed Algorithms
11 12 (25.00%) Mathematics
12 11 (22.92%) Physics
12 11 (22.92%) JavaScript
12 11 (22.92%) Data Science
13 10 (20.83%) Business Intelligence
14 9 (18.75%) PhD
14 9 (18.75%) Data Analysis
14 9 (18.75%) Power BI
15 7 (14.58%) SQL
16 6 (12.50%) Hadoop
16 6 (12.50%) Apache Spark
17 5 (10.42%) Pandas
17 5 (10.42%) scikit-learn
17 5 (10.42%) Keras
17 5 (10.42%) Microsoft Excel
17 5 (10.42%) SciPy

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 6 (12.50%) Apache Spark
2 2 (4.17%) OpenStack
3 1 (2.08%) SAS
3 1 (2.08%) WordPress
Applications
1 5 (10.42%) Microsoft Excel
2 1 (2.08%) Adobe Illustrator
2 1 (2.08%) InVision
2 1 (2.08%) Microsoft PowerPoint
2 1 (2.08%) Photoshop
Cloud Services
1 4 (8.33%) Amazon AWS
2 1 (2.08%) Adobe Creative Cloud
2 1 (2.08%) Cloud Computing
2 1 (2.08%) Microsoft Azure
Communications & Networking
1 2 (4.17%) SMS
Database & Business Intelligence
1 23 (47.92%) Big Data
2 9 (18.75%) Power BI
3 6 (12.50%) Hadoop
4 4 (8.33%) Data Mining
4 4 (8.33%) SQL Server Reporting Services
5 2 (4.17%) RDBMS
5 2 (4.17%) Relational Database
6 1 (2.08%) BusinessObjects
6 1 (2.08%) BusinessObjects Business Intelligence
6 1 (2.08%) Crystal Reports
6 1 (2.08%) MongoDB
6 1 (2.08%) Neo4j
6 1 (2.08%) NoSQL
6 1 (2.08%) QlikView
6 1 (2.08%) SAS EBI
6 1 (2.08%) SQL Server Analysis Services
6 1 (2.08%) SQL Server Integration Services
Development Applications
1 1 (2.08%) webpack
General
1 4 (8.33%) Marketing
2 2 (4.17%) Law
Job Titles
1 21 (43.75%) Developer
2 14 (29.17%) Java Developer
3 11 (22.92%) Data Scientist
3 11 (22.92%) Graduate
4 9 (18.75%) Software Engineer
5 7 (14.58%) Graduate Developer
5 7 (14.58%) Graduate Java Developer
6 6 (12.50%) Analyst
6 6 (12.50%) Data Analyst
6 6 (12.50%) Java Engineer
7 4 (8.33%) Big Data Developer
7 4 (8.33%) Cloud Developer
7 4 (8.33%) Java Software Engineer
7 4 (8.33%) JavaScript Developer
7 4 (8.33%) SQL Analyst
7 4 (8.33%) SQL Data Analyst
8 3 (6.25%) Developer/Software Engineer
8 3 (6.25%) Front End Developer (Client-Side Developer)
8 3 (6.25%) Web Developer
9 2 (4.17%) Senior Developer
Libraries, Frameworks & Software Standards
1 5 (10.42%) Keras
1 5 (10.42%) NumPy
1 5 (10.42%) Pandas
1 5 (10.42%) scikit-learn
1 5 (10.42%) SciPy
2 4 (8.33%) React
3 3 (6.25%) AngularJS
4 2 (4.17%) .NET
4 2 (4.17%) CSS
4 2 (4.17%) D3.js
4 2 (4.17%) DirectX
4 2 (4.17%) HTML
4 2 (4.17%) Node.js
4 2 (4.17%) OpenGL
5 1 (2.08%) .NET Framework
5 1 (2.08%) HTML5
5 1 (2.08%) Natural Language Processing
5 1 (2.08%) WCF
5 1 (2.08%) Web Services
5 1 (2.08%) WPF
Miscellaneous
1 18 (37.50%) Algorithms
2 16 (33.33%) Computer Science
3 3 (6.25%) User Experience
4 2 (4.17%) Greenfield Project
4 2 (4.17%) Life Science
4 2 (4.17%) Linux Command Line
4 2 (4.17%) Private Cloud
5 1 (2.08%) 3D Graphics
5 1 (2.08%) Animation
5 1 (2.08%) Motion Graphics
Operating Systems
1 4 (8.33%) Windows
2 2 (4.17%) Linux
Processes & Methodologies
1 36 (75.00%) Data Visualisation
2 24 (50.00%) Machine Learning
3 16 (33.33%) Distributed Algorithms
3 16 (33.33%) Multithreading
3 16 (33.33%) Software Engineering
4 12 (25.00%) Mathematics
5 11 (22.92%) Data Science
5 11 (22.92%) Physics
6 10 (20.83%) Business Intelligence
7 9 (18.75%) Data Analysis
8 5 (10.42%) Analytics
8 5 (10.42%) Operations Research
9 4 (8.33%) Agile Software Development
9 4 (8.33%) Economics
9 4 (8.33%) Statistical Analysis
9 4 (8.33%) Validation
9 4 (8.33%) Web Development
10 3 (6.25%) Artificial Intelligence
10 3 (6.25%) Front End Development
10 3 (6.25%) Rapid Prototyping
Programming Languages
1 26 (54.17%) Python
2 21 (43.75%) C++
3 20 (41.67%) C
4 19 (39.58%) C#
5 17 (35.42%) Java
6 11 (22.92%) JavaScript
7 7 (14.58%) SQL
8 3 (6.25%) VB
9 1 (2.08%) Java 8
9 1 (2.08%) R
9 1 (2.08%) TypeScript
9 1 (2.08%) VBA
Qualifications
1 18 (37.50%) Degree
2 9 (18.75%) PhD
3 1 (2.08%) Computer Science Degree
Quality Assurance & Compliance
1 1 (2.08%) GDPR
System Software
1 1 (2.08%) Docker
Systems Management
1 1 (2.08%) Systems Management Server (SMS)
Vendors
1 5 (10.42%) Tableau
2 2 (4.17%) Adobe
3 1 (2.08%) Microsoft
3 1 (2.08%) SAP