Period
to 17 November 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 17 November 2018 with a comparison to the same period in the previous 2 years.

Visualization
Cambridgeshire > Cambridge
6 months to
17 Nov 2018
Same period 2017 Same period 2016
Rank 91 104 76
Rank change year-on-year +13 -28 +55
Permanent jobs citing Visualisation 50 83 78
As % of all permanent IT jobs advertised in Cambridge 2.42% 2.73% 3.41%
As % of the Processes & Methodologies category 2.59% 2.90% 3.76%
Number of salaries quoted 46 65 55
Cambridge median annual salary £42,570 £45,000 £50,500
Median salary % change year-on-year -5.40% -10.89% +1.00%
10th Percentile £31,875 £35,000 £37,500
90th Percentile £68,750 £57,500 £66,050
Cambridgeshire median annual salary £42,500 £48,000 £50,500
% change year-on-year -11.46% -4.95% +1.00%

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 1,930 2,864 2,076
As % of all permanent IT jobs advertised in Cambridge 93.37% 94.18% 90.73%
Number of salaries quoted 1,510 2,185 1,706
Cambridge median annual salary £50,000 £50,000 £45,000
Median salary % change year-on-year - +11.11% -
10th Percentile £30,000 £29,000 £26,250
90th Percentile £72,500 £72,500 £67,500
Cambridgeshire median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% +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 17 November 2018.

Salary histogram for Visualisation in Cambridge

For the 6 months to 17 November 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 37 (74.00%) Data Visualisation
2 32 (64.00%) Python
3 30 (60.00%) Machine Learning
4 29 (58.00%) Big Data
5 28 (56.00%) C++
6 27 (54.00%) C
6 27 (54.00%) Algorithms
7 26 (52.00%) Java
8 25 (50.00%) C#
9 24 (48.00%) Multithreading
9 24 (48.00%) Distributed Algorithms
10 22 (44.00%) Software Engineering
11 14 (28.00%) JavaScript
12 10 (20.00%) Web Development
13 8 (16.00%) Mathematics
13 8 (16.00%) Computer Science
13 8 (16.00%) PhD
14 7 (14.00%) Degree
14 7 (14.00%) Analytics
14 7 (14.00%) Data Science
15 6 (12.00%) Artificial Intelligence
15 6 (12.00%) Business Intelligence
16 5 (10.00%) Law
16 5 (10.00%) Agile Software Development
16 5 (10.00%) Informatics
16 5 (10.00%) User Experience
16 5 (10.00%) React
16 5 (10.00%) Private Cloud
16 5 (10.00%) Front End Development
16 5 (10.00%) OpenStack

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 5 (10.00%) OpenStack
2 4 (8.00%) Apache Spark
3 1 (2.00%) WordPress
Applications
1 1 (2.00%) InVision
Cloud Services
1 2 (4.00%) Amazon AWS
2 1 (2.00%) Cloud Computing
Communications & Networking
1 2 (4.00%) Radio Access Network
2 1 (2.00%) SMS
Database & Business Intelligence
1 29 (58.00%) Big Data
2 4 (8.00%) Hadoop
2 4 (8.00%) Power BI
3 3 (6.00%) SQL Server Reporting Services
4 2 (4.00%) MySQL
5 1 (2.00%) ArangoDB
5 1 (2.00%) MongoDB
5 1 (2.00%) Neo4j
5 1 (2.00%) SQL Server Analysis Services
5 1 (2.00%) SQL Server Integration Services
Development Applications
1 2 (4.00%) git-flow
1 2 (4.00%) JIRA
1 2 (4.00%) JUnit
2 1 (2.00%) webpack
General
1 5 (10.00%) Law
2 3 (6.00%) Manufacturing
3 2 (4.00%) Marketing
3 2 (4.00%) Telecoms
Job Titles
1 32 (64.00%) Developer
2 21 (42.00%) Java Developer
3 16 (32.00%) Graduate
3 16 (32.00%) Graduate Developer
3 16 (32.00%) Graduate Java Developer
4 8 (16.00%) JavaScript Developer
5 7 (14.00%) Data Scientist
6 6 (12.00%) Web Developer
7 5 (10.00%) Analyst
7 5 (10.00%) Graduate JavaScript Developer
7 5 (10.00%) Senior Developer
7 5 (10.00%) Senior Web Developer
8 3 (6.00%) Data Analyst
8 3 (6.00%) Front End Developer (Client-Side Developer)
8 3 (6.00%) Head of Development
8 3 (6.00%) Java Engineer
8 3 (6.00%) Machine Learning Developer
9 2 (4.00%) Big Data Developer
9 2 (4.00%) Cloud Developer
9 2 (4.00%) Platform Engineer
Libraries, Frameworks & Software Standards
1 5 (10.00%) React
2 4 (8.00%) D3.js
2 4 (8.00%) Keras
2 4 (8.00%) NumPy
2 4 (8.00%) Pandas
2 4 (8.00%) scikit-learn
2 4 (8.00%) SciPy
3 3 (6.00%) CSS
3 3 (6.00%) HTML
4 2 (4.00%) AngularJS
4 2 (4.00%) Google Chart
4 2 (4.00%) Google Maps API
4 2 (4.00%) React Native
4 2 (4.00%) Spring
5 1 (2.00%) HTML5
5 1 (2.00%) Natural Language Processing
5 1 (2.00%) Node.js
5 1 (2.00%) Redux
Miscellaneous
1 27 (54.00%) Algorithms
2 8 (16.00%) Computer Science
3 5 (10.00%) Private Cloud
3 5 (10.00%) User Experience
4 3 (6.00%) Life Science
4 3 (6.00%) Smart City
5 1 (2.00%) Analytical Skills
5 1 (2.00%) Embedded Systems
5 1 (2.00%) Greenfield Project
5 1 (2.00%) Robotics
Operating Systems
1 3 (6.00%) Linux
Processes & Methodologies
1 37 (74.00%) Data Visualisation
2 30 (60.00%) Machine Learning
3 24 (48.00%) Distributed Algorithms
3 24 (48.00%) Multithreading
4 22 (44.00%) Software Engineering
5 10 (20.00%) Web Development
6 8 (16.00%) Mathematics
7 7 (14.00%) Analytics
7 7 (14.00%) Data Science
8 6 (12.00%) Artificial Intelligence
8 6 (12.00%) Business Intelligence
9 5 (10.00%) Agile Software Development
9 5 (10.00%) Biology
9 5 (10.00%) Front End Development
9 5 (10.00%) Informatics
9 5 (10.00%) Open Source
9 5 (10.00%) Problem-Solving
10 4 (8.00%) Data Analytics
10 4 (8.00%) Operations Research
10 4 (8.00%) Physics
Programming Languages
1 32 (64.00%) Python
2 28 (56.00%) C++
3 27 (54.00%) C
4 26 (52.00%) Java
5 25 (50.00%) C#
6 14 (28.00%) JavaScript
7 4 (8.00%) SQL
8 3 (6.00%) Rust
8 3 (6.00%) Scala
9 2 (4.00%) ES6
10 1 (2.00%) Java 8
10 1 (2.00%) Perl
10 1 (2.00%) TypeScript
Qualifications
1 8 (16.00%) PhD
2 7 (14.00%) Degree
Quality Assurance & Compliance
1 1 (2.00%) QA
System Software
1 1 (2.00%) Docker
Vendors
1 3 (6.00%) Microsoft
2 2 (4.00%) Google
2 2 (4.00%) Tableau
3 1 (2.00%) Adobe
3 1 (2.00%) Cisco
3 1 (2.00%) Symantec