Period
to 17 January 2019

The following table provides summary statistics for permanent job vacancies advertised in Cambridgeshire 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 January 2019 with a comparison to the same period in the previous 2 years.

Visualization
East of England > Cambridgeshire
6 months to
17 Jan 2019
Same period 2018 Same period 2017
Rank 124 119 86
Rank change year-on-year -5 -33 +62
Permanent jobs citing Visualisation 60 98 95
As % of all permanent IT jobs advertised in Cambridgeshire 1.93% 2.33% 2.86%
As % of the Processes & Methodologies category 2.09% 2.48% 3.18%
Number of salaries quoted 47 73 74
Cambridgeshire median annual salary £45,139 £50,000 £40,000
Median salary % change year-on-year -9.72% +25.00% -20.00%
10th Percentile £32,500 £35,000 £33,614
90th Percentile £107,500 £57,500 £66,250
East of England median annual salary £45,139 £50,000 £40,000
% change year-on-year -9.72% +25.00% -11.11%

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 Cambridgeshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Cambridgeshire
Permanent vacancies with a requirement for process or methodology skills 2,871 3,946 2,989
As % of all permanent IT jobs advertised in Cambridgeshire 92.37% 93.80% 90.06%
Number of salaries quoted 2,025 2,946 2,481
Cambridgeshire median annual salary £47,773 £48,000 £45,000
Median salary % change year-on-year -0.47% +6.67% +2.86%
10th Percentile £28,250 £28,750 £26,250
90th Percentile £71,250 £70,000 £63,750
East of England median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% -

Visualisation
Job Vacancy Trend in Cambridgeshire

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

Job vacancy trend for Visualisation in Cambridgeshire

Visualisation
Salary Trend in Cambridgeshire

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

Salary trend for Visualisation in Cambridgeshire

Visualisation
Salary Histogram in Cambridgeshire

The salary distribution of IT jobs citing Visualisation in Cambridgeshire over the 6 months to 17 January 2019.

Salary histogram for Visualisation in Cambridgeshire

Visualisation
Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Visualisation within the Cambridgeshire region over the 6 months to 17 January 2019. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cambridge +7 54 £45,139 -9.72% 18
Huntingdon - 4 - -
Visualisation
East of England

For the 6 months to 17 January 2019, 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 Cambridgeshire region with a requirement for Visualisation.

1 37 (61.67%) Data Visualisation
2 31 (51.67%) Python
3 29 (48.33%) Machine Learning
4 26 (43.33%) Big Data
5 24 (40.00%) C++
6 23 (38.33%) C
6 23 (38.33%) Software Engineering
6 23 (38.33%) Algorithms
7 22 (36.67%) Java
8 21 (35.00%) C#
9 20 (33.33%) Degree
9 20 (33.33%) Multithreading
9 20 (33.33%) Distributed Algorithms
10 18 (30.00%) Computer Science
11 17 (28.33%) Analytics
12 16 (26.67%) Mathematics
13 15 (25.00%) SQL
14 14 (23.33%) JavaScript
14 14 (23.33%) Web Development
14 14 (23.33%) Agile Software Development
15 13 (21.67%) Open Source
16 11 (18.33%) OpenStack
16 11 (18.33%) Data Science
16 11 (18.33%) Biology
17 10 (16.67%) Business Intelligence
17 10 (16.67%) Informatics
17 10 (16.67%) Private Cloud
18 9 (15.00%) Problem-Solving
18 9 (15.00%) Physics
18 9 (15.00%) Microsoft

Visualisation
Co-occurring IT Skills in Cambridgeshire 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 11 (18.33%) OpenStack
2 4 (6.67%) Apache Spark
3 2 (3.33%) SharePoint
4 1 (1.67%) Apache
4 1 (1.67%) Apache Airflow
4 1 (1.67%) Drupal
4 1 (1.67%) Elasticsearch
4 1 (1.67%) Jupyter
4 1 (1.67%) SAS
Applications
1 1 (1.67%) Microsoft Excel
Business Applications
1 1 (1.67%) Dynamics CRM
Cloud Services
1 3 (5.00%) Amazon AWS
1 3 (5.00%) Microsoft Azure
2 2 (3.33%) Serverless
3 1 (1.67%) Amazon EMR
3 1 (1.67%) Amazon S3
3 1 (1.67%) Cloud Computing
3 1 (1.67%) Google Cloud Platform
3 1 (1.67%) Loggly
3 1 (1.67%) Office 365
Communications & Networking
1 5 (8.33%) HTTP
2 2 (3.33%) Radio Access Network
Database & Business Intelligence
1 26 (43.33%) Big Data
2 7 (11.67%) Power BI
3 6 (10.00%) Data Warehouse
3 6 (10.00%) SQL Server
3 6 (10.00%) SQL Server Integration Services
3 6 (10.00%) SQL Server Reporting Services
4 4 (6.67%) Hadoop
4 4 (6.67%) QlikView
5 3 (5.00%) MySQL
6 2 (3.33%) Apache Hive
6 2 (3.33%) Azure SQL Database
6 2 (3.33%) Cosmos DB
6 2 (3.33%) Data Lake
6 2 (3.33%) PostgreSQL
7 1 (1.67%) Amazon Athena
7 1 (1.67%) Amazon Aurora
7 1 (1.67%) MongoDB
7 1 (1.67%) Neo4j
7 1 (1.67%) Redis
7 1 (1.67%) Relational Database
Development Applications
1 2 (3.33%) git-flow
1 2 (3.33%) JIRA
1 2 (3.33%) JUnit
2 1 (1.67%) Jenkins
2 1 (1.67%) PHPUnit
2 1 (1.67%) Selenium
2 1 (1.67%) Travis CI
2 1 (1.67%) webpack
General
1 6 (10.00%) Finance
1 6 (10.00%) Manufacturing
2 5 (8.33%) Law
3 3 (5.00%) Telecoms
4 1 (1.67%) Banking
4 1 (1.67%) Publishing
Job Titles
1 32 (53.33%) Developer
2 14 (23.33%) Graduate
2 14 (23.33%) Graduate Developer
2 14 (23.33%) Graduate Java Developer
2 14 (23.33%) Java Developer
3 11 (18.33%) Senior Developer
4 10 (16.67%) Senior Web Developer
4 10 (16.67%) Web Developer
5 8 (13.33%) Data Scientist
6 6 (10.00%) Head of Development
7 5 (8.33%) JavaScript Developer
8 4 (6.67%) Business Intelligence Lead
8 4 (6.67%) Data Engineer
8 4 (6.67%) Graduate JavaScript Developer
9 3 (5.00%) Analyst
9 3 (5.00%) Software Developer
10 2 (3.33%) Applications Support
10 2 (3.33%) Business Developer
10 2 (3.33%) Machine Learning Developer
10 2 (3.33%) Software Engineer
Libraries, Frameworks & Software Standards
1 7 (11.67%) D3.js
1 7 (11.67%) Node.js
2 6 (10.00%) CSS
2 6 (10.00%) HTML
3 5 (8.33%) CSS3
3 5 (8.33%) Highcharts JS
3 5 (8.33%) HTML5
3 5 (8.33%) REST
3 5 (8.33%) RESTful
3 5 (8.33%) Vue.js
4 3 (5.00%) Keras
4 3 (5.00%) React
5 2 (3.33%) Google Chart
5 2 (3.33%) Google Maps API
5 2 (3.33%) NumPy
5 2 (3.33%) Pandas
5 2 (3.33%) React Native
5 2 (3.33%) scikit-learn
5 2 (3.33%) SciPy
5 2 (3.33%) Web Services
Miscellaneous
1 23 (38.33%) Algorithms
2 10 (16.67%) Private Cloud
3 8 (13.33%) Analytical Skills
3 8 (13.33%) User Experience
4 6 (10.00%) Smart City
5 3 (5.00%) Life Science
6 2 (3.33%) Arduino
6 2 (3.33%) Greenfield Project
6 2 (3.33%) Industrial Internet of Things
6 2 (3.33%) Internet of Things
7 1 (1.67%) Embedded Systems
7 1 (1.67%) PMI
7 1 (1.67%) Robotics
Operating Systems
1 4 (6.67%) Linux
2 1 (1.67%) Unix
Processes & Methodologies
1 37 (61.67%) Data Visualisation
2 29 (48.33%) Machine Learning
3 23 (38.33%) Software Engineering
4 20 (33.33%) Distributed Algorithms
4 20 (33.33%) Multithreading
5 18 (30.00%) Computer Science
6 17 (28.33%) Analytics
7 16 (26.67%) Mathematics
8 14 (23.33%) Agile Software Development
8 14 (23.33%) Web Development
9 13 (21.67%) Open Source
10 11 (18.33%) Biology
10 11 (18.33%) Data Science
11 10 (16.67%) Business Intelligence
11 10 (16.67%) Informatics
12 9 (15.00%) Physics
12 9 (15.00%) Problem-Solving
13 8 (13.33%) Data Analytics
14 7 (11.67%) Artificial Intelligence
14 7 (11.67%) Continuous Integration
Programming Languages
1 31 (51.67%) Python
2 24 (40.00%) C++
3 23 (38.33%) C
4 22 (36.67%) Java
5 21 (35.00%) C#
6 15 (25.00%) SQL
7 14 (23.33%) JavaScript
8 6 (10.00%) Rust
8 6 (10.00%) Scala
9 5 (8.33%) ES7
9 5 (8.33%) ES8
10 4 (6.67%) T-SQL
11 2 (3.33%) ES6
12 1 (1.67%) MATLAB
12 1 (1.67%) Perl
12 1 (1.67%) PHP
12 1 (1.67%) PowerShell
12 1 (1.67%) R
12 1 (1.67%) Ruby
12 1 (1.67%) VBA
Qualifications
1 20 (33.33%) Degree
2 9 (15.00%) PhD
3 8 (13.33%) Computer Science Degree
4 1 (1.67%) PMI Certification
Quality Assurance & Compliance
1 1 (1.67%) QA
System Software
1 2 (3.33%) Docker
Systems Management
1 2 (3.33%) Kubernetes
1 2 (3.33%) Terraform
2 1 (1.67%) Ansible
Vendors
1 9 (15.00%) Microsoft
2 6 (10.00%) Tableau
3 3 (5.00%) Google
4 2 (3.33%) Oracle
5 1 (1.67%) Cisco
5 1 (1.67%) New Relic
5 1 (1.67%) SaltStack
5 1 (1.67%) Symantec