Period
to 21 January 2019

The following table provides summary statistics for permanent job vacancies advertised in Cambridge with a requirement for Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytics over the 6 months to 21 January 2019 with a comparison to the same period in the previous 2 years.

Analytics
Cambridgeshire > Cambridge
6 months to
21 Jan 2019
Same period 2018 Same period 2017
Rank 54 83 56
Rank change year-on-year +29 -27 +48
Permanent jobs citing Analytics 105 108 104
As % of all permanent IT jobs advertised in Cambridge 5.06% 3.47% 4.72%
As % of the Processes & Methodologies category 5.41% 3.65% 5.13%
Number of salaries quoted 74 81 92
Cambridge median annual salary £55,000 £52,500 £52,500
Median salary % change year-on-year +4.76% - +12.30%
10th Percentile £35,680 £35,000 £37,500
90th Percentile £101,250 £70,000 £71,125
Cambridgeshire median annual salary £47,500 £52,500 £52,500
% change year-on-year -9.52% - +12.30%

Analytics 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 1,942 2,957 2,029
As % of all permanent IT jobs advertised in Cambridge 93.50% 95.02% 92.06%
Number of salaries quoted 1,440 2,173 1,715
Cambridge median annual salary £50,000 £50,000 £45,000
Median salary % change year-on-year - +11.11% -
10th Percentile £31,250 £29,750 £26,250
90th Percentile £72,500 £71,250 £67,500
Cambridgeshire median annual salary £47,500 £49,250 £45,000
% change year-on-year -3.55% +9.44% +3.15%

Analytics
Job Vacancy Trend in Cambridge

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

Job vacancy trend for Analytics in Cambridge

Analytics
Salary Trend in Cambridge

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

Salary trend for Analytics in Cambridge

Analytics
Salary Histogram in Cambridge

The salary distribution of IT jobs citing Analytics in Cambridge over the 6 months to 21 January 2019.

Salary histogram for Analytics in Cambridge

For the 6 months to 21 January 2019, IT jobs citing Analytics 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 Analytics.

1 40 (38.10%) Agile Software Development
2 37 (35.24%) SQL
3 35 (33.33%) Software Engineering
4 34 (32.38%) Python
5 33 (31.43%) JavaScript
6 29 (27.62%) Java
7 28 (26.67%) Retail
8 27 (25.71%) C#
8 27 (25.71%) Microsoft Azure
9 23 (21.90%) Mathematics
10 21 (20.00%) .NET
10 21 (20.00%) ASP.NET
10 21 (20.00%) MVC
10 21 (20.00%) Finance
11 20 (19.05%) SQL Server
11 20 (19.05%) Microsoft
11 20 (19.05%) Statistics
11 20 (19.05%) Git (software)
11 20 (19.05%) Test Automation
11 20 (19.05%) Algorithms
12 19 (18.10%) Degree
12 19 (18.10%) C++
12 19 (18.10%) OO
13 18 (17.14%) HTML
13 18 (17.14%) Scrum
14 17 (16.19%) Data Analytics
15 16 (15.24%) Computer Science
15 16 (15.24%) ETL
16 15 (14.29%) Risk Management
16 15 (14.29%) Marketing

Analytics
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 12 (11.43%) Apache Spark
2 6 (5.71%) SAS
3 5 (4.76%) Apache Pig
3 5 (4.76%) Apache Solr
4 3 (2.86%) CMS
5 1 (0.95%) Apache
5 1 (0.95%) Apache Airflow
5 1 (0.95%) Drupal
5 1 (0.95%) Elasticsearch
5 1 (0.95%) JBoss
5 1 (0.95%) Jupyter
5 1 (0.95%) nginx
Applications
1 9 (8.57%) OmniGraffle
2 1 (0.95%) Microsoft Excel
Cloud Services
1 27 (25.71%) Microsoft Azure
2 10 (9.52%) Amazon AWS
3 8 (7.62%) Google Analytics
4 5 (4.76%) AdWords
4 5 (4.76%) Azure Data Factory
4 5 (4.76%) Google Tag Manager
5 2 (1.90%) Cloud Computing
5 2 (1.90%) Google Cloud Platform
5 2 (1.90%) SaaS
6 1 (0.95%) Amazon EMR
6 1 (0.95%) Amazon S3
6 1 (0.95%) Loggly
Communications & Networking
1 9 (8.57%) DAB
2 5 (4.76%) DNS
2 5 (4.76%) Firewall
2 5 (4.76%) Kerberos
2 5 (4.76%) SSL
2 5 (4.76%) TCP/IP
Database & Business Intelligence
1 20 (19.05%) SQL Server
2 15 (14.29%) Hadoop
3 14 (13.33%) Big Data
4 12 (11.43%) Apache Hive
4 12 (11.43%) Data Lake
5 10 (9.52%) Sqoop
6 8 (7.62%) MongoDB
6 8 (7.62%) NoSQL
7 7 (6.67%) Data Warehouse
7 7 (6.67%) Relational Database
8 5 (4.76%) Apache Zeppelin
8 5 (4.76%) Azure SQL Data Warehouse
8 5 (4.76%) Azure SQL Database
8 5 (4.76%) Cosmos DB
8 5 (4.76%) HBase
8 5 (4.76%) Power BI
8 5 (4.76%) SQL Server Analysis Services
8 5 (4.76%) SQL Server Integration Services
8 5 (4.76%) SQL Server Reporting Services
9 4 (3.81%) PostgreSQL
Development Applications
1 20 (19.05%) Git (software)
2 14 (13.33%) NUnit
2 14 (13.33%) Visual Studio
3 9 (8.57%) Axure RP
3 9 (8.57%) Balsamiq Mockups
4 5 (4.76%) Jenkins
5 4 (3.81%) Selenium
6 3 (2.86%) Eclipse
6 3 (2.86%) JUnit
6 3 (2.86%) Subversion
7 2 (1.90%) Travis CI
8 1 (0.95%) Ant
8 1 (0.95%) GitLab
8 1 (0.95%) Gradle
8 1 (0.95%) JIRA
8 1 (0.95%) JMeter
8 1 (0.95%) Maven
8 1 (0.95%) PHPUnit
8 1 (0.95%) Protractor
General
1 28 (26.67%) Retail
2 21 (20.00%) Finance
3 15 (14.29%) Marketing
4 14 (13.33%) Pharmaceutical
5 9 (8.57%) Games
6 7 (6.67%) Manufacturing
6 7 (6.67%) Telecoms
7 5 (4.76%) Advertising
8 2 (1.90%) Electronics
8 2 (1.90%) Publishing
9 1 (0.95%) Banking
9 1 (0.95%) Law
Job Titles
1 44 (41.90%) Developer
2 23 (21.90%) Software Developer
3 11 (10.48%) .NET Developer
3 11 (10.48%) .NET Software Developer
3 11 (10.48%) C# .NET Developer
3 11 (10.48%) C# Developer
3 11 (10.48%) C# Software Developer
4 10 (9.52%) Software Engineer
5 9 (8.57%) Designer
5 9 (8.57%) Digital Designer
5 9 (8.57%) Digital UX Designer
5 9 (8.57%) Full Stack Developer
5 9 (8.57%) Senior Developer
5 9 (8.57%) UI Designer
5 9 (8.57%) UI/UX Designer
5 9 (8.57%) UX Designer
6 8 (7.62%) JavaScript Developer
7 7 (6.67%) Marketing Manager
7 7 (6.67%) Programme Manager
7 7 (6.67%) Senior Software Developer
Libraries, Frameworks & Software Standards
1 21 (20.00%) .NET
1 21 (20.00%) ASP.NET
2 18 (17.14%) HTML
3 14 (13.33%) ASP.NET MVC
3 14 (13.33%) WCF
3 14 (13.33%) Web Services
3 14 (13.33%) WinForms
3 14 (13.33%) WPF
4 13 (12.38%) Velocity
5 11 (10.48%) jQuery
5 11 (10.48%) RESTful
6 10 (9.52%) AngularJS
6 10 (9.52%) CSS
6 10 (9.52%) Kafka
6 10 (9.52%) Node.js
7 9 (8.57%) React
8 7 (6.67%) JSON
9 6 (5.71%) Apache NiFi
10 5 (4.76%) LDAP
10 5 (4.76%) SparkR
Miscellaneous
1 20 (19.05%) Algorithms
2 13 (12.38%) Life Science
3 10 (9.52%) Analytical Skills
3 10 (9.52%) Mobile App
4 9 (8.57%) Smartphone
4 9 (8.57%) User Experience
5 7 (6.67%) Client/Server
5 7 (6.67%) Self-Motivation
5 7 (6.67%) Smart City
6 4 (3.81%) Reinsurance
7 3 (2.86%) Blog
7 3 (2.86%) Social Media
8 2 (1.90%) Greenfield Project
8 2 (1.90%) W3C
8 2 (1.90%) Web 2.0
9 1 (0.95%) Arduino
9 1 (0.95%) Enterprise Software
9 1 (0.95%) Management Information System
Operating Systems
1 10 (9.52%) Linux
2 5 (4.76%) Unix
2 5 (4.76%) VMS
3 1 (0.95%) Android
3 1 (0.95%) Windows
3 1 (0.95%) Windows Server
Processes & Methodologies
1 40 (38.10%) Agile Software Development
2 35 (33.33%) Software Engineering
3 23 (21.90%) Mathematics
4 21 (20.00%) MVC
5 20 (19.05%) Statistics
5 20 (19.05%) Test Automation
6 19 (18.10%) OO
7 18 (17.14%) Scrum
8 17 (16.19%) Data Analytics
9 16 (15.24%) Computer Science
9 16 (15.24%) ETL
10 15 (14.29%) Mentoring
10 15 (14.29%) Risk Analytics
10 15 (14.29%) Risk Management
11 14 (13.33%) Financial Modelling
11 14 (13.33%) Machine Learning
11 14 (13.33%) SDLC
11 14 (13.33%) Unit Testing
12 13 (12.38%) Refactoring
12 13 (12.38%) User Stories
Programming Languages
1 37 (35.24%) SQL
2 34 (32.38%) Python
3 33 (31.43%) JavaScript
4 29 (27.62%) Java
5 27 (25.71%) C#
6 19 (18.10%) C++
7 13 (12.38%) Scala
8 7 (6.67%) Bash Shell
9 6 (5.71%) C
9 6 (5.71%) Rust
10 5 (4.76%) Data Analysis Expressions (DAX)
10 5 (4.76%) R
10 5 (4.76%) T-SQL
11 2 (1.90%) Kotlin
11 2 (1.90%) Ruby
12 1 (0.95%) PHP
12 1 (0.95%) PowerShell
12 1 (0.95%) TypeScript
12 1 (0.95%) VBA
Qualifications
1 19 (18.10%) Degree
2 5 (4.76%) PhD
3 4 (3.81%) Computer Science Degree
4 1 (0.95%) CISSP
Quality Assurance & Compliance
1 9 (8.57%) QA
2 7 (6.67%) Data Quality
3 5 (4.76%) GDPR
4 2 (1.90%) WAI
System Software
1 10 (9.52%) HDFS
2 5 (4.76%) Active Directory
2 5 (4.76%) Apache ZooKeeper
2 5 (4.76%) Docker
2 5 (4.76%) Virtual Machines
Systems Management
1 10 (9.52%) Oozie
2 5 (4.76%) Ambari
2 5 (4.76%) Hadoop YARN
2 5 (4.76%) Puppet
3 4 (3.81%) Kubernetes
4 3 (2.86%) Ansible
5 1 (0.95%) Terraform
Vendors
1 20 (19.05%) Microsoft
2 10 (9.52%) Google
3 9 (8.57%) WorldPay
4 7 (6.67%) Oracle
4 7 (6.67%) Tableau
5 5 (4.76%) CA
5 5 (4.76%) Databricks
5 5 (4.76%) Hortonworks
5 5 (4.76%) SAP
6 3 (2.86%) Salesforce.com
7 1 (0.95%) New Relic
7 1 (0.95%) Perforce
7 1 (0.95%) SaltStack
7 1 (0.95%) Talend