Period
to 23 May 2018

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 23 May 2018 with a comparison to the same period in the previous 2 years.

Analytics
Cambridgeshire > Cambridge
6 months to
23 May 2018
Same period 2017 Same period 2016
Rank 80 118 104
Rank change year-on-year +38 -14 -12
Permanent jobs citing Analytics 114 50 66
As % of all permanent IT jobs advertised in Cambridge 3.70% 1.96% 2.41%
As % of the Processes & Methodologies category 3.92% 2.15% 2.64%
Number of salaries quoted 82 47 61
Cambridge median annual salary £52,500 £50,000 £45,000
Median salary % change year-on-year +5.00% +11.11% -21.74%
10th Percentile £39,241 £32,000 £34,250
90th Percentile £64,750 £65,500 £65,000
Cambridgeshire median annual salary £50,000 £51,250 £43,641
% change year-on-year -2.44% +17.44% -11.39%

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 2,906 2,327 2,501
As % of all permanent IT jobs advertised in Cambridge 94.32% 91.18% 91.31%
Number of salaries quoted 1,927 1,804 1,957
Cambridge median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.88%
10th Percentile £29,500 £27,500 £28,650
90th Percentile £67,500 £67,500 £65,000
Cambridgeshire median annual salary £46,500 £45,000 £43,000
% change year-on-year +3.33% +4.65% +1.18%

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 23 May 2018.

Salary histogram for Analytics in Cambridge

For the 6 months to 23 May 2018, 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 44 (38.60%) Software Engineering
2 41 (35.96%) SQL
3 35 (30.70%) Finance
3 35 (30.70%) Degree
3 35 (30.70%) Mathematics
4 33 (28.95%) Python
5 32 (28.07%) OO
5 32 (28.07%) Microsoft
6 31 (27.19%) Agile Software Development
7 30 (26.32%) Microsoft Azure
8 28 (24.56%) SQL Server
9 26 (22.81%) Hadoop
9 26 (22.81%) User Experience
9 26 (22.81%) SDLC
10 25 (21.93%) Test Automation
11 24 (21.05%) Financial Modelling
11 24 (21.05%) Algorithms
12 23 (20.18%) Unit Testing
12 23 (20.18%) C#
12 23 (20.18%) Java
12 23 (20.18%) NUnit
13 22 (19.30%) Big Data
14 21 (18.42%) Computer Science
14 21 (18.42%) Statistics
14 21 (18.42%) WPF
14 21 (18.42%) Data Modelling
14 21 (18.42%) Relational Database
15 20 (17.54%) Data Science
16 19 (16.67%) Retail
17 18 (15.79%) Git (software)

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 13 (11.40%) Apache Spark
2 6 (5.26%) Apache
3 3 (2.63%) Apache Solr
3 3 (2.63%) SAS
4 2 (1.75%) Apache Pig
4 2 (1.75%) Elasticsearch
4 2 (1.75%) nginx
Applications
1 12 (10.53%) OmniGraffle
2 7 (6.14%) Microsoft Excel
3 1 (0.88%) Microsoft Office
Cloud Services
1 30 (26.32%) Microsoft Azure
2 16 (14.04%) Amazon AWS
3 6 (5.26%) Azure Data Factory
3 6 (5.26%) Google Analytics
4 5 (4.39%) Google Cloud Platform
5 4 (3.51%) Office 365
6 3 (2.63%) Azure Active Directory
6 3 (2.63%) npm
7 1 (0.88%) Cloud Computing
Communications & Networking
1 12 (10.53%) DAB
2 6 (5.26%) SMS
3 2 (1.75%) DNS
3 2 (1.75%) Firewall
3 2 (1.75%) HTTP
3 2 (1.75%) Kerberos
3 2 (1.75%) SSL
3 2 (1.75%) TCP/IP
Database & Business Intelligence
1 28 (24.56%) SQL Server
2 26 (22.81%) Hadoop
3 22 (19.30%) Big Data
4 21 (18.42%) Relational Database
5 16 (14.04%) Apache Hive
6 14 (12.28%) Data Warehouse
7 11 (9.65%) Geospatial Data
7 11 (9.65%) GIS
7 11 (9.65%) MySQL
8 9 (7.89%) NoSQL
9 8 (7.02%) Power BI
10 7 (6.14%) MongoDB
11 6 (5.26%) Data Mining
11 6 (5.26%) SQL Server Integration Services
11 6 (5.26%) SQL Server Reporting Services
12 4 (3.51%) Sqoop
13 3 (2.63%) BusinessObjects Web Intelligence
13 3 (2.63%) HBase
13 3 (2.63%) SAP HANA
13 3 (2.63%) SQL Server Analysis Services
Development Applications
1 23 (20.18%) NUnit
2 18 (15.79%) Git (software)
3 13 (11.40%) Visual Studio
4 12 (10.53%) Axure RP
4 12 (10.53%) Balsamiq Mockups
5 5 (4.39%) Team Foundation Server
6 3 (2.63%) Artifactory
6 3 (2.63%) Jenkins
6 3 (2.63%) JIRA
6 3 (2.63%) Subversion
6 3 (2.63%) TeamCity
6 3 (2.63%) Visual Studio Team System
6 3 (2.63%) webpack
7 1 (0.88%) GitLab
General
1 35 (30.70%) Finance
2 19 (16.67%) Retail
3 15 (13.16%) Games
4 3 (2.63%) Banking
5 2 (1.75%) Pharmaceutical
6 1 (0.88%) Law
6 1 (0.88%) Manufacturing
6 1 (0.88%) Marketing
Job Titles
1 57 (50.00%) Developer
2 27 (23.68%) Software Developer
3 20 (17.54%) Analytics Developer
4 13 (11.40%) C# Developer
5 12 (10.53%) Designer
5 12 (10.53%) Digital Designer
5 12 (10.53%) Digital UX Designer
5 12 (10.53%) Report Developer
5 12 (10.53%) UI Designer
5 12 (10.53%) UI/UX Designer
5 12 (10.53%) UX Designer
6 10 (8.77%) C# Software Developer
6 10 (8.77%) Developer in Test
6 10 (8.77%) Senior Developer
7 9 (7.89%) .NET Developer
7 9 (7.89%) .NET Software Developer
7 9 (7.89%) C# .NET Developer
8 8 (7.02%) C++ Developer
8 8 (7.02%) C++ Software Developer
9 7 (6.14%) Senior C# Developer
Libraries, Frameworks & Software Standards
1 21 (18.42%) WPF
2 16 (14.04%) .NET
3 14 (12.28%) WinForms
4 13 (11.40%) WCF
5 12 (10.53%) ASP.NET
5 12 (10.53%) ASP.NET MVC
6 11 (9.65%) Google Maps API
6 11 (9.65%) Web Services
7 9 (7.89%) Velocity
8 8 (7.02%) Kafka
9 5 (4.39%) TensorFlow
10 4 (3.51%) REST
10 4 (3.51%) RESTful
11 3 (2.63%) .NET Framework
11 3 (2.63%) Aurelia
11 3 (2.63%) HTML
11 3 (2.63%) Sass
12 2 (1.75%) AngularJS
12 2 (1.75%) Express
12 2 (1.75%) MEAN Stack
Miscellaneous
1 26 (22.81%) User Experience
2 24 (21.05%) Algorithms
3 21 (18.42%) Computer Science
4 13 (11.40%) Mobile App
5 12 (10.53%) Smartphone
6 11 (9.65%) Management Information System
7 8 (7.02%) Analytical Skills
8 4 (3.51%) Driving Licence
9 3 (2.63%) Data Structures
9 3 (2.63%) Greenfield Project
9 3 (2.63%) Life Science
9 3 (2.63%) Replication
10 2 (1.75%) NHS
10 2 (1.75%) Self-Motivation
10 2 (1.75%) W3C
10 2 (1.75%) Web 2.0
11 1 (0.88%) Acoustics
11 1 (0.88%) Data Centre
11 1 (0.88%) Private Cloud
11 1 (0.88%) Public Cloud
Operating Systems
1 5 (4.39%) Linux
2 3 (2.63%) Windows
3 2 (1.75%) Unix
3 2 (1.75%) VMS
Processes & Methodologies
1 44 (38.60%) Software Engineering
2 35 (30.70%) Mathematics
3 32 (28.07%) OO
4 31 (27.19%) Agile Software Development
5 26 (22.81%) SDLC
6 25 (21.93%) Test Automation
7 24 (21.05%) Financial Modelling
8 23 (20.18%) Unit Testing
9 21 (18.42%) Data Modelling
9 21 (18.42%) Statistics
10 20 (17.54%) Data Science
11 18 (15.79%) User Stories
12 14 (12.28%) Capital Modelling
12 14 (12.28%) Continuous Integration
12 14 (12.28%) Risk Analytics
12 14 (12.28%) Risk Management
12 14 (12.28%) Scrum
13 13 (11.40%) Artificial Intelligence
13 13 (11.40%) MVC
14 12 (10.53%) Translating Business Requirements
Programming Languages
1 41 (35.96%) SQL
2 33 (28.95%) Python
3 23 (20.18%) C#
3 23 (20.18%) Java
4 15 (13.16%) JavaScript
5 10 (8.77%) C++
5 10 (8.77%) T-SQL
6 6 (5.26%) VBA
7 5 (4.39%) R
8 4 (3.51%) Scala
9 3 (2.63%) Kotlin
9 3 (2.63%) PowerShell
9 3 (2.63%) TypeScript
10 2 (1.75%) Bash Shell
11 1 (0.88%) C
11 1 (0.88%) MATLAB
11 1 (0.88%) Shell Script
Qualifications
1 35 (30.70%) Degree
2 8 (7.02%) PhD
3 1 (0.88%) SC Cleared
3 1 (0.88%) Security Cleared
Quality Assurance & Compliance
1 5 (4.39%) GCP
2 4 (3.51%) QA
3 2 (1.75%) WAI
System Software
1 5 (4.39%) Active Directory
1 5 (4.39%) Virtual Machines
2 4 (3.51%) HDFS
3 3 (2.63%) Apache ZooKeeper
4 2 (1.75%) Docker
5 1 (0.88%) Apache Flume
Systems Management
1 4 (3.51%) Oozie
2 2 (1.75%) Ambari
2 2 (1.75%) Hadoop YARN
2 2 (1.75%) Puppet
3 1 (0.88%) Terraform
Vendors
1 32 (28.07%) Microsoft
2 17 (14.91%) Google
3 12 (10.53%) WorldPay
4 5 (4.39%) Hortonworks
4 5 (4.39%) RedGate
4 5 (4.39%) SAP
4 5 (4.39%) TOWER Software
5 3 (2.63%) Cloudera
5 3 (2.63%) Oracle
6 2 (1.75%) CA
6 2 (1.75%) Tableau
7 1 (0.88%) Cognos
7 1 (0.88%) MapR