Period
to 19 August 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 19 August 2018 with a comparison to the same period in the previous 2 years.

Analytics
Cambridgeshire > Cambridge
6 months to
19 Aug 2018
Same period 2017 Same period 2016
Rank 73 104 63
Rank change year-on-year +31 -41 +47
Permanent jobs citing Analytics 89 72 103
As % of all permanent IT jobs advertised in Cambridge 3.48% 2.66% 4.21%
As % of the Processes & Methodologies category 3.67% 2.90% 4.65%
Number of salaries quoted 64 55 87
Cambridge median annual salary £55,000 £45,000 £50,000
Median salary % change year-on-year +22.22% -10.00% +11.11%
10th Percentile £39,241 £31,250 £34,250
90th Percentile £67,500 £66,500 £65,300
Cambridgeshire median annual salary £52,500 £46,500 £47,500
% change year-on-year +12.90% -2.11% +5.56%

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 2,423 2,483 2,214
As % of all permanent IT jobs advertised in Cambridge 94.61% 91.76% 90.59%
Number of salaries quoted 1,633 1,888 1,800
Cambridge median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +1.12%
10th Percentile £27,500 £27,500 £26,750
90th Percentile £70,000 £71,250 £67,500
Cambridgeshire median annual salary £45,070 £45,000 £45,000
% change year-on-year +0.15% - +1.12%

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 19 August 2018.

Salary histogram for Analytics in Cambridge

For the 6 months to 19 August 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 39 (43.82%) Python
2 35 (39.33%) Mathematics
3 30 (33.71%) OO
4 29 (32.58%) SQL
4 29 (32.58%) Software Engineering
5 28 (31.46%) Agile Software Development
5 28 (31.46%) Microsoft Azure
6 25 (28.09%) Degree
6 25 (28.09%) Big Data
6 25 (28.09%) Java
6 25 (28.09%) Data Science
7 24 (26.97%) Test Automation
8 23 (25.84%) Finance
8 23 (25.84%) User Experience
9 22 (24.72%) Microsoft
10 20 (22.47%) SQL Server
10 20 (22.47%) Retail
11 19 (21.35%) Financial Modelling
11 19 (21.35%) Statistics
11 19 (21.35%) Apache Spark
12 18 (20.22%) Algorithms
12 18 (20.22%) Computer Science
12 18 (20.22%) Unit Testing
12 18 (20.22%) Hadoop
13 17 (19.10%) WPF
13 17 (19.10%) C#
14 16 (17.98%) Artificial Intelligence
14 16 (17.98%) Games
14 16 (17.98%) Git (software)
15 15 (16.85%) Continuous Integration

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 19 (21.35%) Apache Spark
2 6 (6.74%) Apache
3 3 (3.37%) SAS
4 2 (2.25%) Apache Pig
4 2 (2.25%) Apache Solr
5 1 (1.12%) Elasticsearch
5 1 (1.12%) nginx
Applications
1 13 (14.61%) OmniGraffle
2 4 (4.49%) Microsoft Excel
Cloud Services
1 28 (31.46%) Microsoft Azure
2 14 (15.73%) Amazon AWS
3 6 (6.74%) Google Cloud Platform
4 5 (5.62%) Azure Data Factory
5 2 (2.25%) Azure Active Directory
5 2 (2.25%) npm
6 1 (1.12%) Cloud Computing
6 1 (1.12%) Google Analytics
6 1 (1.12%) Google Tag Manager
Communications & Networking
1 13 (14.61%) DAB
2 8 (8.99%) SMS
3 2 (2.25%) DNS
3 2 (2.25%) Firewall
3 2 (2.25%) HTTP
3 2 (2.25%) Kerberos
3 2 (2.25%) SSL
3 2 (2.25%) TCP/IP
Database & Business Intelligence
1 25 (28.09%) Big Data
2 20 (22.47%) SQL Server
3 18 (20.22%) Hadoop
4 12 (13.48%) Relational Database
5 11 (12.36%) NoSQL
6 7 (7.87%) MongoDB
6 7 (7.87%) Power BI
7 6 (6.74%) Sqoop
8 5 (5.62%) Apache Hive
8 5 (5.62%) SQL Server Integration Services
8 5 (5.62%) SQL Server Reporting Services
9 4 (4.49%) Data Mining
10 3 (3.37%) Data Warehouse
10 3 (3.37%) HBase
10 3 (3.37%) SQL Server Analysis Services
11 2 (2.25%) Apache Zeppelin
11 2 (2.25%) Microsoft Analysis Services
12 1 (1.12%) Azure SQL Data Warehouse
12 1 (1.12%) Data Lake
12 1 (1.12%) Neo4j
Development Applications
1 16 (17.98%) Git (software)
2 15 (16.85%) NUnit
3 13 (14.61%) Axure RP
3 13 (14.61%) Balsamiq Mockups
4 11 (12.36%) Visual Studio
5 5 (5.62%) Subversion
6 4 (4.49%) Jenkins
6 4 (4.49%) Team Foundation Server
7 2 (2.25%) Artifactory
7 2 (2.25%) Eclipse
7 2 (2.25%) JIRA
7 2 (2.25%) JUnit
7 2 (2.25%) Selenium
7 2 (2.25%) TeamCity
7 2 (2.25%) Visual Studio Team System
7 2 (2.25%) webpack
8 1 (1.12%) GitLab
General
1 23 (25.84%) Finance
2 20 (22.47%) Retail
3 16 (17.98%) Games
4 3 (3.37%) Banking
5 1 (1.12%) Law
5 1 (1.12%) Marketing
5 1 (1.12%) Pharmaceutical
5 1 (1.12%) Publishing
Job Titles
1 35 (39.33%) Developer
2 23 (25.84%) Software Developer
3 13 (14.61%) Designer
3 13 (14.61%) Digital Designer
3 13 (14.61%) Digital UX Designer
3 13 (14.61%) UI Designer
3 13 (14.61%) UI/UX Designer
3 13 (14.61%) UX Designer
4 11 (12.36%) Data Scientist
5 10 (11.24%) .NET Developer
5 10 (11.24%) .NET Software Developer
5 10 (11.24%) C# .NET Developer
5 10 (11.24%) C# Developer
5 10 (11.24%) C# Software Developer
6 9 (10.11%) Analytics Developer
7 8 (8.99%) C++ Developer
7 8 (8.99%) C++ Software Developer
8 6 (6.74%) Data Engineer
8 6 (6.74%) Senior Data Scientist
9 5 (5.62%) Developer in Test
Libraries, Frameworks & Software Standards
1 17 (19.10%) WPF
2 13 (14.61%) .NET
3 11 (12.36%) Velocity
3 11 (12.36%) WCF
3 11 (12.36%) Web Services
3 11 (12.36%) WinForms
4 10 (11.24%) ASP.NET
4 10 (11.24%) ASP.NET MVC
5 9 (10.11%) Kafka
6 5 (5.62%) Keras
6 5 (5.62%) NumPy
6 5 (5.62%) Pandas
6 5 (5.62%) scikit-learn
6 5 (5.62%) SciPy
7 3 (3.37%) HTML
7 3 (3.37%) REST
8 2 (2.25%) Aurelia
8 2 (2.25%) Sass
8 2 (2.25%) SparkR
8 2 (2.25%) TensorFlow
Miscellaneous
1 23 (25.84%) User Experience
2 18 (20.22%) Algorithms
2 18 (20.22%) Computer Science
3 13 (14.61%) Mobile App
3 13 (14.61%) Smartphone
4 8 (8.99%) Analytical Skills
5 4 (4.49%) Reinsurance
6 2 (2.25%) Data Structures
6 2 (2.25%) Greenfield Project
6 2 (2.25%) Life Science
6 2 (2.25%) NHS
6 2 (2.25%) Replication
7 1 (1.12%) Acoustics
7 1 (1.12%) Data Centre
7 1 (1.12%) Management Information System
7 1 (1.12%) Private Cloud
7 1 (1.12%) Public Cloud
7 1 (1.12%) Self-Motivation
7 1 (1.12%) W3C
7 1 (1.12%) Web 2.0
Operating Systems
1 6 (6.74%) Linux
2 2 (2.25%) Unix
2 2 (2.25%) VMS
2 2 (2.25%) Windows
Processes & Methodologies
1 35 (39.33%) Mathematics
2 30 (33.71%) OO
3 29 (32.58%) Software Engineering
4 28 (31.46%) Agile Software Development
5 25 (28.09%) Data Science
6 24 (26.97%) Test Automation
7 19 (21.35%) Financial Modelling
7 19 (21.35%) Statistics
8 18 (20.22%) Unit Testing
9 16 (17.98%) Artificial Intelligence
10 15 (16.85%) Continuous Integration
10 15 (16.85%) User Stories
11 14 (15.73%) Physics
12 13 (14.61%) Customer Requirements
12 13 (14.61%) Risk Analytics
12 13 (14.61%) Scrum
12 13 (14.61%) Translating Business Requirements
12 13 (14.61%) Wireframes
13 12 (13.48%) Risk Management
13 12 (13.48%) SDLC
Programming Languages
1 39 (43.82%) Python
2 29 (32.58%) SQL
3 25 (28.09%) Java
4 17 (19.10%) C#
5 12 (13.48%) JavaScript
6 11 (12.36%) C++
7 9 (10.11%) T-SQL
8 6 (6.74%) R
9 5 (5.62%) VBA
10 3 (3.37%) Bash Shell
10 3 (3.37%) MATLAB
10 3 (3.37%) Scala
11 2 (2.25%) C
11 2 (2.25%) Kotlin
11 2 (2.25%) PowerShell
11 2 (2.25%) TypeScript
12 1 (1.12%) Data Analysis Expressions (DAX)
12 1 (1.12%) Shell Script
Qualifications
1 25 (28.09%) Degree
2 12 (13.48%) PhD
3 1 (1.12%) SAS Certification
3 1 (1.12%) SC Cleared
3 1 (1.12%) Security Cleared
Quality Assurance & Compliance
1 9 (10.11%) QA
2 6 (6.74%) GCP
3 1 (1.12%) GDPR
3 1 (1.12%) WAI
System Software
1 5 (5.62%) HDFS
2 4 (4.49%) Active Directory
2 4 (4.49%) Virtual Machines
3 3 (3.37%) Apache ZooKeeper
4 1 (1.12%) Apache Flume
4 1 (1.12%) Docker
Systems Management
1 5 (5.62%) Oozie
2 2 (2.25%) Ambari
2 2 (2.25%) Hadoop YARN
2 2 (2.25%) Puppet
Vendors
1 22 (24.72%) Microsoft
2 13 (14.61%) WorldPay
3 7 (7.87%) Hortonworks
4 4 (4.49%) TOWER Software
5 3 (3.37%) CA
5 3 (3.37%) RedGate
5 3 (3.37%) SAP
6 2 (2.25%) Cloudera
6 2 (2.25%) Oracle
7 1 (1.12%) Databricks
7 1 (1.12%) Google
7 1 (1.12%) Tableau