Period
to 15 November 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 15 November 2018 with a comparison to the same period in the previous 2 years.

Analytics
Cambridgeshire > Cambridge
6 months to
15 Nov 2018
Same period 2017 Same period 2016
Rank 58 81 46
Rank change year-on-year +23 -35 +61
Permanent jobs citing Analytics 87 107 121
As % of all permanent IT jobs advertised in Cambridge 4.17% 3.51% 5.24%
As % of the Processes & Methodologies category 4.46% 3.74% 5.79%
Number of salaries quoted 64 79 102
Cambridge median annual salary £50,000 £52,500 £52,500
Median salary % change year-on-year -4.76% - +16.67%
10th Percentile £34,900 £31,250 £37,500
90th Percentile £68,750 £70,000 £71,125
Cambridgeshire median annual salary £44,400 £52,500 £52,500
% change year-on-year -15.43% - +16.67%

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 1,950 2,864 2,091
As % of all permanent IT jobs advertised in Cambridge 93.57% 94.02% 90.64%
Number of salaries quoted 1,520 2,181 1,719
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%

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 15 November 2018.

Salary histogram for Analytics in Cambridge

For the 6 months to 15 November 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 36 (41.38%) Python
1 36 (41.38%) Agile Software Development
2 30 (34.48%) SQL
3 29 (33.33%) Retail
4 28 (32.18%) Java
5 26 (29.89%) Hadoop
6 25 (28.74%) Microsoft Azure
7 22 (25.29%) Mathematics
7 22 (25.29%) Software Engineering
8 21 (24.14%) Apache Spark
9 20 (22.99%) Git (software)
10 19 (21.84%) Degree
10 19 (21.84%) JavaScript
10 19 (21.84%) C#
11 18 (20.69%) Statistics
11 18 (20.69%) Data Science
12 17 (19.54%) Microsoft
12 17 (19.54%) Test Automation
12 17 (19.54%) Big Data
13 16 (18.39%) Kafka
13 16 (18.39%) Apache Hive
13 16 (18.39%) Sqoop
13 16 (18.39%) SQL Server
13 16 (18.39%) ETL
13 16 (18.39%) OO
13 16 (18.39%) Scrum
14 15 (17.24%) Finance
14 15 (17.24%) Oozie
14 15 (17.24%) HDFS
14 15 (17.24%) MapReduce

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 21 (24.14%) Apache Spark
2 8 (9.20%) SAS
3 7 (8.05%) Apache Pig
3 7 (8.05%) Apache Solr
4 3 (3.45%) CMS
5 1 (1.15%) Apache
5 1 (1.15%) nginx
Applications
1 3 (3.45%) OmniGraffle
Cloud Services
1 25 (28.74%) Microsoft Azure
2 10 (11.49%) Amazon AWS
3 9 (10.34%) Google Analytics
4 6 (6.90%) Google Tag Manager
5 5 (5.75%) AdWords
5 5 (5.75%) Azure Data Factory
6 1 (1.15%) Amazon EMR
6 1 (1.15%) Amazon S3
6 1 (1.15%) Cloud Computing
6 1 (1.15%) Google Cloud Platform
Communications & Networking
1 7 (8.05%) DNS
1 7 (8.05%) Firewall
1 7 (8.05%) Kerberos
1 7 (8.05%) SSL
1 7 (8.05%) TCP/IP
2 3 (3.45%) DAB
3 2 (2.30%) SMS
Database & Business Intelligence
1 26 (29.89%) Hadoop
2 17 (19.54%) Big Data
3 16 (18.39%) Apache Hive
3 16 (18.39%) SQL Server
3 16 (18.39%) Sqoop
4 11 (12.64%) Relational Database
5 8 (9.20%) HBase
5 8 (9.20%) Power BI
6 7 (8.05%) Apache Zeppelin
7 6 (6.90%) Data Warehouse
7 6 (6.90%) NoSQL
8 5 (5.75%) Azure SQL Data Warehouse
8 5 (5.75%) Azure SQL Database
8 5 (5.75%) Cosmos DB
8 5 (5.75%) Data Lake
8 5 (5.75%) SQL Server Analysis Services
8 5 (5.75%) SQL Server Integration Services
8 5 (5.75%) SQL Server Reporting Services
9 4 (4.60%) MongoDB
10 2 (2.30%) Data Mining
Development Applications
1 20 (22.99%) Git (software)
2 11 (12.64%) NUnit
2 11 (12.64%) Visual Studio
3 5 (5.75%) Subversion
4 4 (4.60%) Jenkins
4 4 (4.60%) Selenium
5 3 (3.45%) Axure RP
5 3 (3.45%) Balsamiq Mockups
5 3 (3.45%) Eclipse
5 3 (3.45%) JUnit
6 1 (1.15%) Ant
6 1 (1.15%) GitLab
6 1 (1.15%) JIRA
6 1 (1.15%) JMeter
6 1 (1.15%) Protractor
6 1 (1.15%) Travis CI
General
1 29 (33.33%) Retail
2 15 (17.24%) Finance
3 13 (14.94%) Marketing
4 5 (5.75%) Advertising
5 4 (4.60%) Manufacturing
6 3 (3.45%) Games
6 3 (3.45%) Pharmaceutical
6 3 (3.45%) Telecoms
7 2 (2.30%) Electronics
7 2 (2.30%) Law
7 2 (2.30%) Publishing
Job Titles
1 33 (37.93%) Developer
2 14 (16.09%) Software Developer
3 10 (11.49%) Hadoop Developer
4 8 (9.20%) .NET Developer
4 8 (9.20%) .NET Software Developer
4 8 (9.20%) C# .NET Developer
4 8 (9.20%) C# Developer
4 8 (9.20%) C# Software Developer
4 8 (9.20%) Data Scientist
4 8 (9.20%) Principal Developer
4 8 (9.20%) Software Engineer
5 7 (8.05%) Administrator
5 7 (8.05%) Hadoop Administrator
5 7 (8.05%) Python Engineer
6 6 (6.90%) Digital Marketing Manager
6 6 (6.90%) Marketing Manager
7 5 (5.75%) Business Intelligence Developer
7 5 (5.75%) C++ Software Engineer
7 5 (5.75%) Data Warehouse Developer
7 5 (5.75%) ETL Developer
Libraries, Frameworks & Software Standards
1 16 (18.39%) Kafka
2 14 (16.09%) .NET
2 14 (16.09%) ASP.NET
2 14 (16.09%) HTML
3 11 (12.64%) ASP.NET MVC
3 11 (12.64%) WCF
3 11 (12.64%) WinForms
3 11 (12.64%) WPF
4 10 (11.49%) Velocity
5 7 (8.05%) LDAP
5 7 (8.05%) SparkR
6 6 (6.90%) Web Services
7 5 (5.75%) CSS
8 4 (4.60%) jQuery
8 4 (4.60%) Keras
8 4 (4.60%) NumPy
8 4 (4.60%) Pandas
8 4 (4.60%) RESTful
8 4 (4.60%) scikit-learn
8 4 (4.60%) SciPy
Miscellaneous
1 15 (17.24%) Algorithms
2 12 (13.79%) Analytical Skills
3 10 (11.49%) Computer Science
4 5 (5.75%) User Experience
5 4 (4.60%) Reinsurance
5 4 (4.60%) Self-Motivation
6 3 (3.45%) Blog
6 3 (3.45%) Client/Server
6 3 (3.45%) Mobile App
6 3 (3.45%) Smart City
6 3 (3.45%) Smartphone
6 3 (3.45%) Social Media
7 2 (2.30%) Life Science
7 2 (2.30%) Management Information System
8 1 (1.15%) Enterprise Software
8 1 (1.15%) Greenfield Project
Operating Systems
1 13 (14.94%) Linux
2 7 (8.05%) Unix
2 7 (8.05%) VMS
3 1 (1.15%) Windows
3 1 (1.15%) Windows Server
Processes & Methodologies
1 36 (41.38%) Agile Software Development
2 22 (25.29%) Mathematics
2 22 (25.29%) Software Engineering
3 18 (20.69%) Data Science
3 18 (20.69%) Statistics
4 17 (19.54%) Test Automation
5 16 (18.39%) ETL
5 16 (18.39%) OO
5 16 (18.39%) Scrum
6 15 (17.24%) MapReduce
7 14 (16.09%) MVC
8 13 (14.94%) Risk Analytics
9 12 (13.79%) Mentoring
9 12 (13.79%) Risk Management
10 11 (12.64%) Financial Modelling
10 11 (12.64%) SDLC
10 11 (12.64%) Unit Testing
11 10 (11.49%) Acceptance Criteria
11 10 (11.49%) Refactoring
11 10 (11.49%) Requirements Analysis
Programming Languages
1 36 (41.38%) Python
2 30 (34.48%) SQL
3 28 (32.18%) Java
4 19 (21.84%) C#
4 19 (21.84%) JavaScript
5 14 (16.09%) C++
6 13 (14.94%) Scala
7 11 (12.64%) R
8 10 (11.49%) Bash Shell
9 7 (8.05%) T-SQL
10 5 (5.75%) Data Analysis Expressions (DAX)
11 4 (4.60%) C
12 3 (3.45%) Rust
13 2 (2.30%) MATLAB
14 1 (1.15%) Kotlin
14 1 (1.15%) PowerShell
14 1 (1.15%) TypeScript
14 1 (1.15%) VBA
Qualifications
1 19 (21.84%) Degree
2 6 (6.90%) PhD
3 1 (1.15%) Computer Science Degree
3 1 (1.15%) SAS Certification
Quality Assurance & Compliance
1 15 (17.24%) QA
2 6 (6.90%) GDPR
System Software
1 15 (17.24%) HDFS
2 7 (8.05%) Active Directory
2 7 (8.05%) Apache ZooKeeper
2 7 (8.05%) Virtual Machines
3 2 (2.30%) Docker
4 1 (1.15%) Apache Flume
Systems Management
1 15 (17.24%) Oozie
2 7 (8.05%) Ambari
2 7 (8.05%) Hadoop YARN
2 7 (8.05%) Puppet
3 2 (2.30%) Ansible
3 2 (2.30%) Kubernetes
Vendors
1 17 (19.54%) Microsoft
2 10 (11.49%) Hortonworks
3 9 (10.34%) Google
4 8 (9.20%) CA
4 8 (9.20%) SAP
5 7 (8.05%) Oracle
6 5 (5.75%) Databricks
6 5 (5.75%) Tableau
7 3 (3.45%) Salesforce.com
7 3 (3.45%) WorldPay
8 1 (1.15%) Perforce
8 1 (1.15%) Talend