Period
to 20 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Cambridgeshire with a requirement for Big Data skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Big Data over the 6 months to 20 November 2017 with a comparison to the same period in the previous 2 years.

Big Data
East of England > Cambridgeshire
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 107 70 101
Rank change year-on-year -37 +31 +19
Permanent jobs citing Big Data 120 128 94
As % of all permanent IT jobs advertised in Cambridgeshire 2.85% 3.72% 2.27%
As % of the Database & Business Intelligence category 11.81% 14.58% 8.01%
Number of salaries quoted 98 80 82
Cambridgeshire median annual salary £52,500 £52,500 £47,500
Median salary % change year-on-year - +10.53% +18.75%
10th Percentile £35,000 £33,500 £37,875
90th Percentile £81,500 £70,250 £78,750
East of England median annual salary £52,500 £55,000 £49,500
% change year-on-year -4.55% +11.11% +10.00%

Big Data is in the Databases and Business Intelligence 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 database or business intelligence skills.

All Database and Business Intelligence Skills
Cambridgeshire
Permanent vacancies with a requirement for database or business intelligence skills 1016 878 1173
As % of all permanent IT jobs advertised in Cambridgeshire 24.13% 25.55% 28.38%
Number of salaries quoted 824 750 1083
Cambridgeshire median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - +6.25%
10th Percentile £31,250 £27,500 £29,000
90th Percentile £67,500 £62,500 £60,000
East of England median annual salary £45,000 £45,000 £45,000

Big Data
Job Vacancy Trend in Cambridgeshire

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

Job vacancy trend for Big Data in Cambridgeshire

Big Data
Salary Trend in Cambridgeshire

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

Salary trend for Big Data in Cambridgeshire

Big Data
Salary Histogram in Cambridgeshire

The salary distribution of IT jobs citing Big Data in Cambridgeshire over the 6 months to 20 November 2017.

Salary histogram for Big Data in Cambridgeshire

Big Data
Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Big Data within the Cambridgeshire region over the 6 months to 20 November 2017. 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 -28 107 £52,500 - 13
Peterborough -5 1 £80,000 +128.57% 1
Big Data
East of England

For the 6 months to 20 November 2017, IT jobs citing Big Data also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Cambridgeshire region with a requirement for Big Data.

1 66 (55.00%) Python
2 61 (50.83%) Java
3 51 (42.50%) Computer Science
4 46 (38.33%) Algorithms
5 44 (36.67%) Machine Learning
6 42 (35.00%) Mathematics
7 38 (31.67%) SQL
7 38 (31.67%) Degree
8 36 (30.00%) PhD
9 35 (29.17%) Git (software)
10 34 (28.33%) NoSQL
11 33 (27.50%) Software Engineering
12 31 (25.83%) Agile Software Development
13 30 (25.00%) C#
14 25 (20.83%) Analytics
15 24 (20.00%) JSON
16 23 (19.17%) Linux
17 22 (18.33%) C++
17 22 (18.33%) Hadoop
17 22 (18.33%) Microsoft Azure
18 21 (17.50%) Amazon AWS
18 21 (17.50%) C
18 21 (17.50%) Finance
18 21 (17.50%) Artificial Intelligence
18 21 (17.50%) Data Structures
19 20 (16.67%) JavaScript
19 20 (16.67%) OO
20 19 (15.83%) Maven
20 19 (15.83%) HBase
21 18 (15.00%) MongoDB

Big Data
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 18 (15.00%) Apache Spark
2 16 (13.33%) Elasticsearch
3 3 (2.50%) Apache
3 3 (2.50%) JBoss
4 2 (1.67%) Apache Solr
5 1 (0.83%) SAS
Applications
1 2 (1.67%) Microsoft Excel
2 1 (0.83%) Weka
Business Applications
1 2 (1.67%) Dynamics AX
1 2 (1.67%) Dynamics CRM
1 2 (1.67%) NetSuite
Cloud Services
1 22 (18.33%) Microsoft Azure
2 21 (17.50%) Amazon AWS
3 14 (11.67%) Cloud Computing
4 6 (5.00%) SaaS
5 3 (2.50%) IaaS
5 3 (2.50%) PaaS
6 1 (0.83%) Amazon EC2
6 1 (0.83%) Amazon S3
6 1 (0.83%) Cortana Intelligence Suite
Communications & Networking
1 10 (8.33%) Internet
2 7 (5.83%) Ethernet
2 7 (5.83%) TCP/IP
3 5 (4.17%) HTTP
Database & Business Intelligence
1 34 (28.33%) NoSQL
2 22 (18.33%) Hadoop
3 19 (15.83%) HBase
4 18 (15.00%) MongoDB
5 10 (8.33%) Relational Database
6 9 (7.50%) RDBMS
7 7 (5.83%) SQL Server
8 6 (5.00%) Apache Cassandra
9 5 (4.17%) Redis
10 3 (2.50%) Data Warehouse
10 3 (2.50%) MySQL
11 2 (1.67%) Data Mining
11 2 (1.67%) PostgreSQL
11 2 (1.67%) QlikView
11 2 (1.67%) SQL Server 2012
12 1 (0.83%) Amazon RDS
12 1 (0.83%) Apache Hive
12 1 (0.83%) GIS
12 1 (0.83%) Text Mining
Development Applications
1 35 (29.17%) Git (software)
2 19 (15.83%) Maven
3 13 (10.83%) Team Foundation Server
4 11 (9.17%) Jenkins
4 11 (9.17%) NUnit
5 8 (6.67%) JUnit
6 5 (4.17%) TeamCity
7 4 (3.33%) Gerrit
7 4 (3.33%) Grunt
7 4 (3.33%) Jasmine
7 4 (3.33%) ReSharper
7 4 (3.33%) Selenium
7 4 (3.33%) Visual Studio
8 3 (2.50%) JIRA
9 2 (1.67%) Atlassian Bamboo
9 2 (1.67%) Bitbucket
General
1 21 (17.50%) Finance
2 7 (5.83%) Games
3 5 (4.17%) Retail
4 4 (3.33%) Banking
5 1 (0.83%) Advertising
5 1 (0.83%) Law
5 1 (0.83%) Pharmaceutical
Job Titles
1 65 (54.17%) Developer
2 26 (21.67%) Data Scientist
3 21 (17.50%) Java Developer
4 16 (13.33%) Software Developer
5 14 (11.67%) Python Developer
6 11 (9.17%) Software Test Engineer
6 11 (9.17%) Test Engineer
7 10 (8.33%) Software Engineer
8 8 (6.67%) C++ Developer
9 7 (5.83%) Big Data Engineer
9 7 (5.83%) Cloud Developer
9 7 (5.83%) Developer in Test
9 7 (5.83%) Graduate
9 7 (5.83%) Machine Learning Scientist
10 6 (5.00%) Agile Developer
10 6 (5.00%) Hadoop Developer
10 6 (5.00%) Java Hadoop Developer
10 6 (5.00%) Senior Developer
11 5 (4.17%) Applications Support
11 5 (4.17%) C# Developer
Libraries, Frameworks & Software Standards
1 24 (20.00%) JSON
2 16 (13.33%) WPF
3 12 (10.00%) TensorFlow
4 9 (7.50%) Web Services
5 8 (6.67%) AngularJS
5 8 (6.67%) REST
6 7 (5.83%) .NET
7 6 (5.00%) XML
8 5 (4.17%) .NET Framework
8 5 (4.17%) Kafka
8 5 (4.17%) Keras
8 5 (4.17%) React
8 5 (4.17%) Reactive Extensions
8 5 (4.17%) STL
8 5 (4.17%) WCF
9 4 (3.33%) Apache Avro
9 4 (3.33%) Apache Flex
9 4 (3.33%) D3.js
9 4 (3.33%) Django
9 4 (3.33%) OpenCV
Miscellaneous
1 51 (42.50%) Computer Science
2 46 (38.33%) Algorithms
3 21 (17.50%) Data Structures
4 16 (13.33%) Analytical Skills
5 10 (8.33%) Internet of Things
6 8 (6.67%) Renewable Energy
6 8 (6.67%) Smart Energy
6 8 (6.67%) User Experience
7 5 (4.17%) Robotics
8 4 (3.33%) Fintech
8 4 (3.33%) Greenfield Project
8 4 (3.33%) Mobile Payment
8 4 (3.33%) Smart City
8 4 (3.33%) Smartphone
9 3 (2.50%) Data Centre
9 3 (2.50%) Enterprise Software
9 3 (2.50%) Hybrid Cloud
9 3 (2.50%) Life Science
9 3 (2.50%) Public Cloud
9 3 (2.50%) Virtual Team
Operating Systems
1 23 (19.17%) Linux
2 5 (4.17%) Android
3 3 (2.50%) Windows
4 2 (1.67%) Unix
4 2 (1.67%) Windows Server
4 2 (1.67%) Windows Server 2008
4 2 (1.67%) Windows Server 2012
Processes & Methodologies
1 44 (36.67%) Machine Learning
2 42 (35.00%) Mathematics
3 33 (27.50%) Software Engineering
4 31 (25.83%) Agile Software Development
5 25 (20.83%) Analytics
6 21 (17.50%) Artificial Intelligence
7 20 (16.67%) OO
8 17 (14.17%) Physics
8 17 (14.17%) Statistics
9 16 (13.33%) TDD
10 14 (11.67%) Deep Learning
10 14 (11.67%) Image Processing
10 14 (11.67%) OOP
10 14 (11.67%) Test Automation
11 13 (10.83%) Multithreading
11 13 (10.83%) Visualisation
12 12 (10.00%) Capital Modelling
12 12 (10.00%) Data Visualisation
12 12 (10.00%) Financial Modelling
12 12 (10.00%) Mathematical Modelling
Programming Languages
1 66 (55.00%) Python
2 61 (50.83%) Java
3 38 (31.67%) SQL
4 30 (25.00%) C#
5 22 (18.33%) C++
6 21 (17.50%) C
7 20 (16.67%) JavaScript
8 15 (12.50%) Scala
9 9 (7.50%) Ruby
10 6 (5.00%) R
11 5 (4.17%) Bash Shell
11 5 (4.17%) Perl
12 3 (2.50%) PowerShell
12 3 (2.50%) VBScript
13 2 (1.67%) Go
13 2 (1.67%) X++
14 1 (0.83%) Cython
14 1 (0.83%) Haskell
14 1 (0.83%) Lua
14 1 (0.83%) VB
Qualifications
1 38 (31.67%) Degree
2 36 (30.00%) PhD
3 15 (12.50%) Computer Science Degree
4 3 (2.50%) CCNA
4 3 (2.50%) Cisco Certification
5 1 (0.83%) Postgraduate
Quality Assurance & Compliance
1 5 (4.17%) QA
2 1 (0.83%) ISO/IEC 27001
System Software
1 17 (14.17%) Docker
2 9 (7.50%) Apache ZooKeeper
3 5 (4.17%) Apache Flume
4 4 (3.33%) HDFS
5 1 (0.83%) Oracle RAC
Systems Management
1 9 (7.50%) Puppet
2 5 (4.17%) Oozie
2 5 (4.17%) Opscode Chef
3 2 (1.67%) Ansible
4 1 (0.83%) Failover Clustering
4 1 (0.83%) Kubernetes
4 1 (0.83%) Mesos
4 1 (0.83%) Packer
Vendors
1 12 (10.00%) Microsoft
2 9 (7.50%) TOWER Software
3 6 (5.00%) Google
4 4 (3.33%) Samsung
5 3 (2.50%) EMC
5 3 (2.50%) Huawei
5 3 (2.50%) NetApp
6 2 (1.67%) Atlassian
6 2 (1.67%) JD Edwards
7 1 (0.83%) Oracle