Period
to 12 December 2017

The table below looks at the prevalence of the term Analytical Skills in permanent job vacancies advertised in Cambridge. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytical Skills over the 6 months to 12 December 2017 with a comparison to the same period over the previous 2 years.

Analytical Skills
Cambridgeshire > Cambridge
6 months to
12 Dec 2017
Same period 2016 Same period 2015
Rank 38 35 38
Rank change year-on-year -3 +3 -11
Permanent jobs citing Analytical Skills 228 156 173
As % of all permanent IT jobs advertised in Cambridge 7.13% 6.77% 6.09%
As % of the Miscellaneous category 12.26% 13.05% 12.95%
Number of salaries quoted 181 161 168
Cambridge median annual salary £46,902 £42,500 £42,500
Median salary % change year-on-year +10.36% - +6.25%
10th Percentile £31,250 £23,500 £25,969
90th Percentile £60,000 £63,750 £64,125
Cambridgeshire median annual salary £44,296 £42,500 £41,500
% change year-on-year +4.22% +2.41% +7.37%

Analytical Skills is in the Generic IT Skills 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 generic IT skills.

All Generic IT Skills
Cambridge
Permanent vacancies with a requirement for generic IT skills 1860 1195 1336
As % of all permanent IT jobs advertised in Cambridge 58.14% 51.84% 46.99%
Number of salaries quoted 1403 974 1096
Cambridge median annual salary £50,000 £45,000 £42,500
Median salary % change year-on-year +11.11% +5.88% -
10th Percentile £30,000 £26,250 £27,500
90th Percentile £72,500 £70,000 £66,375
Cambridgeshire median annual salary £50,000 £45,000 £42,500
% change year-on-year +11.11% +5.88% +3.66%

Analytical Skills
Job Vacancy Trend in Cambridge

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

Job vacancy trend for Analytical Skills in Cambridge

Analytical Skills
Salary Trend in Cambridge

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

Salary trend for Analytical Skills in Cambridge

Analytical Skills
Salary Histogram in Cambridge

The salary distribution of IT jobs citing Analytical Skills in Cambridge over the 6 months to 12 December 2017.

Salary histogram for Analytical Skills in Cambridge

For the 6 months to 12 December 2017, IT jobs citing Analytical Skills 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 Cambridge region with a requirement for Analytical Skills.

1 104 (45.61%) Degree
2 78 (34.21%) Software Engineering
3 77 (33.77%) C#
4 74 (32.46%) C++
5 73 (32.02%) JavaScript
6 68 (29.82%) Computer Science
7 65 (28.51%) SQL
8 60 (26.32%) Java
9 57 (25.00%) Agile Software Development
10 56 (24.56%) Mathematics
11 48 (21.05%) Python
12 44 (19.30%) HTML
13 37 (16.23%) Windows
14 36 (15.79%) .NET
15 35 (15.35%) AngularJS
15 35 (15.35%) Computer Science Degree
16 33 (14.47%) SDLC
17 32 (14.04%) Open Source
17 32 (14.04%) SQL Server
17 32 (14.04%) Microsoft
18 31 (13.60%) Mobile App
19 30 (13.16%) Mobile Application Development
20 29 (12.72%) Relational Database
20 29 (12.72%) Multithreading
20 29 (12.72%) Client/Server
21 28 (12.28%) OO
22 27 (11.84%) Finance
22 27 (11.84%) Statistics
23 26 (11.40%) Linux
24 23 (10.09%) Node.js

Analytical Skills
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 4 (1.75%) IIS
2 2 (0.88%) MS Exchange
2 2 (0.88%) SharePoint
3 1 (0.44%) Apache Solr
3 1 (0.44%) Confluence
3 1 (0.44%) Elasticsearch
3 1 (0.44%) Exchange Server 2010
3 1 (0.44%) Exchange Server 2013
3 1 (0.44%) Jupyter
3 1 (0.44%) nginx
3 1 (0.44%) SharePoint 2013
3 1 (0.44%) uWSGI
Applications
1 7 (3.07%) Microsoft Excel
2 2 (0.88%) Microsoft PowerPoint
2 2 (0.88%) Microsoft Project
3 1 (0.44%) AutoCAD
3 1 (0.44%) Microsoft Office
3 1 (0.44%) MS Visio
3 1 (0.44%) SOLIDWORKS
Business Applications
1 4 (1.75%) SAP MDG
2 2 (0.88%) SAP FI
2 2 (0.88%) SAP SD
3 1 (0.44%) Dynamics AX
3 1 (0.44%) Unit4 Business World
Cloud Services
1 19 (8.33%) Amazon AWS
2 10 (4.39%) Microsoft Azure
3 7 (3.07%) SaaS
4 5 (2.19%) GitHub
5 4 (1.75%) IaaS
5 4 (1.75%) PaaS
6 2 (0.88%) Office 365
7 1 (0.44%) Amazon S3
7 1 (0.44%) AWS CloudFormation
Communications & Networking
1 10 (4.39%) Internet
2 6 (2.63%) Firewall
3 5 (2.19%) Network Security
4 4 (1.75%) HTTP
5 3 (1.32%) DNS
6 2 (0.88%) LDAP
6 2 (0.88%) SAN
6 2 (0.88%) Wireless
7 1 (0.44%) DHCP
7 1 (0.44%) FTP
7 1 (0.44%) OpenVPN
Database & Business Intelligence
1 32 (14.04%) SQL Server
2 29 (12.72%) Relational Database
3 11 (4.82%) Big Data
4 10 (4.39%) Data Mining
5 8 (3.51%) BusinessObjects
5 8 (3.51%) NoSQL
6 6 (2.63%) PostgreSQL
7 5 (2.19%) RDBMS
8 4 (1.75%) SAP Data Services
9 2 (0.88%) Crystal Reports
9 2 (0.88%) MySQL
9 2 (0.88%) SAP BW
10 1 (0.44%) Apache Cassandra
10 1 (0.44%) Data Warehouse
10 1 (0.44%) GIS
10 1 (0.44%) MS Access
10 1 (0.44%) Oracle BI EE
10 1 (0.44%) Redis
10 1 (0.44%) SQL Server 2008
10 1 (0.44%) SQL Server Integration Services
Development Applications
1 8 (3.51%) Cucumber
1 8 (3.51%) JBehave
2 7 (3.07%) Git (software)
3 5 (2.19%) Jenkins
3 5 (2.19%) Mercurial
4 4 (1.75%) NUnit
4 4 (1.75%) ReSharper
4 4 (1.75%) Team Foundation Server
4 4 (1.75%) Visual Studio
5 2 (0.88%) Fiddler
5 2 (0.88%) JIRA
6 1 (0.44%) GitLab
6 1 (0.44%) LabVIEW
6 1 (0.44%) Visual Studio Team System
General
1 27 (11.84%) Finance
2 19 (8.33%) Retail
3 7 (3.07%) French Language
4 5 (2.19%) Marketing
5 4 (1.75%) Italian Language
6 3 (1.32%) Arabic Language
6 3 (1.32%) Portuguese Language
6 3 (1.32%) Spanish Language
7 2 (0.88%) Manufacturing
8 1 (0.44%) Billing
8 1 (0.44%) Games
8 1 (0.44%) Law
8 1 (0.44%) Legal
8 1 (0.44%) Pharmaceutical
8 1 (0.44%) Telecoms
Job Titles
1 75 (32.89%) Developer
2 46 (20.18%) Software Engineer
3 38 (16.67%) Analyst
4 32 (14.04%) Graduate
5 29 (12.72%) Software Developer
6 25 (10.96%) C++ Software Engineer
6 25 (10.96%) Senior Developer
7 24 (10.53%) C# Developer
8 19 (8.33%) Graduate Analyst
9 18 (7.89%) Full Stack Developer
9 18 (7.89%) JavaScript Developer
9 18 (7.89%) Senior Full Stack Developer
9 18 (7.89%) Senior JavaScript Developer
10 15 (6.58%) Embedded Engineer
11 14 (6.14%) C# Software Developer
11 14 (6.14%) Data Analyst
11 14 (6.14%) Embedded C++ Engineer
11 14 (6.14%) Embedded C++ Software Engineer
11 14 (6.14%) Embedded Software Engineer
12 11 (4.82%) C# Software Engineer
Libraries, Frameworks & Software Standards
1 44 (19.30%) HTML
2 36 (15.79%) .NET
3 35 (15.35%) AngularJS
4 23 (10.09%) Node.js
5 19 (8.33%) CSS
6 16 (7.02%) ASP.NET
6 16 (7.02%) Boost C++ Libraries
6 16 (7.02%) HTML5
6 16 (7.02%) STL
6 16 (7.02%) XML
7 15 (6.58%) POSIX
7 15 (6.58%) Qt
8 12 (5.26%) jQuery
8 12 (5.26%) MFC
9 11 (4.82%) .NET Framework
10 10 (4.39%) Angular 2
10 10 (4.39%) WPF
11 9 (3.95%) Web Services
12 8 (3.51%) WCF
13 6 (2.63%) React
Miscellaneous
1 68 (29.82%) Computer Science
2 31 (13.60%) Mobile App
3 29 (12.72%) Client/Server
4 15 (6.58%) Field-Programmable Gate Array
5 11 (4.82%) Analytical Mindset
6 10 (4.39%) Internet of Things
7 8 (3.51%) Algorithms
7 8 (3.51%) Enterprise Software
7 8 (3.51%) Smart Energy
8 6 (2.63%) User Experience
9 5 (2.19%) Data Centre
10 4 (1.75%) Greenfield Project
10 4 (1.75%) Hybrid Cloud
10 4 (1.75%) Public Cloud
10 4 (1.75%) Virtual Team
11 3 (1.32%) Acoustics
11 3 (1.32%) Augmented Reality
11 3 (1.32%) Life Science
12 2 (0.88%) Management Information System
12 2 (0.88%) Robotics
Operating Systems
1 37 (16.23%) Windows
2 26 (11.40%) Linux
3 16 (7.02%) Unix
4 15 (6.58%) Windows Embedded Compact
5 11 (4.82%) Android
5 11 (4.82%) Apple iOS
6 3 (1.32%) Windows 7
6 3 (1.32%) Windows Server 2008
6 3 (1.32%) Windows Server 2012
7 2 (0.88%) Mac OS X
7 2 (0.88%) Ubuntu
7 2 (0.88%) Windows Server
8 1 (0.44%) CentOS
8 1 (0.44%) CoreOS
8 1 (0.44%) Windows 10
Processes & Methodologies
1 78 (34.21%) Software Engineering
2 57 (25.00%) Agile Software Development
3 56 (24.56%) Mathematics
4 33 (14.47%) SDLC
5 32 (14.04%) Open Source
6 30 (13.16%) Mobile Application Development
7 29 (12.72%) Multithreading
8 28 (12.28%) OO
9 27 (11.84%) Statistics
10 21 (9.21%) Physics
11 20 (8.77%) Mentoring
11 20 (8.77%) Test Automation
12 19 (8.33%) Configuration Management
13 18 (7.89%) TDD
13 18 (7.89%) Technical Analysis
13 18 (7.89%) Web Application Development
14 17 (7.46%) Collaborative Working
14 17 (7.46%) Multithreaded Programming
14 17 (7.46%) Web Development
15 16 (7.02%) Data Analysis
Programming Languages
1 77 (33.77%) C#
2 74 (32.46%) C++
3 73 (32.02%) JavaScript
4 65 (28.51%) SQL
5 60 (26.32%) Java
6 48 (21.05%) Python
7 16 (7.02%) C
8 14 (6.14%) Embedded C++
9 13 (5.70%) Perl
10 12 (5.26%) Objective-C
11 11 (4.82%) T-SQL
12 3 (1.32%) Bash Shell
13 2 (0.88%) ABAP
13 2 (0.88%) PowerShell
13 2 (0.88%) R
14 1 (0.44%) PHP
14 1 (0.44%) Ruby
14 1 (0.44%) VBA
Qualifications
1 104 (45.61%) Degree
2 35 (15.35%) Computer Science Degree
3 21 (9.21%) MCP
3 21 (9.21%) Microsoft Certification
4 15 (6.58%) PhD
5 8 (3.51%) Numerate Degree
6 5 (2.19%) CCNA
6 5 (2.19%) Cisco Certification
7 3 (1.32%) Master's Degree
8 2 (0.88%) SC Cleared
8 2 (0.88%) Security Cleared
9 1 (0.44%) DV Cleared
9 1 (0.44%) ITIL Certification
9 1 (0.44%) Postgraduate
9 1 (0.44%) PRINCE2 Certification
Quality Assurance & Compliance
1 6 (2.63%) Data Quality
2 3 (1.32%) ISO/IEC 20000
3 2 (0.88%) QA
4 1 (0.44%) GAMP
4 1 (0.44%) GxP
System Software
1 6 (2.63%) Docker
2 4 (1.75%) Active Directory
3 1 (0.44%) Hyper-V
3 1 (0.44%) NFS
3 1 (0.44%) Oracle RAC
3 1 (0.44%) VMware Infrastructure
Systems Management
1 3 (1.32%) Ansible
2 1 (0.44%) Failover Clustering
2 1 (0.44%) Kubernetes
2 1 (0.44%) Opscode Chef
2 1 (0.44%) Packer
2 1 (0.44%) Puppet
2 1 (0.44%) Terraform
Vendors
1 32 (14.04%) Microsoft
2 18 (7.89%) Google
3 10 (4.39%) Tableau
4 6 (2.63%) SAP
5 5 (2.19%) Huawei
5 5 (2.19%) Oracle
6 4 (1.75%) EMC
6 4 (1.75%) NetApp
7 2 (0.88%) Intel
7 2 (0.88%) NVIDIA
8 1 (0.44%) ESRI
8 1 (0.44%) VMware