Period
to 17 February 2018

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 17 February 2018 with a comparison to the same period over the previous 2 years.

Analytical Skills
Cambridgeshire > Cambridge
6 months to
17 Feb 2018
Same period 2017 Same period 2016
Rank 46 34 40
Rank change year-on-year -12 +6 -5
Permanent jobs citing Analytical Skills 181 150 186
As % of all permanent IT jobs advertised in Cambridge 5.58% 6.66% 6.22%
As % of the Miscellaneous category 9.76% 12.98% 13.14%
Number of salaries quoted 137 156 131
Cambridge median annual salary £50,000 £42,500 £39,500
Median salary % change year-on-year +17.65% +7.59% -1.25%
10th Percentile £33,100 £23,500 £25,969
90th Percentile £60,000 £75,000 £61,250
Cambridgeshire median annual salary £44,296 £42,500 £38,500
% change year-on-year +4.22% +10.39% -3.75%

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 1,855 1,156 1,415
As % of all permanent IT jobs advertised in Cambridge 57.24% 51.33% 47.31%
Number of salaries quoted 1,323 953 1,086
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 £66,250
Cambridgeshire median annual salary £50,000 £44,500 £42,500
% change year-on-year +12.36% +4.71% -

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 17 February 2018.

Salary histogram for Analytical Skills in Cambridge

For the 6 months to 17 February 2018, IT jobs citing Analytical Skills 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 Analytical Skills.

1 65 (35.91%) Degree
2 63 (34.81%) C#
3 47 (25.97%) SQL
4 40 (22.10%) JavaScript
4 40 (22.10%) Agile Software Development
5 39 (21.55%) Python
5 39 (21.55%) Microsoft
6 38 (20.99%) Software Engineering
7 35 (19.34%) SQL Server
8 32 (17.68%) .NET
9 31 (17.13%) Computer Science
10 30 (16.57%) Linux
11 29 (16.02%) C++
11 29 (16.02%) HTML
12 28 (15.47%) SDLC
13 27 (14.92%) ITIL
14 23 (12.71%) CSS
15 22 (12.15%) Java
16 21 (11.60%) Windows
16 21 (11.60%) Retail
17 20 (11.05%) Web Development
17 20 (11.05%) Relational Database
17 20 (11.05%) Computer Science Degree
18 19 (10.50%) Continuous Integration
18 19 (10.50%) Process Improvement
18 19 (10.50%) Mathematics
19 18 (9.94%) .NET Framework
19 18 (9.94%) OO
19 18 (9.94%) Open Source
20 17 (9.39%) AngularJS

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 (2.21%) IIS
2 3 (1.66%) MS Exchange
2 3 (1.66%) NetWeaver
3 2 (1.10%) Exchange Server 2010
3 2 (1.10%) Exchange Server 2013
3 2 (1.10%) SharePoint
4 1 (0.55%) Apache Solr
4 1 (0.55%) Confluence
4 1 (0.55%) Elasticsearch
4 1 (0.55%) Jupyter
4 1 (0.55%) nginx
4 1 (0.55%) SharePoint 2013
4 1 (0.55%) uWSGI
Applications
1 11 (6.08%) Microsoft Excel
2 5 (2.76%) Microsoft Office
3 4 (2.21%) Microsoft Project
4 1 (0.55%) 3ds Max
4 1 (0.55%) AutoCAD
4 1 (0.55%) Maya
4 1 (0.55%) MS Visio
4 1 (0.55%) Photoshop
4 1 (0.55%) SOLIDWORKS
4 1 (0.55%) ZBrush
Business Applications
1 4 (2.21%) Dynamics AX
1 4 (2.21%) Dynamics GP
2 2 (1.10%) SAP FI
2 2 (1.10%) SAP SD
3 1 (0.55%) Unit4 Business World
Cloud Services
1 12 (6.63%) Amazon AWS
2 10 (5.52%) Microsoft Azure
3 6 (3.31%) SaaS
4 4 (2.21%) IaaS
4 4 (2.21%) PaaS
5 3 (1.66%) Dynamics 365
5 3 (1.66%) GitHub
5 3 (1.66%) Office 365
6 1 (0.55%) Amazon S3
6 1 (0.55%) AWS CloudFormation
Communications & Networking
1 10 (5.52%) Internet
2 5 (2.76%) DNS
3 4 (2.21%) HTTP
4 3 (1.66%) Firewall
5 1 (0.55%) DHCP
5 1 (0.55%) FTP
5 1 (0.55%) Network Security
5 1 (0.55%) OpenVPN
Database & Business Intelligence
1 35 (19.34%) SQL Server
2 20 (11.05%) Relational Database
3 11 (6.08%) Big Data
4 8 (4.42%) NoSQL
4 8 (4.42%) PostgreSQL
5 6 (3.31%) BusinessObjects
5 6 (3.31%) SAP HANA
6 5 (2.76%) RDBMS
6 5 (2.76%) SAP BW
7 3 (1.66%) BusinessObjects Business Intelligence
7 3 (1.66%) BusinessObjects Web Intelligence
7 3 (1.66%) Crystal Reports
7 3 (1.66%) SAP Data Services
8 2 (1.10%) MySQL
9 1 (0.55%) Data Mining
9 1 (0.55%) Data Warehouse
9 1 (0.55%) MS Access
9 1 (0.55%) QlikView
9 1 (0.55%) Spotfire
9 1 (0.55%) SQL Server Integration Services
Development Applications
1 13 (7.18%) JIRA
2 7 (3.87%) Git (software)
3 6 (3.31%) NUnit
3 6 (3.31%) Visual Studio
4 5 (2.76%) Jenkins
4 5 (2.76%) Mercurial
5 4 (2.21%) ReSharper
5 4 (2.21%) Team Foundation Server
6 2 (1.10%) Atlassian Bamboo
6 2 (1.10%) Bitbucket
7 1 (0.55%) GitLab
7 1 (0.55%) LabVIEW
7 1 (0.55%) Visual Studio Team System
General
1 21 (11.60%) Retail
2 14 (7.73%) Finance
3 3 (1.66%) Advertising
3 3 (1.66%) Arabic Language
3 3 (1.66%) French Language
3 3 (1.66%) Law
3 3 (1.66%) Portuguese Language
3 3 (1.66%) Spanish Language
4 2 (1.10%) Games
4 2 (1.10%) Manufacturing
5 1 (0.55%) Billing
5 1 (0.55%) Dutch Language
5 1 (0.55%) German Language
5 1 (0.55%) Marketing
5 1 (0.55%) Pharmaceutical
5 1 (0.55%) Telecoms
Job Titles
1 59 (32.60%) Developer
2 31 (17.13%) Software Developer
3 26 (14.36%) Software Engineer
4 25 (13.81%) C# Developer
5 24 (13.26%) Analyst
6 18 (9.94%) C# Software Developer
7 17 (9.39%) Senior Developer
8 16 (8.84%) C# Software Engineer
8 16 (8.84%) Developer/Software Engineer
8 16 (8.84%) Lead C# Developer
8 16 (8.84%) Lead Developer
8 16 (8.84%) Lead Software Developer
8 16 (8.84%) Lead Software Engineer
8 16 (8.84%) Mid-Level C# Developer
9 15 (8.29%) Consultant
10 12 (6.63%) Python Developer
11 10 (5.52%) Business Analyst
11 10 (5.52%) Identity and Access Management Engineer
11 10 (5.52%) JavaScript Developer
11 10 (5.52%) Senior JavaScript Developer
Libraries, Frameworks & Software Standards
1 32 (17.68%) .NET
2 29 (16.02%) HTML
3 23 (12.71%) CSS
4 18 (9.94%) .NET Framework
5 17 (9.39%) AngularJS
6 16 (8.84%) Node.js
7 11 (6.08%) Web Services
7 11 (6.08%) WPF
8 10 (5.52%) Middleware
8 10 (5.52%) WCF
9 9 (4.97%) ASP.NET
10 8 (4.42%) Boost C++ Libraries
10 8 (4.42%) STL
11 7 (3.87%) POSIX
11 7 (3.87%) Qt
12 6 (3.31%) React
12 6 (3.31%) SOAP
13 5 (2.76%) Django
14 4 (2.21%) HTML5
14 4 (2.21%) XML
Miscellaneous
1 31 (17.13%) Computer Science
2 15 (8.29%) Mobile App
3 13 (7.18%) Client/Server
4 11 (6.08%) Enterprise Software
4 11 (6.08%) Fintech
5 7 (3.87%) Field-Programmable Gate Array
6 6 (3.31%) User Experience
7 5 (2.76%) Algorithms
7 5 (2.76%) Data Centre
8 4 (2.21%) Greenfield Project
8 4 (2.21%) Hybrid Cloud
8 4 (2.21%) Public Cloud
8 4 (2.21%) Virtual Team
9 3 (1.66%) Acoustics
9 3 (1.66%) NHS
10 2 (1.10%) Analytical Mindset
10 2 (1.10%) Life Science
10 2 (1.10%) Management Information System
10 2 (1.10%) Robotics
11 1 (0.55%) Reference Data
Operating Systems
1 30 (16.57%) Linux
2 21 (11.60%) Windows
3 10 (5.52%) Unix
4 7 (3.87%) Windows Embedded Compact
5 6 (3.31%) Windows Server 2008
5 6 (3.31%) Windows Server 2012
6 5 (2.76%) Windows 7
7 3 (1.66%) Windows Server
8 2 (1.10%) Ubuntu
9 1 (0.55%) CentOS
9 1 (0.55%) CoreOS
9 1 (0.55%) Windows 10
Processes & Methodologies
1 40 (22.10%) Agile Software Development
2 38 (20.99%) Software Engineering
3 28 (15.47%) SDLC
4 27 (14.92%) ITIL
5 20 (11.05%) Web Development
6 19 (10.50%) Continuous Integration
6 19 (10.50%) Mathematics
6 19 (10.50%) Process Improvement
7 18 (9.94%) OO
7 18 (9.94%) Open Source
8 16 (8.84%) Refactoring
8 16 (8.84%) TDD
9 14 (7.73%) Mobile Application Development
9 14 (7.73%) Physics
10 13 (7.18%) Bioinformatics
10 13 (7.18%) ERP
10 13 (7.18%) Line Management
10 13 (7.18%) Unit Testing
11 12 (6.63%) DNA
11 12 (6.63%) Test Automation
Programming Languages
1 63 (34.81%) C#
2 47 (25.97%) SQL
3 40 (22.10%) JavaScript
4 39 (21.55%) Python
5 29 (16.02%) C++
6 22 (12.15%) Java
7 16 (8.84%) T-SQL
8 11 (6.08%) Perl
9 8 (4.42%) C
10 6 (3.31%) Embedded C++
11 5 (2.76%) Ruby
12 4 (2.21%) PowerShell
13 3 (1.66%) Bash Shell
13 3 (1.66%) Objective-C
14 2 (1.10%) ABAP
15 1 (0.55%) Lua
15 1 (0.55%) PHP
15 1 (0.55%) R
15 1 (0.55%) XAML
Qualifications
1 65 (35.91%) Degree
2 20 (11.05%) Computer Science Degree
3 11 (6.08%) PhD
4 6 (3.31%) CCNA
4 6 (3.31%) Cisco Certification
5 5 (2.76%) Numerate Degree
6 4 (2.21%) SC Cleared
6 4 (2.21%) Security Cleared
7 3 (1.66%) Master's Degree
7 3 (1.66%) MCP
7 3 (1.66%) Microsoft Certification
7 3 (1.66%) SAP Certification
8 2 (1.10%) ISEB
8 2 (1.10%) ISTQB
9 1 (0.55%) DV Cleared
9 1 (0.55%) ITIL Certification
9 1 (0.55%) Postgraduate
9 1 (0.55%) PRINCE2 Certification
Quality Assurance & Compliance
1 3 (1.66%) ISO/IEC 20000
1 3 (1.66%) QA
2 2 (1.10%) GDPR
3 1 (0.55%) Data Quality
3 1 (0.55%) GAMP
3 1 (0.55%) GxP
3 1 (0.55%) SLA
System Software
1 6 (3.31%) Docker
2 5 (2.76%) Active Directory
3 2 (1.10%) Hyper-V
3 2 (1.10%) VMware Infrastructure
4 1 (0.55%) NFS
4 1 (0.55%) Oracle RAC
Systems Management
1 10 (5.52%) Oracle Enterprise Manager
1 10 (5.52%) Oracle Identity Manager
2 3 (1.66%) Ansible
3 1 (0.55%) Failover Clustering
3 1 (0.55%) Kubernetes
3 1 (0.55%) Opscode Chef
3 1 (0.55%) Packer
3 1 (0.55%) Puppet
3 1 (0.55%) Terraform
Vendors
1 39 (21.55%) Microsoft
2 14 (7.73%) Oracle
3 10 (5.52%) Google
3 10 (5.52%) WorldPay
4 8 (4.42%) SAP
5 4 (2.21%) EMC
5 4 (2.21%) Huawei
5 4 (2.21%) NetApp
6 3 (1.66%) IBM
6 3 (1.66%) Salesforce.com
6 3 (1.66%) Tableau
7 2 (1.10%) VMware
8 1 (0.55%) Cognos
8 1 (0.55%) ESRI
8 1 (0.55%) Facebook